CN118375115B - Monitoring and processing method and device for differential settlement of widened embankment - Google Patents
Monitoring and processing method and device for differential settlement of widened embankment Download PDFInfo
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Abstract
本发明提供了一种拓宽路堤差异沉降的监测处理方法及装置,可以应用于交通建设工程和路堤沉降监测技术领域。该方法包括:利用目标监测设备获取与目标路堤相对应的多个影像数据和测点数据;基于测点数据确定第一沉降结果;基于预设处理规则对多个影像数据进行处理,生成初始干涉影像数据对;基于第一更新规则对初始干涉影像数据对进行更新,生成目标干涉影像数据对;将目标干涉影像数据对输入至沉降监测模型,输出与目标路堤相对应的第二沉降结果;以及基于第二更新规则和第一沉降结果对第二沉降结果进行更新,生成第三沉降结果。通过上述方法所生成的第三沉降结果是基于不同监测设备多维度多时相的监测结果综合得到,提高了监测结果的准确性。
The present invention provides a monitoring and processing method and device for differential settlement of widened embankments, which can be applied to the fields of traffic construction engineering and embankment settlement monitoring technology. The method includes: using a target monitoring device to obtain multiple image data and measuring point data corresponding to a target embankment; determining a first settlement result based on the measuring point data; processing multiple image data based on a preset processing rule to generate an initial interference image data pair; updating the initial interference image data pair based on a first update rule to generate a target interference image data pair; inputting the target interference image data pair into a settlement monitoring model, outputting a second settlement result corresponding to the target embankment; and updating the second settlement result based on a second update rule and the first settlement result to generate a third settlement result. The third settlement result generated by the above method is obtained based on the comprehensive monitoring results of different monitoring devices in multiple dimensions and phases, thereby improving the accuracy of the monitoring results.
Description
技术领域Technical Field
本发明涉及交通建设工程和路堤沉降监测技术领域,尤其涉及一种拓宽路堤差异沉降的监测处理方法及装置。The invention relates to the technical field of traffic construction engineering and embankment settlement monitoring, and in particular to a monitoring and processing method and device for differential settlement of widened embankments.
背景技术Background Art
路堤拓宽后,若老路堤与新路堤沉降差异过大时,可能导致路面开裂、破坏,造成车辆行驶安全问题。目前路堤拓宽沉降控制监测的方式主要包括:利用沉降板与水准仪以路堤表面为主要监测对象进行监测;利用位移观测边桩与全站仪以路堤外侧土体为主要监测对象进行监测。After the embankment is widened, if the settlement difference between the old embankment and the new embankment is too large, it may cause cracking and damage to the road surface, causing vehicle driving safety problems. At present, the main methods of embankment widening settlement control monitoring include: using settlement plates and levels to monitor the embankment surface as the main monitoring object; using displacement observation side piles and total stations to monitor the outer soil of the embankment as the main monitoring object.
发明人发现,相关技术中针对拓宽路堤差异沉降的监测与处理方式存在如下缺陷:传统监测方式较为单一、监测范围有限导致监测效率低下;相关监测方法中数据量巨大且数据质量低下,导致系统资源消耗较大、监测结果准确率较低。The inventors found that the monitoring and processing methods for differential settlement of widened embankments in the relevant technologies have the following defects: the traditional monitoring method is relatively single and the monitoring range is limited, resulting in low monitoring efficiency; the relevant monitoring methods have a huge amount of data and low data quality, resulting in large consumption of system resources and low accuracy of monitoring results.
发明内容Summary of the invention
鉴于上述问题,本发明提供了拓宽路堤差异沉降的监测处理方法、装置、设备、存储介质和程序产品。In view of the above problems, the present invention provides a monitoring and processing method, device, equipment, storage medium and program product for differential settlement of widened embankments.
根据本发明的第一个方面,提供了一种拓宽路堤差异沉降的监测处理方法,包括:利用目标监测设备获取与目标路堤相对应的多个影像数据和测点数据,其中,上述目标监测设备包括第一监测设备和第二监测设备,上述测点数据表征与上述目标路堤相对应的横截面测点沉降数据;According to a first aspect of the present invention, a monitoring and processing method for differential settlement of a widened embankment is provided, comprising: using a target monitoring device to acquire a plurality of image data and measurement point data corresponding to a target embankment, wherein the target monitoring device comprises a first monitoring device and a second monitoring device, and the measurement point data represent settlement data of a cross-sectional measurement point corresponding to the target embankment;
基于上述测点数据确定第一沉降结果;Determine a first settlement result based on the above measuring point data;
基于预设处理规则对多个上述影像数据进行处理,生成初始干涉影像数据对;Processing the plurality of image data based on a preset processing rule to generate an initial interference image data pair;
基于第一更新规则对上述初始干涉影像数据对进行更新,生成目标干涉影像数据对,其中,上述目标干涉影像数据对的相干性程度值大于上述初始干涉影像数据对的相干性程度值;The initial interference image data pair is updated based on a first updating rule to generate a target interference image data pair, wherein the coherence degree value of the target interference image data pair is greater than the coherence degree value of the initial interference image data pair;
将上述目标干涉影像数据对输入至沉降监测模型,输出与上述目标路堤相对应的第二沉降结果;以及Inputting the target interference image data pair into a settlement monitoring model, and outputting a second settlement result corresponding to the target embankment; and
基于第二更新规则和上述第一沉降结果对上述第二沉降结果进行更新,生成与上述目标路堤相对应的第三沉降结果。The second settlement result is updated based on the second updating rule and the first settlement result to generate a third settlement result corresponding to the target embankment.
根据本发明的实施例,上述基于第一更新规则对上述初始干涉影像数据对进行更新,生成目标干涉影像数据对,包括:获取与上述初始干涉影像数据对相对应的地距数据和基准数据,其中,上述地距数据表征上述目标路堤表面特征点与上述第一监测设备之间的距离数据,上述基准数据表征上述目标路堤表面特征点的高程数据;基于上述地距数据和上述基准数据确定上述初始干涉影像数据对的偏移值;以及基于上述偏移值和上述第一更新规则对上述初始干涉影像数据对进行更新,生成上述目标干涉影像数据对。According to an embodiment of the present invention, the above-mentioned initial interference image data pair is updated based on the first updating rule to generate the target interference image data pair, including: obtaining ground distance data and reference data corresponding to the above-mentioned initial interference image data pair, wherein the above-mentioned ground distance data represents the distance data between the above-mentioned target embankment surface feature point and the above-mentioned first monitoring device, and the above-mentioned reference data represents the elevation data of the above-mentioned target embankment surface feature point; determining the offset value of the above-mentioned initial interference image data pair based on the above-mentioned ground distance data and the above-mentioned reference data; and updating the above-mentioned initial interference image data pair based on the above-mentioned offset value and the above-mentioned first updating rule to generate the above-mentioned target interference image data pair.
根据本发明的实施例,上述将上述目标干涉影像数据对输入至沉降监测模型,输出与上述目标路堤相对应的第二沉降结果,包括:基于预设筛选规则从上述目标干涉影像数据对中选取目标基线数据对;以及将上述目标基线数据对输入至上述沉降监测模型,生成与上述目标路堤相对应的第二沉降结果。According to an embodiment of the present invention, the target interference image data pair is input into the settlement monitoring model to output a second settlement result corresponding to the target embankment, including: selecting a target baseline data pair from the target interference image data pair based on a preset screening rule; and inputting the target baseline data pair into the settlement monitoring model to generate a second settlement result corresponding to the target embankment.
根据本发明的实施例,上述第二更新规则包括大气校正规则和地理编码规则;其中,上述基于第二更新规则和上述第一沉降结果对上述第二沉降结果进行更新,生成与上述目标路堤相对应的第三沉降结果,包括:基于上述大气校正规则对上述第二沉降结果进行更新,生成大气校正沉降结果;基于上述地理编码规则将上述大气校正沉降结果映射至目标坐标系中,生成映射沉降结果;以及利用上述第一沉降结果对上述映射沉降结果进行更新,生成与上述目标路堤相对应的第三沉降结果。According to an embodiment of the present invention, the above-mentioned second update rule includes an atmospheric correction rule and a geocoding rule; wherein, the above-mentioned second settlement result is updated based on the second update rule and the above-mentioned first settlement result to generate a third settlement result corresponding to the above-mentioned target embankment, including: updating the above-mentioned second settlement result based on the above-mentioned atmospheric correction rule to generate an atmospheric correction settlement result; mapping the above-mentioned atmospheric correction settlement result to the target coordinate system based on the above-mentioned geocoding rule to generate a mapping settlement result; and updating the above-mentioned mapping settlement result using the above-mentioned first settlement result to generate a third settlement result corresponding to the above-mentioned target embankment.
根据本发明的实施例,上述第二更新规则还包括滤波规则;其中,上述基于上述大气校正规则对上述第二沉降结果进行更新,生成大气校正沉降结果之前,包括:利用上述滤波规则对上述第二沉降结果进行滤波处理,生成第一滤波沉降结果和第二滤波沉降结果;以及将上述第一滤波沉降结果和上述第二滤波沉降结果进行合并,生成滤波后的第二沉降结果。According to an embodiment of the present invention, the above-mentioned second update rule also includes a filtering rule; wherein, before the above-mentioned second sedimentation result is updated based on the above-mentioned atmospheric correction rule and the atmospheric correction sedimentation result is generated, it includes: filtering the above-mentioned second sedimentation result using the above-mentioned filtering rule to generate a first filtered sedimentation result and a second filtered sedimentation result; and merging the above-mentioned first filtered sedimentation result and the above-mentioned second filtered sedimentation result to generate a filtered second sedimentation result.
根据本发明的实施例,上述基于上述大气校正规则对上述第二沉降结果进行更新,生成大气校正沉降结果,包括:利用气象监测设备获取目标时间段内与上述目标路堤相对应的气象数据;基于上述气象数据和气象模拟模型生成与上述目标路堤相对应的大气延迟数据;以及基于上述大气延迟数据和上述大气校正规则对上述第二沉降结果进行更新,生成上述大气校正沉降结果。According to an embodiment of the present invention, the above-mentioned second settlement result is updated based on the above-mentioned atmospheric correction rules to generate the atmospheric corrected settlement result, including: using meteorological monitoring equipment to obtain meteorological data corresponding to the above-mentioned target embankment within the target time period; generating atmospheric delay data corresponding to the above-mentioned target embankment based on the above-mentioned meteorological data and the meteorological simulation model; and updating the above-mentioned second settlement result based on the above-mentioned atmospheric delay data and the above-mentioned atmospheric correction rules to generate the above-mentioned atmospheric corrected settlement result.
根据本发明的实施例,上述气象数据包括气温数据、气压数据和湿度数据;其中,上述基于上述气象数据和气象模拟模型生成与上述目标路堤相对应的大气延迟数据,包括:将目标时间内与上述目标路堤相对应的上述气温数据、上述气压数据和上述湿度数据输入至上述气象模拟模型,输出与上述气象数据对应的模拟结果;以及基于上述模拟结果,确定与上述目标路堤相对应的大气延迟数据。According to an embodiment of the present invention, the above-mentioned meteorological data includes temperature data, air pressure data and humidity data; wherein, the above-mentioned atmospheric delay data corresponding to the above-mentioned target embankment is generated based on the above-mentioned meteorological data and the meteorological simulation model, including: inputting the above-mentioned temperature data, the above-mentioned air pressure data and the above-mentioned humidity data corresponding to the above-mentioned target embankment within the target time into the above-mentioned meteorological simulation model, outputting the simulation results corresponding to the above-mentioned meteorological data; and determining the atmospheric delay data corresponding to the above-mentioned target embankment based on the above-mentioned simulation results.
根据本发明的实施例,上述大气校正规则包括坐标转换规则和插值算法;其中,上述基于上述大气延迟数据和上述大气校正规则对上述第二沉降结果进行更新,生成上述大气校正沉降结果,包括:基于上述坐标转换规则,将上述大气延迟数据与上述第二沉降结果数据在目标坐标系中进行配准,生成配准结果;以及利用上述插值算法将上述配准结果进行插值处理,生成上述大气校正沉降结果。According to an embodiment of the present invention, the above-mentioned atmospheric correction rules include coordinate transformation rules and interpolation algorithms; wherein, the above-mentioned second sedimentation result is updated based on the above-mentioned atmospheric delay data and the above-mentioned atmospheric correction rules to generate the above-mentioned atmospheric correction sedimentation result, including: based on the above-mentioned coordinate transformation rules, the above-mentioned atmospheric delay data and the above-mentioned second sedimentation result data are aligned in the target coordinate system to generate an alignment result; and the above-mentioned alignment result is interpolated using the above-mentioned interpolation algorithm to generate the above-mentioned atmospheric correction sedimentation result.
根据本发明的实施例,上述基于预设处理规则对多个上述影像数据进行处理,生成初始干涉影像数据对,包括:从多个上述影像数据中选取第一影像数据和第二影像数据,其中,上述第一影像数据与上述第二影像数据在时间维度和空间维度匹配对齐;以及基于上述预设处理规则对上述第一影像数据和上述第二影像数据进行配对,生成上述初始干涉影像数据对。According to an embodiment of the present invention, the above-mentioned processing of the multiple image data based on the preset processing rules to generate the initial interference image data pair includes: selecting the first image data and the second image data from the multiple image data, wherein the first image data and the second image data are matched and aligned in the time dimension and the space dimension; and pairing the first image data and the second image data based on the preset processing rules to generate the above-mentioned initial interference image data pair.
本发明的第二方面提供了一种拓宽路堤差异沉降的监测处理装置,包括:A second aspect of the present invention provides a monitoring and processing device for differential settlement of a widened embankment, comprising:
数据获取模块,用于利用目标监测设备获取与目标路堤相对应的多个影像数据和测点数据,其中,上述目标监测设备包括第一监测设备和第二监测设备,上述测点数据表征与上述目标路堤相对应的横截面测点沉降数据;A data acquisition module, used to acquire a plurality of image data and measuring point data corresponding to a target embankment by using a target monitoring device, wherein the target monitoring device includes a first monitoring device and a second monitoring device, and the measuring point data represent settlement data of a cross-sectional measuring point corresponding to the target embankment;
第一沉降结果确定模块,用于基于上述测点数据确定第一沉降结果;A first settlement result determination module, used to determine a first settlement result based on the above-mentioned measuring point data;
初始干涉影像数据对生成模块,用于基于预设处理规则对多个上述影像数据进行处理,生成初始干涉影像数据对;An initial interference image data pair generation module, used for processing the plurality of image data mentioned above based on a preset processing rule to generate an initial interference image data pair;
目标干涉影像数据对生成模块,用于基于第一更新规则对上述初始干涉影像数据对进行更新,生成目标干涉影像数据对,其中,上述目标干涉影像数据对的相干性程度值大于上述初始干涉影像数据对的相干性程度值;A target interference image data pair generation module, used for updating the initial interference image data pair based on a first update rule to generate a target interference image data pair, wherein the coherence degree value of the target interference image data pair is greater than the coherence degree value of the initial interference image data pair;
第二沉降结果输出模块,用于将上述目标干涉影像数据对输入至沉降监测模型,输出与上述目标路堤相对应的第二沉降结果;以及A second settlement result output module, used for inputting the target interference image data pair into the settlement monitoring model, and outputting a second settlement result corresponding to the target embankment; and
第三沉降结果生成模块,用于基于第二更新规则和上述第一沉降结果对上述第二沉降结果进行更新,生成与上述目标路堤相对应的第三沉降结果。The third settlement result generating module is used to update the second settlement result based on the second updating rule and the first settlement result to generate a third settlement result corresponding to the target embankment.
本发明的第三方面提供了一种电子设备,包括:一个或多个处理器;存储器,用于存储一个或多个程序,其中,当上述一个或多个程序被上述一个或多个处理器执行时,使得一个或多个处理器执行上述方法。A third aspect of the present invention provides an electronic device, comprising: one or more processors; a memory for storing one or more programs, wherein when the one or more programs are executed by the one or more processors, the one or more processors execute the above method.
本发明的第四方面还提供了一种计算机可读存储介质,其上存储有可执行指令,该指令被处理器执行时使处理器执行上述方法。The fourth aspect of the present invention also provides a computer-readable storage medium having executable instructions stored thereon, which, when executed by a processor, causes the processor to execute the above method.
本发明的第五方面还提供了一种计算机程序产品,包括计算机程序,该计算机程序被处理器执行时实现上述方法。The fifth aspect of the present invention also provides a computer program product, including a computer program, which implements the above method when executed by a processor.
根据本发明提供的拓宽路堤差异沉降的监测处理方法及装置,通过地面监测设备和卫星监测设备对拓宽路堤进行全天候全路段连续监测获得多时相影像数据和全区段测点数据,并生成第一沉降结果和初始干涉影像数据对,从而基于第一更新规则对初始干涉影像数据对进行更新生成相干性程度值更高的目标干涉影像数据对,进而降低了干涉影像数据对的数据数量,同时提高了干涉影像数据对的数据质量,降低了系统资源的消耗,并利用精减后的目标干涉影像数据对和沉降预测模型得到第二沉降结果,进而可以利用第二更新规则和第一沉降结果对第二沉降结果进行进一步更新优化,最终得到第三沉降结果,由于第三沉降结果是基于多种监测设备对拓宽路堤的截面和表面的监测点进行综合监测得到,丰富了路堤沉降的监测维度和监测方式,进一步提高了监测结果的准确性。According to the monitoring and processing method and device for differential settlement of a widened embankment provided by the present invention, the widened embankment is continuously monitored in all weather and all sections through ground monitoring equipment and satellite monitoring equipment to obtain multi-phase image data and full-section measuring point data, and a first settlement result and an initial interference image data pair are generated, so that the initial interference image data pair is updated based on the first update rule to generate a target interference image data pair with a higher coherence degree value, thereby reducing the data quantity of the interference image data pair, while improving the data quality of the interference image data pair, reducing the consumption of system resources, and using the streamlined target interference image data pair and the settlement prediction model to obtain a second settlement result, and then the second settlement result can be further updated and optimized using the second update rule and the first settlement result, and finally a third settlement result is obtained. Since the third settlement result is obtained based on comprehensive monitoring of the cross-section and surface monitoring points of the widened embankment by multiple monitoring equipment, the monitoring dimensions and monitoring methods of embankment settlement are enriched, and the accuracy of the monitoring results is further improved.
附图说明BRIEF DESCRIPTION OF THE DRAWINGS
通过以下参照附图对本发明实施例的描述,本发明的上述内容以及其他目的、特征和优点将更为清楚,在附图中:The above contents and other objects, features and advantages of the present invention will become more apparent through the following description of the embodiments of the present invention with reference to the accompanying drawings, in which:
图1示出了根据本发明实施例的拓宽路堤差异沉降的监测处理方法、装置、设备、存储介质和程序产品的应用场景图;FIG1 shows an application scenario diagram of a monitoring and processing method, device, equipment, storage medium, and program product for differential settlement of a widened embankment according to an embodiment of the present invention;
图2示出了根据本发明实施例的拓宽路堤差异沉降的监测处理方法的流程图;FIG2 shows a flow chart of a method for monitoring and processing differential settlement of a widened embankment according to an embodiment of the present invention;
图3示出了根据本发明实施例的地形校正方式示意图;FIG3 is a schematic diagram showing a terrain correction method according to an embodiment of the present invention;
图4示出了根据本发明实施例的第二监测设备示意图,其中,图(a)示出了第二监测设备整体示意图,图(b)示出了连通管示意图;FIG4 shows a schematic diagram of a second monitoring device according to an embodiment of the present invention, wherein FIG4 (a) shows an overall schematic diagram of the second monitoring device, and FIG4 (b) shows a schematic diagram of a connecting pipe;
图5示出了根据本发明实施例的拓宽路堤差异沉降的监测处理装置的结构框图;FIG5 shows a structural block diagram of a monitoring and processing device for differential settlement of widened embankments according to an embodiment of the present invention;
图6示出了根据本发明实施例的适于实现拓宽路堤差异沉降的监测处理方法的电子设备的方框图。FIG6 shows a block diagram of an electronic device suitable for implementing a monitoring and processing method for differential settlement of a widened embankment according to an embodiment of the present invention.
具体实施方式DETAILED DESCRIPTION
以下,将参照附图来描述本发明的实施例。但是应该理解,这些描述只是示例性的,而并非要限制本发明的范围。在下面的详细描述中,为便于解释,阐述了许多具体的细节以提供对本发明实施例的全面理解。然而,明显地,一个或多个实施例在没有这些具体细节的情况下也可以被实施。此外,在以下说明中,省略了对公知结构和技术的描述,以避免不必要地混淆本发明的概念。Below, embodiments of the present invention will be described with reference to the accompanying drawings. However, it should be understood that these descriptions are exemplary only and are not intended to limit the scope of the present invention. In the following detailed description, for ease of explanation, many specific details are set forth to provide a comprehensive understanding of embodiments of the present invention. However, it is apparent that one or more embodiments may also be implemented without these specific details. In addition, in the following description, descriptions of known structures and technologies are omitted to avoid unnecessary confusion of concepts of the present invention.
在此使用的术语仅仅是为了描述具体实施例,而并非意在限制本发明。在此使用的术语“包括”、“包含”等表明了所述特征、步骤、操作和/或部件的存在,但是并不排除存在或添加一个或多个其他特征、步骤、操作或部件。The terms used herein are only for describing specific embodiments and are not intended to limit the present invention. The terms "comprise", "include", etc. used herein indicate the existence of the features, steps, operations and/or components, but do not exclude the existence or addition of one or more other features, steps, operations or components.
在此使用的所有术语(包括技术和科学术语)具有本领域技术人员通常所理解的含义,除非另外定义。应注意,这里使用的术语应解释为具有与本说明书的上下文相一致的含义,而不应以理想化或过于刻板的方式来解释。All terms (including technical and scientific terms) used herein have the meanings commonly understood by those skilled in the art unless otherwise defined. It should be noted that the terms used herein should be interpreted as having a meaning consistent with the context of this specification and should not be interpreted in an idealized or overly rigid manner.
在使用类似于“A、B和C等中至少一个”这样的表述的情况下,一般来说应该按照本领域技术人员通常理解该表述的含义来予以解释(例如,“具有A、B和C中至少一个的系统”应包括但不限于单独具有A、单独具有B、单独具有C、具有A和B、具有A和C、具有B和C、和/或具有A、B、C的系统等)。When using expressions such as "at least one of A, B, and C, etc.", they should generally be interpreted according to the meaning of the expression commonly understood by those skilled in the art (for example, "a system having at least one of A, B, and C" should include but is not limited to a system having A alone, B alone, C alone, A and B, A and C, B and C, and/or A, B, C, etc.).
在本发明的技术方案中,所涉及的用户信息(包括但不限于用户个人信息、用户图像信息、用户设备信息,例如位置信息等)和数据(包括但不限于用于分析的数据、存储的数据、展示的数据等),均为经用户授权或者经过各方充分授权的信息和数据,并且相关数据的收集、存储、使用、加工、传输、提供、公开和应用等处理,均遵守相关法律法规和标准,采取了必要保密措施,不违背公序良俗,并提供有相应的操作入口,供用户选择授权或者拒绝。In the technical solution of the present invention, the user information (including but not limited to user personal information, user image information, user device information, such as location information, etc.) and data (including but not limited to data used for analysis, stored data, displayed data, etc.) involved are all information and data authorized by the user or fully authorized by all parties, and the collection, storage, use, processing, transmission, provision, disclosure and application of the relevant data comply with relevant laws, regulations and standards, take necessary confidentiality measures, do not violate public order and good morals, and provide corresponding operation entrances for users to choose to authorize or refuse.
在构思本发明的过程中,发明人发现相关技术中针对拓宽路堤差异沉降的监测方式单一、监测范围有限导致监测效率低下;相关监测方法中数据量巨大且数据质量低下,导致系统资源消耗较大,且监测结果准确率较低。有鉴于此,本发明通过地面监测设备和卫星监测设备对拓宽路堤进行全天候全路段连续监测获得多时相影像数据和全区段测点数据,并生成第一沉降结果和初始干涉影像数据对,从而基于第一更新规则对初始干涉影像数据对进行更新生成相干性程度值更高的目标干涉影像数据对,进而降低了干涉影像数据对的数据数量,同时提高了干涉影像数据对的数据质量,降低了系统资源的消耗,并利用精减后的目标干涉影像数据对和沉降预测模型得到第二沉降结果,进而可以利用第二更新规则和第一沉降结果对第二沉降结果进行进一步更新优化,最终得到第三沉降结果,由于第三沉降结果是基于多种监测设备对拓宽路堤的截面和表面的监测点进行综合监测得到,丰富了路堤沉降的监测维度和监测方式,进一步提高了监测结果的准确性。In the process of conceiving the present invention, the inventors found that the monitoring method for differential settlement of widened embankments in the relevant technology is single and the monitoring range is limited, resulting in low monitoring efficiency; the data volume in the relevant monitoring method is huge and the data quality is low, resulting in large consumption of system resources and low accuracy of monitoring results. In view of this, the present invention uses ground monitoring equipment and satellite monitoring equipment to conduct all-weather and all-road-section continuous monitoring of the widened embankment to obtain multi-phase image data and all-section measuring point data, and generates a first settlement result and an initial interference image data pair, so as to update the initial interference image data pair based on the first update rule to generate a target interference image data pair with a higher coherence degree value, thereby reducing the data quantity of the interference image data pair, while improving the data quality of the interference image data pair, reducing the consumption of system resources, and using the streamlined target interference image data pair and the settlement prediction model to obtain the second settlement result, and then the second settlement result can be further updated and optimized using the second update rule and the first settlement result, and finally obtain the third settlement result. Since the third settlement result is obtained based on comprehensive monitoring of the cross-section and surface monitoring points of the widened embankment by multiple monitoring equipment, the monitoring dimensions and monitoring methods of embankment settlement are enriched, and the accuracy of the monitoring results is further improved.
本发明的实施例提供了一种拓宽路堤差异沉降的监测处理方法及装置,该方法包括:利用目标监测设备获取与目标路堤相对应的多个影像数据和测点数据,其中,目标监测设备包括第一监测设备和第二监测设备,测点数据表征与目标路堤相对应的横截面测点沉降数据;基于测点数据确定第一沉降结果;基于预设处理规则对多个影像数据进行处理,生成初始干涉影像数据对;基于第一更新规则对初始干涉影像数据对进行更新,生成目标干涉影像数据对,其中,目标干涉影像数据对的相干性程度值大于初始干涉影像数据对的相干性程度值;将目标干涉影像数据对输入至沉降监测模型,输出与目标路堤相对应的第二沉降结果;以及基于第二更新规则和第一沉降结果对第二沉降结果进行更新,生成与目标路堤相对应的第三沉降结果。An embodiment of the present invention provides a monitoring and processing method and device for differential settlement of a widened embankment, the method comprising: using a target monitoring device to obtain multiple image data and measuring point data corresponding to a target embankment, wherein the target monitoring device comprises a first monitoring device and a second monitoring device, and the measuring point data represent the settlement data of the cross-sectional measuring points corresponding to the target embankment; determining a first settlement result based on the measuring point data; processing multiple image data based on a preset processing rule to generate an initial interference image data pair; updating the initial interference image data pair based on a first update rule to generate a target interference image data pair, wherein the coherence degree value of the target interference image data pair is greater than the coherence degree value of the initial interference image data pair; inputting the target interference image data pair into a settlement monitoring model to output a second settlement result corresponding to the target embankment; and updating the second settlement result based on a second update rule and the first settlement result to generate a third settlement result corresponding to the target embankment.
图1示出了根据本发明实施例的拓宽路堤差异沉降的监测处理方法、装置、设备、存储介质和程序产品的应用场景图。FIG1 shows an application scenario diagram of a method, device, equipment, storage medium, and program product for monitoring and processing differential settlement of a widened embankment according to an embodiment of the present invention.
如图1所示,根据该实施例的应用场景可以包括第一终端设备101、第二终端设备102、第三终端设备103、网络104和服务器105。网络104用以在第一终端设备101、第二终端设备102、第三终端设备103、服务器105和监测设备106之间提供通信链路的介质。网络104可以包括各种连接类型,例如有线、无线通信链路或者光纤电缆等等。As shown in Fig. 1, the application scenario according to this embodiment may include a first terminal device 101, a second terminal device 102, a third terminal device 103, a network 104, and a server 105. The network 104 is used to provide a medium for a communication link between the first terminal device 101, the second terminal device 102, the third terminal device 103, the server 105, and the monitoring device 106. The network 104 may include various connection types, such as wired, wireless communication links, or optical fiber cables, etc.
监测设备106用于对拓宽路堤进行监测,生成监测数据。监测设备106可以包括卫星监测设备和地面监测设备。卫星监测设备包括但不限于合成孔径雷达(SAR)卫星、全球定位系统(GPS)和气象监测设备。地面监测设备包括但不限于全球导航卫星系统(GNSS)、激光测距仪和水准仪。监测设备106与服务器105之间可以通过网络104进行连接。The monitoring device 106 is used to monitor the widened embankment and generate monitoring data. The monitoring device 106 may include satellite monitoring equipment and ground monitoring equipment. The satellite monitoring equipment includes but is not limited to synthetic aperture radar (SAR) satellites, global positioning systems (GPS) and meteorological monitoring equipment. The ground monitoring equipment includes but is not limited to global navigation satellite systems (GNSS), laser rangefinders and levels. The monitoring device 106 and the server 105 can be connected via the network 104.
用户可以使用第一终端设备101、第二终端设备102、第三终端设备103中的至少一个通过网络104与服务器105交互,以接收或发送消息等。第一终端设备101、第二终端设备102、第三终端设备103上可以安装有各种通讯客户端应用,例如购物类应用、网页浏览器应用、搜索类应用、即时通信工具、邮箱客户端、社交平台软件等(仅为示例)。The user may use at least one of the first terminal device 101, the second terminal device 102, and the third terminal device 103 to interact with the server 105 through the network 104 to receive or send messages, etc. Various communication client applications may be installed on the first terminal device 101, the second terminal device 102, and the third terminal device 103, such as shopping applications, web browser applications, search applications, instant messaging tools, email clients, social platform software, etc. (only for example).
第一终端设备101、第二终端设备102、第三终端设备103可以是具有显示屏并且支持网页浏览的各种电子设备,包括但不限于智能手机、平板电脑、膝上型便携计算机和台式计算机等等。The first terminal device 101, the second terminal device 102, and the third terminal device 103 may be various electronic devices having display screens and supporting web browsing, including but not limited to smart phones, tablet computers, laptop computers, desktop computers, and the like.
服务器105可以是提供各种服务的服务器,例如对用户利用第一终端设备101、第二终端设备102、第三终端设备103所浏览的网站提供支持的后台管理服务器(仅为示例)。后台管理服务器可以对接收到的用户请求等数据进行分析等处理,并将处理结果(例如根据用户请求获取或生成的网页、信息、或数据等)反馈给终端设备。The server 105 may be a server that provides various services, such as a background management server (only as an example) that provides support for websites browsed by users using the first terminal device 101, the second terminal device 102, and the third terminal device 103. The background management server may analyze and process the received data such as user requests, and feed back the processing results (such as web pages, information, or data obtained or generated according to user requests) to the terminal device.
需要说明的是,本发明实施例所提供的拓宽路堤差异沉降的监测处理方法一般可以由服务器105执行。相应地,本发明实施例所提供的拓宽路堤差异沉降的监测处理装置一般可以设置于服务器105中。本发明实施例所提供的拓宽路堤差异沉降的监测处理方法也可以由不同于服务器105且能够与第一终端设备101、第二终端设备102、第三终端设备103和/或服务器105通信的服务器或服务器集群执行。相应地,本发明实施例所提供的拓宽路堤差异沉降的监测处理装置也可以设置于不同于服务器105且能够与第一终端设备101、第二终端设备102、第三终端设备103和/或服务器105通信的服务器或服务器集群中。It should be noted that the monitoring and processing method for differential settlement of widened embankments provided in the embodiment of the present invention can generally be executed by the server 105. Accordingly, the monitoring and processing device for differential settlement of widened embankments provided in the embodiment of the present invention can generally be set in the server 105. The monitoring and processing method for differential settlement of widened embankments provided in the embodiment of the present invention can also be executed by a server or server cluster that is different from the server 105 and can communicate with the first terminal device 101, the second terminal device 102, the third terminal device 103 and/or the server 105. Accordingly, the monitoring and processing device for differential settlement of widened embankments provided in the embodiment of the present invention can also be set in a server or server cluster that is different from the server 105 and can communicate with the first terminal device 101, the second terminal device 102, the third terminal device 103 and/or the server 105.
应该理解,图1中的终端设备、网络、监测设备和服务器的数目仅仅是示意性的。根据实现需要,可以具有任意数目的终端设备、网络和服务器。It should be understood that the number of terminal devices, networks, monitoring devices and servers in Figure 1 is only illustrative. Any number of terminal devices, networks and servers may be provided according to implementation requirements.
图2示出了根据本发明实施例的拓宽路堤差异沉降的监测处理方法的流程图。FIG2 shows a flow chart of a method for monitoring and processing differential settlement of a widened embankment according to an embodiment of the present invention.
如图2所示,该实施例的拓宽路堤差异沉降的监测处理方法包括操作S210~操作S260。As shown in FIG. 2 , the monitoring and processing method for differential settlement of widened embankments of this embodiment includes operations S210 to S260 .
在操作S210,利用目标监测设备获取与目标路堤相对应的多个影像数据和测点数据,其中,目标监测设备包括第一监测设备和第二监测设备,测点数据表征与目标路堤相对应的横截面测点沉降数据。In operation S210, a plurality of image data and measuring point data corresponding to a target embankment are acquired using a target monitoring device, wherein the target monitoring device includes a first monitoring device and a second monitoring device, and the measuring point data represent settlement data of cross-sectional measuring points corresponding to the target embankment.
根据本发明的实施例,影像数据可以是通过第一监测设备所获取的雷达影像数据,第一监测设备可以是卫星监测设备。测点数据可以是通过第二监测设备所获取的与目标路堤相对应的地面点位数据,第二监测设备可以是地面监测设备。According to an embodiment of the present invention, the image data may be radar image data acquired by a first monitoring device, which may be a satellite monitoring device. The measurement point data may be ground point data corresponding to a target embankment acquired by a second monitoring device, which may be a ground monitoring device.
在操作S220,基于测点数据确定第一沉降结果。In operation S220, a first settlement result is determined based on the measurement point data.
根据本发明的实施例,测点数据可以是利用第二监测设备(例如水准仪)监测得到目标路堤截面监测点的沉降数据。第一沉降结果可以是通过对测点数据输入至沉降计算模型或利用相关差值算法所得到的目标路堤的截面监测点的沉降结果。According to an embodiment of the present invention, the measuring point data may be settlement data of a cross-section monitoring point of the target embankment obtained by monitoring using a second monitoring device (e.g., a level meter). The first settlement result may be a settlement result of a cross-section monitoring point of the target embankment obtained by inputting the measuring point data into a settlement calculation model or using a related difference algorithm.
在操作S230,基于预设处理规则对多个影像数据进行处理,生成初始干涉影像数据对。In operation S230 , the plurality of image data are processed based on a preset processing rule to generate an initial interference image data pair.
根据本发明的实施例,影像数据可以包括第一影像数据(主要影像数据)和第二影像数据(次要影像数据)。主要影像可以表征为在时间序列中被选定为参考的影像,其他影像与之进行配准和匹配,从而实现地表变化的监测。主要影像的选择通常考虑到地表情况稳定、云覆盖较少、观测质量较高等因素。次要影像是相对于主要影像而言的,用于与主要影像进行比较来监测地表的变化情况。次要影像需要与主要影像进行配准,使得两幅影像在地理坐标上对应,才能进行变化监测。主要影像和次要影像都是影像图像序列中的一部分,都用于地表变化的监测与分析。According to an embodiment of the present invention, image data may include first image data (primary image data) and second image data (secondary image data). The primary image may be characterized as an image selected as a reference in a time series, and other images are registered and matched with it to achieve monitoring of surface changes. The selection of the primary image usually takes into account factors such as stable surface conditions, less cloud cover, and high observation quality. The secondary image is relative to the primary image and is used to compare with the primary image to monitor changes in the surface. The secondary image needs to be registered with the primary image so that the two images correspond in geographic coordinates in order to monitor changes. Both the primary image and the secondary image are part of the image sequence and are used to monitor and analyze surface changes.
在操作S240,基于第一更新规则对初始干涉影像数据对进行更新,生成目标干涉影像数据对,其中,目标干涉影像数据对的相干性程度值大于初始干涉影像数据对的相干性程度值。In operation S240 , the initial interference image data pair is updated based on a first updating rule to generate a target interference image data pair, wherein a coherence degree value of the target interference image data pair is greater than a coherence degree value of the initial interference image data pair.
根据本发明的实施例,第一更新规则可以包括地形相位校正规则和相位解缠规则。地形相位可以表征地形对雷达波传播的影响所引起的相位变化。相位解缠可以用于从干涉相位中提取地面高程信息,相位解缠的方法可以包括最小费用流法、基于连通区域的相位解缠(Region Growing)和基于质量导向的相位解缠(Quality-Guided),具体方法在此不进行限定,以选择具有最小噪声敏感性的相位路径为准。目标干涉影像数据对可以表征通过对初始干涉影像数据对进行地形相位校正和相位解缠后的影像数据对。According to an embodiment of the present invention, the first update rule may include a terrain phase correction rule and a phase unwrapping rule. The terrain phase may characterize the phase change caused by the influence of the terrain on the propagation of radar waves. Phase unwrapping may be used to extract ground elevation information from the interference phase. Phase unwrapping methods may include minimum cost flow method, connected region-based phase unwrapping (Region Growing) and quality-guided phase unwrapping (Quality-Guided). The specific method is not limited here, and the phase path with the minimum noise sensitivity is selected. The target interference image data pair may characterize the image data pair after terrain phase correction and phase unwrapping are performed on the initial interference image data pair.
根据本发明的实施例,相干性可以用于衡量影像数据的重要指标,反映了两次采集的雷达波在地表反射时保持一致的程度。通过利用第一更新规则更新后的目标干涉影像数据对的相干性程度值,要大于初始干涉影像数据对的相干性程度值。According to an embodiment of the present invention, coherence can be used to measure an important indicator of image data, reflecting the degree to which the radar waves collected twice remain consistent when reflected on the surface. The coherence degree value of the target interference image data pair updated by using the first update rule is greater than the coherence degree value of the initial interference image data pair.
在操作S250,将目标干涉影像数据对输入至沉降监测模型,输出与目标路堤相对应的第二沉降结果。In operation S250, the target interference image data pair is input into a settlement monitoring model, and a second settlement result corresponding to the target embankment is output.
根据本发明的实施例,沉降监测模型可以用于监测目标路堤表面每个像素点的地表变形平均速率。在影像数据处理中,反演(Inversion)可以表征利用监测得到的影像数据推导地表或大气等目标的物理参数或特性的过程,通过反演可以获取地表的地形高程、地表覆盖类型、土壤湿度、植被生物量等信息,也可以用于推导大气中的水汽含量、温度等参数。According to an embodiment of the present invention, the settlement monitoring model can be used to monitor the average rate of surface deformation of each pixel point on the surface of the target embankment. In image data processing, inversion can represent the process of using the image data obtained from monitoring to derive the physical parameters or characteristics of targets such as the surface or atmosphere. Through inversion, information such as the terrain elevation, surface cover type, soil moisture, and vegetation biomass of the surface can be obtained, and it can also be used to derive parameters such as water vapor content and temperature in the atmosphere.
在一种可行的实施例中,通过影像数据中主要影像数据的获取时间、次要影像数据的获取时间、主次影像数据获取的时间间隔和目标干涉影像数据对相位变化,可以反演出与目标路堤相对应的第二沉降结果。In a feasible embodiment, the second settlement result corresponding to the target embankment can be inverted through the acquisition time of the main image data, the acquisition time of the secondary image data, the time interval between the acquisition of the main and secondary image data, and the phase change of the target interference image data in the image data.
在操作S260,基于第二更新规则和第一沉降结果对第二沉降结果进行更新,生成与目标路堤相对应的第三沉降结果。In operation S260, the second settlement result is updated based on the second update rule and the first settlement result to generate a third settlement result corresponding to the target embankment.
根据本发明的实施例,第二更新规则可以包括大气校正规则和地理编码规则。大气校正规则可以表征利用气象参数数据和大气延迟之间的关系,计算得到目标路堤表面每个像素点的大气延迟并进行校正的规则。地理编码规则可以表征将第二沉降结果从雷达坐标系下投影到标准坐标系(具有地理坐标,如经度和纬度的坐标系)的图像或数据集的过程下,最终获得标准坐标系下的形变结果的规则。第三沉降结果可以基于大气校正规则、地理编码规则和第一沉降结果对第二沉降结果进行更新生成得到。According to an embodiment of the present invention, the second update rule may include an atmospheric correction rule and a geocoding rule. The atmospheric correction rule may characterize a rule for calculating and correcting the atmospheric delay of each pixel on the surface of the target embankment by utilizing the relationship between meteorological parameter data and atmospheric delay. The geocoding rule may characterize a rule for finally obtaining a deformation result in a standard coordinate system in the process of projecting the second settlement result from a radar coordinate system to an image or data set in a standard coordinate system (a coordinate system with geographic coordinates, such as longitude and latitude). The third settlement result may be generated by updating the second settlement result based on the atmospheric correction rule, the geocoding rule and the first settlement result.
在一种可行的实施例中,确定第一沉降结果的方式可以包括:基于拓宽路堤断面的多个测点数据(例如路堤内部及路堤底部数据),对每组测点数据进行记录分析,统计每个截面的关键测点沉降数据;从而可采用反距离权重插值法或相关模型模拟来模拟得到整个目标路堤的测点数据,进而计算得到第一沉降结果。In a feasible embodiment, the method of determining the first settlement result may include: based on multiple measuring point data of the widened embankment section (such as data inside the embankment and at the bottom of the embankment), recording and analyzing each set of measuring point data, and counting the settlement data of key measuring points of each section; thereby, the inverse distance weighted interpolation method or related model simulation can be used to simulate the measuring point data of the entire target embankment, and then the first settlement result can be calculated.
在一种可行的实施例中,可以利用反距离权重插值法对测点数据进行计算,得到整个目标路堤的第一沉降结果,包括:首先对目标路堤的1、2、3、……、n多个监测点进行监测,记f1、f2、f3、……、fn为多个液压式静力水准仪串联实际监测点的沉降数据;利用插值法求得测点周围沉降点的沉降数据F1、F2、F3、……、Fn,目标路堤第一沉降结果Fj的计算方式具体如下公式(1)-(2)所示:In a feasible embodiment, the inverse distance weighted interpolation method can be used to calculate the measuring point data to obtain the first settlement result of the entire target embankment, including: firstly, monitoring multiple monitoring points 1, 2, 3, ..., n of the target embankment is performed, and f1 , f2 , f3 , ..., fn are the settlement data of the actual monitoring points connected in series by multiple hydraulic static levels; the settlement data F1 , F2 , F3 , ..., Fn of the settlement points around the measuring point are obtained by interpolation method. The calculation method of the first settlement result Fj of the target embankment is specifically shown in the following formulas (1)-(2):
(1); (1);
其中,wi为已知点i的权重,h为已知监测点距待求点周围沉降测点的距离值。Among them, w i is the weight of the known point i, and h is the distance between the known monitoring point and the settlement measuring points around the point to be determined.
(2); (2);
其中,j为待求周围沉降点位置;i为已知点周围沉降测点位置;Fj及fi代表对应沉降值。通过反距离权重插值法求出目标路堤不同高度内部截面监测点周围未知点沉降数据,进而模拟整个路堤拓宽沉降数据,再通过后处理软件,得出路堤拓宽内部沉降曲线关系,能够直观地观测出路堤拓宽差异沉降情况。Among them, j is the location of the settlement point around the unknown point to be calculated; i is the location of the settlement measurement point around the known point; Fj and fi represent the corresponding settlement values. The settlement data of the unknown points around the internal section monitoring points of the target embankment at different heights are obtained by the inverse distance weighted interpolation method, and then the settlement data of the entire embankment widening is simulated. Then, the relationship of the internal settlement curve of the embankment widening is obtained through post-processing software, which can intuitively observe the differential settlement of the embankment widening.
在一种可行的实施例中,通过第一监测设备(卫星监测设备)和第二监测设备(地面监测设备)对目标路堤进行综合监测,生成包括不同深度监测点和不同路堤表面监测点的沉降结果(第三沉降结果)之后,可以将第三沉降结果进行数据直观图展示,从而可得到目标路堤拓宽全截面沉降情况,可针对路堤拓宽实际情况设差异沉降阈值,例如拓宽路堤在一般路段上沉降不大于15cm,满足路堤的路拱横坡度增大值不大于0.5%或者差异沉降引起的纵坡变化不大于0.4%的要求。对于接近差异沉降阈值的沉降点进行预警。应该说明的是,差异沉降阈值可根据实际情况和具体工程进行设置,具体在此不进行限定。In a feasible embodiment, the target embankment is comprehensively monitored by the first monitoring device (satellite monitoring device) and the second monitoring device (ground monitoring device). After the settlement results (third settlement results) including different depth monitoring points and different embankment surface monitoring points are generated, the third settlement results can be displayed in a data intuitive graph, so that the settlement of the full cross-section of the target embankment widening can be obtained. The differential settlement threshold can be set according to the actual situation of the embankment widening. For example, the settlement of the widened embankment on the general road section is not more than 15cm, meeting the requirements that the increase in the transverse slope of the embankment is not more than 0.5% or the change in the longitudinal slope caused by the differential settlement is not more than 0.4%. Early warning is issued for settlement points close to the differential settlement threshold. It should be noted that the differential settlement threshold can be set according to the actual situation and specific project, and is not specifically limited here.
在一种可行的实施例中,通过地面监测设备对目标路堤进行监测,生成不同深度监测点截面沉降结果之后,可以基于监测点截面沉降结果生成拓宽路堤的该监测点路段的表面沉降估算结果;从而可以将表面沉降估算结果与第三沉降结果进行匹配,若两个沉降结果误差小于误差阈值(该误差阈值表征误差满足相应规范),可以进行数据结合,即在该路段断面的一定目标范围内(例如,拓宽路堤填土性质一致),可仅通过卫星监测设备得出拓宽路堤表面沉降数据,然后根据试试获取的表面沉降数据结合沉降检测模型,获取该目标范围内断面的沉降结果;进而实现利用某一目标范围内拓宽路堤截面沉降结果推断该目标范围附近路段的沉降结果,进一步提高了目标路堤差异沉降的监测效率和监测范围。根据本发明的实施例,通过多个目标监测设备对目标路堤进行全天候连续监测获得多时相影像数据和测点数据,并生成第一沉降结果和初始干涉影像数据对,从而基于第一更新规则对初始干涉影像数据对进行更新生成相干性程度值更高的目标干涉影像数据对,进而降低了干涉影像数据对数量的同时提高了干涉影像数据对的数据质量,降低了系统资源消耗,并利用精减后的目标干涉影像数据对和沉降预测模型得到第二沉降结果,进而利用第二更新规则和第一沉降结果对第二沉降结果进行进一步更新优化,最终得到第三沉降结果,由于第三沉降结果是基于不同监测设备多维度多时相的监测结果综合得到,提高了监测结果的准确性。In a feasible embodiment, after the target embankment is monitored by ground monitoring equipment and the settlement results of the cross-sections at monitoring points at different depths are generated, the surface settlement estimation results of the monitoring point section of the widened embankment can be generated based on the settlement results of the monitoring point section; thereby, the surface settlement estimation results can be matched with the third settlement results, and if the error between the two settlement results is less than an error threshold (the error threshold represents that the error meets the corresponding specification), the data can be combined, that is, within a certain target range of the cross-section of the section (for example, the fill properties of the widened embankment are consistent), the surface settlement data of the widened embankment can be obtained only by satellite monitoring equipment, and then the settlement results of the section within the target range are obtained based on the surface settlement data obtained by trial and error combined with the settlement detection model; thereby, the settlement results of the section within a certain target range can be inferred by using the settlement results of the widened embankment section within the target range, thereby further improving the monitoring efficiency and monitoring range of differential settlement of the target embankment. According to an embodiment of the present invention, a target embankment is continuously monitored around the clock by multiple target monitoring devices to obtain multi-temporal image data and measuring point data, and a first settlement result and an initial interference image data pair are generated, so that the initial interference image data pair is updated based on a first update rule to generate a target interference image data pair with a higher coherence degree value, thereby reducing the number of interference image data pairs while improving the data quality of the interference image data pairs, reducing system resource consumption, and using the streamlined target interference image data pairs and the settlement prediction model to obtain a second settlement result, and then using the second update rule and the first settlement result to further update and optimize the second settlement result, and finally obtain a third settlement result. Since the third settlement result is obtained based on the comprehensive monitoring results of multi-dimensional and multi-temporal of different monitoring devices, the accuracy of the monitoring results is improved.
根据本发明的实施例,基于第一更新规则对初始干涉影像数据对进行更新,生成目标干涉影像数据对,包括:获取与初始干涉影像数据对相对应的地距数据和基准数据,其中,地距数据表征目标路堤表面特征点与第一监测设备之间的距离数据,基准数据表征目标路堤表面特征点的高程数据;基于地距数据和基准数据确定初始干涉影像数据对的偏移值;以及基于偏移值和第一更新规则对初始干涉影像数据对进行更新,生成目标干涉影像数据对。According to an embodiment of the present invention, an initial interference image data pair is updated based on a first updating rule to generate a target interference image data pair, including: acquiring ground distance data and reference data corresponding to the initial interference image data pair, wherein the ground distance data represents distance data between a target embankment surface feature point and a first monitoring device, and the reference data represents elevation data of the target embankment surface feature point; determining an offset value of the initial interference image data pair based on the ground distance data and the reference data; and updating the initial interference image data pair based on the offset value and the first updating rule to generate a target interference image data pair.
根据本发明的实施例,第一更新规则可以包括地形相位校正规则和相位解缠规则。在影像数据中地形相位可以表征为雷达波在地形起伏变化时所引起的相位模糊或相位偏移,因此需要进行地形相位校正。由于相位数据受到多个因素的影响(如地形起伏、大气干扰等),相位数据通常在[-π, π]范围内循环,这导致了相位缠绕,相位解缠即是将这些相位数据从循环范围内解缠到连续的相位表面。According to an embodiment of the present invention, the first update rule may include a terrain phase correction rule and a phase unwrapping rule. In the image data, the terrain phase can be characterized as the phase ambiguity or phase offset caused by the radar wave when the terrain undulation changes, so terrain phase correction is required. Since the phase data is affected by multiple factors (such as terrain undulation, atmospheric interference, etc.), the phase data usually circulates in the range of [-π, π], which leads to phase entanglement. Phase unwrapping is to unwrap these phase data from the cyclic range to a continuous phase surface.
地距数据可以表征地面目标(例如路堤拓宽表面上A点)与卫星监测设备之间的几何距离。基准数据可以表征地面高程的参考信息,可以将基准图的高程信息映射到影像数据上。The ground distance data can represent the geometric distance between the ground target (such as point A on the embankment widening surface) and the satellite monitoring equipment. The benchmark data can represent the reference information of the ground elevation, and the elevation information of the benchmark map can be mapped to the image data.
图3示出了根据本发明实施例的地形校正方式示意图。FIG. 3 is a schematic diagram showing a terrain correction method according to an embodiment of the present invention.
如图3所示,卫星监测设备(雷达)分别位于S1,S2点,雷达S1处飞行高度为H,雷达S1与雷达S2基线距离为B,目标路堤拓宽表面与边坡高低起伏,设路堤拓宽表面上A点相对于地面基准面高度为h。雷达S1到A点的斜距为R1,雷达S2至目标路堤拓宽表面上A点距离为斜距为R2。在正射投影图像中目标A点对应的像素点A0位置,由于地形高低起伏影响,在侧视雷达斜地转换时目标A点对应的像素点位置与C点相同,设雷达S1到点C的斜距为r1,则r1= R1,雷达S1正投影O点至A0、C点分别为LOA0、LOC,雷达S1监测A处入射角设为θ,基线水平角为ɑ。则可以计算斜距R1和斜距R2之间的斜距差δR、雷达的侧视角β以及雷达S1到A点的斜距R1,具体如下公式(3)-(5)所示:As shown in Figure 3, the satellite monitoring equipment (radar) is located at S 1 and S 2 respectively. The flight altitude of radar S 1 is H, the baseline distance between radar S 1 and radar S 2 is B, the target embankment widening surface and the slope are undulating, and the height of point A on the embankment widening surface relative to the ground reference plane is set to h. The slant distance from radar S 1 to point A is R 1 , and the slant distance from radar S 2 to point A on the target embankment widening surface is R 2. In the orthographic projection image, the pixel point A 0 corresponding to the target point A is the same as point C when the side-view radar is converted to the oblique ground due to the influence of the undulating terrain. Suppose the slant distance from radar S 1 to point C is r 1 , then r 1 = R 1 , the orthographic projection of radar S 1 from point O to point A 0 and point C are L OA0 and L OC respectively, the incident angle of radar S 1 monitoring point A is set to θ, and the baseline horizontal angle is ɑ. Then the slant range difference δR between the slant range R1 and the slant range R2 , the radar side angle β, and the slant range R1 from the radar S1 to point A can be calculated, as shown in the following formulas (3)-(5):
(3); (3);
(4); (4);
(5); (5);
在ΔS1S2A中,三角形余弦定理及各边关系可得雷达S1正投影O点至A0、C点的距离分别为LOA0、LOC,具体如下公式(6)-(8)所示:In ΔS 1 S 2 A, the cosine theorem of the triangle and the relationship between the sides show that the distances from the radar S 1 orthographic projection point O to points A 0 and C are L OA0 and L OC respectively, as shown in the following formulas (6)-(8):
(6); (6);
(7); (7);
(8); (8);
因考虑到δθ极小,相对于θ可忽略,则可以修正A点在地距图中的位置(地距数据)相对于基准图(基准数据)的影像偏移值∆L,∆L具体如下公式(9)所示:Considering that δθ is extremely small and can be ignored relative to θ, the image offset value ∆L of the position of point A in the ground distance map (ground distance data) relative to the reference map (reference data) can be corrected. ∆L is specifically shown in the following formula (9):
(9); (9);
进一步地,将目标拓宽路堤高程引起的斜距差δR转换成干涉相位模型,获得地形相位ψtop,具体如下公式(10)所示:Furthermore, the slope range difference δR caused by the elevation of the target widened embankment is converted into an interferometric phase model to obtain the terrain phase ψ top , as shown in the following formula (10):
(10); (10);
最后可以将卫星监测设备获得的数字高程模型数据进行斜地转换,将数字高程模型(DEM)数据从地球坐标系转换到斜地坐标系,消除或减少地球曲率和地形倾斜对地形的影响,代入ΔL,实现了基于高程信息的转换,校正地形相位的影响。Finally, the digital elevation model data obtained by the satellite monitoring equipment can be converted from the earth coordinate system to the oblique earth coordinate system to eliminate or reduce the influence of the earth's curvature and terrain tilt on the terrain. By substituting ΔL, the conversion based on elevation information is realized to correct the influence of terrain phase.
根据本发明的实施例,通过地形相位校正规则和相位解缠规则生成高相干性的目标干涉影像数据对,对于获取准确的干涉图和形变监测至关重要,可以提高数据的质量和可靠性,为后续的数据分析和应用提供更加可靠的基础。According to an embodiment of the present invention, generating a highly coherent target interference image data pair through terrain phase correction rules and phase unwrapping rules is crucial for obtaining accurate interference patterns and deformation monitoring, which can improve the quality and reliability of the data and provide a more reliable foundation for subsequent data analysis and application.
根据本发明的实施例,将目标干涉影像数据对输入至沉降监测模型,输出与目标路堤相对应的第二沉降结果,包括:基于预设筛选规则从目标干涉影像数据对中选取目标基线数据对;以及将目标基线数据对输入至沉降监测模型,生成与目标路堤相对应的第二沉降结果。According to an embodiment of the present invention, a target interference image data pair is input into a settlement monitoring model, and a second settlement result corresponding to a target embankment is output, including: selecting a target baseline data pair from the target interference image data pair based on preset screening rules; and inputting the target baseline data pair into the settlement monitoring model to generate a second settlement result corresponding to the target embankment.
根据本发明的实施例,基线数据可以表征两次观测之间的卫星监测设备位置的变化,空间基线的长度可以由卫星监测设备在两次监测期间的轨道位置和姿态变化确定。预设筛选规则可以是根据空间基线的长度来选择的规则,目标基线数据对可以是通过选择相邻时刻之间空间基线较短的基线组作为目标基线,进而可以通过影像数据中主要影像数据的获取时间tn、次要影像数据的获取时间tn-1、主次影像数据获取的时间间隔δt和目标干涉影像数据对相位变化δψ,可以反演出第二沉降结果,即目标路堤表面每个像素点的地表变形平均速率vn,具体如下公式(11)所示:According to an embodiment of the present invention, the baseline data can characterize the change in the position of the satellite monitoring device between two observations, and the length of the spatial baseline can be determined by the orbital position and attitude change of the satellite monitoring device during the two monitoring periods. The preset screening rule can be a rule selected according to the length of the spatial baseline, and the target baseline data pair can be selected by selecting a baseline group with a shorter spatial baseline between adjacent moments as the target baseline, and then the acquisition time tn of the main image data in the image data, the acquisition time tn -1 of the secondary image data, the time interval δt between the acquisition of the primary and secondary image data, and the phase change δψ of the target interferometric image data pair can be used to invert the second settlement result, that is, the average surface deformation rate vn of each pixel point on the surface of the target embankment, as shown in the following formula (11):
(11); (11);
其中,ψn为主要影像数据的地形相位,ψn-1为次要影像数据的地形相位。Wherein, ψ n is the terrain phase of the primary image data, and ψ n-1 is the terrain phase of the secondary image data.
根据本发明的实施例,通过选择相邻时刻之间空间基线较短的基线组作为目标基线来生成目标路堤表面每个像素点的地表变形平均速率,较短的空间基线意味着两次观测之间卫星的位置变化较小,这有助于减小大气和地形效应对干涉相位的影响。大气和地形效应是卫星监测中常见的误差来源,选择较短的基线可以减少这些误差,提高地表变形的测量精度。According to an embodiment of the present invention, by selecting a baseline group with shorter spatial baselines between adjacent moments as the target baseline to generate the average rate of surface deformation for each pixel point on the target embankment surface, a shorter spatial baseline means that the position change of the satellite between two observations is smaller, which helps to reduce the influence of atmospheric and terrain effects on the interferometric phase. Atmospheric and terrain effects are common sources of error in satellite monitoring. Selecting a shorter baseline can reduce these errors and improve the measurement accuracy of surface deformation.
根据本发明的实施例,第二更新规则包括大气校正规则和地理编码规则;其中,基于第二更新规则和第一沉降结果对第二沉降结果进行更新,生成与目标路堤相对应的第三沉降结果,包括:基于大气校正规则对第二沉降结果进行更新,生成大气校正沉降结果;基于地理编码规则将大气校正沉降结果映射至目标坐标系中,生成映射沉降结果;以及利用第一沉降结果对映射沉降结果进行更新,生成与目标路堤相对应的第三沉降结果。According to an embodiment of the present invention, the second update rule includes an atmospheric correction rule and a geocoding rule; wherein, the second settlement result is updated based on the second update rule and the first settlement result to generate a third settlement result corresponding to the target embankment, including: updating the second settlement result based on the atmospheric correction rule to generate an atmospheric corrected settlement result; mapping the atmospheric corrected settlement result to the target coordinate system based on the geocoding rule to generate a mapped settlement result; and updating the mapped settlement result using the first settlement result to generate a third settlement result corresponding to the target embankment.
根据本发明的实施例,考虑到卫星监测中存在大气延迟现象,大气延迟由对流层的反射、折射等作用产生,包括静力学延迟和湿延迟静力学延迟;静力学延迟主要受气压和温度影响,在空间上变化平稳,且随时间变化缓慢,呈现很好的周期性;湿延迟主要受水蒸气分压力和温度影响,因此需要对第二沉降结果进行大气校正,生成大气校正沉降结果。According to an embodiment of the present invention, taking into account the existence of atmospheric delay in satellite monitoring, the atmospheric delay is caused by reflection, refraction and other effects of the troposphere, including static delay and wet delay. Static delay; static delay is mainly affected by air pressure and temperature, changes smoothly in space, and changes slowly over time, showing good periodicity; wet delay is mainly affected by water vapor partial pressure and temperature, so it is necessary to perform atmospheric correction on the second deposition result to generate an atmospheric corrected deposition result.
在一种可行的实施例中,利用地理编码规则,将第二沉降结果从雷达坐标系下投影到WGS-84坐标系的图像或数据集下,从而获得WGS-84坐标系下的目标路堤差异沉降形变结果。In a feasible embodiment, the second settlement result is projected from the radar coordinate system to an image or data set of the WGS-84 coordinate system using geocoding rules, thereby obtaining the differential settlement deformation result of the target embankment in the WGS-84 coordinate system.
根据本发明的实施例,第二更新规则还包括滤波规则;其中,基于大气校正规则对第二沉降结果进行更新,生成大气校正沉降结果之前,包括:利用滤波规则对第二沉降结果进行滤波处理,生成第一滤波沉降结果和第二滤波沉降结果;以及将第一滤波沉降结果和第二滤波沉降结果进行合并,生成滤波后的第二沉降结果。According to an embodiment of the present invention, the second update rule also includes a filtering rule; wherein, before the second sedimentation result is updated based on the atmospheric correction rule and the atmospheric correction sedimentation result is generated, it includes: filtering the second sedimentation result using the filtering rule to generate a first filtered sedimentation result and a second filtered sedimentation result; and merging the first filtered sedimentation result and the second filtered sedimentation result to generate a filtered second sedimentation result.
根据本发明的实施例,滤波规则可以表征在卫星影像数据处理中,利用滤波器去除大气相位的规则,可以包括高通滤波规则和低通滤波规则。高通滤波可以减小影像数据中低频部分的影响,使得高频部分(如细节)更加突出;低通滤波可以保留影像数据中的低频部分,而抑制高频部分。在去除大气相位中,低通滤波可以帮助平滑图像,去除高频噪声和细节,突出低频大气影响。According to an embodiment of the present invention, the filtering rule can represent the rule of using a filter to remove the atmospheric phase in the satellite image data processing, which can include a high-pass filtering rule and a low-pass filtering rule. High-pass filtering can reduce the influence of the low-frequency part in the image data, making the high-frequency part (such as details) more prominent; low-pass filtering can retain the low-frequency part in the image data and suppress the high-frequency part. In removing the atmospheric phase, low-pass filtering can help smooth the image, remove high-frequency noise and details, and highlight the low-frequency atmospheric influence.
在一种可行的实施例中,通过滤波规则对第二沉降结果进行滤波处理的方法可以包括:利用低通滤波器对原始影像进行滤波,平滑影像,去除高频噪声和细节,保留低频大气影响,得到低通滤波后的影像;从而将低通滤波后的影像与原始影像相减,得到低频大气影响的近似影像(即第一滤波沉降结果);进而应用高通滤波器对低频影像进行高通滤波,突出影像中的高频部分,保留细节信息,得到高通滤波后的影像,并将原始影像与高通滤波后的影像相减,得到高频大气影响的近似影像(即第二滤波沉降结果);在此基础上,将低频和高频影像进行合并,得到去除大气相位影响的影像。In a feasible embodiment, the method of filtering the second sedimentation result through filtering rules may include: using a low-pass filter to filter the original image, smoothing the image, removing high-frequency noise and details, retaining low-frequency atmospheric effects, and obtaining a low-pass filtered image; thereby subtracting the low-pass filtered image from the original image to obtain an approximate image with low-frequency atmospheric effects (i.e., the first filtering sedimentation result); then applying a high-pass filter to perform high-pass filtering on the low-frequency image, highlighting the high-frequency part of the image, retaining detail information, and obtaining a high-pass filtered image, and subtracting the original image from the high-pass filtered image to obtain an approximate image with high-frequency atmospheric effects (i.e., the second filtering sedimentation result); on this basis, merging the low-frequency and high-frequency images to obtain an image with the atmospheric phase effects removed.
根据本发明的实施例,通过对第二沉降结果进行滤波处理,可以提高干涉测量的精度,增强拓宽路堤地表形变信号的监测能力,改善地表形变的空间分辨率,增强时间序列分析的可靠性,以及减小地表高程变化的影响,从而提高目标路堤差异沉降监测的准确性和可靠性。According to an embodiment of the present invention, by filtering the second settlement result, the accuracy of interferometric measurement can be improved, the monitoring capability of the surface deformation signal of the widened embankment can be enhanced, the spatial resolution of the surface deformation can be improved, the reliability of time series analysis can be enhanced, and the impact of surface elevation changes can be reduced, thereby improving the accuracy and reliability of differential settlement monitoring of the target embankment.
根据本发明的实施例,基于大气校正规则对第二沉降结果进行更新,生成大气校正沉降结果,包括:利用气象监测设备获取目标时间段内与目标路堤相对应的气象数据;基于气象数据和气象模拟模型生成与目标路堤相对应的大气延迟数据;以及基于大气延迟数据和大气校正规则对第二沉降结果进行更新,生成大气校正沉降结果。According to an embodiment of the present invention, the second settlement result is updated based on the atmospheric correction rules to generate an atmospheric corrected settlement result, including: using meteorological monitoring equipment to obtain meteorological data corresponding to the target embankment within the target time period; generating atmospheric delay data corresponding to the target embankment based on the meteorological data and the meteorological simulation model; and updating the second settlement result based on the atmospheric delay data and the atmospheric correction rules to generate an atmospheric corrected settlement result.
根据本发明的实施例,可以利用气象监测设备,例如气象雷达、气象卫星、空气质量监测设备、温度计、湿度计、气压计、降水计和风速计等,获取目标时间段内与目标路堤相对应的气象数据,气象数据可以包括气温数据、气压数据和湿度数据。利用气象模拟模型(例如Weather Research and Forecasting(WRF)模型),进而可以生成气象延迟数据,并利用大气延迟数据和大气校正规则对第二沉降结果进行更新优化,得到大气校正沉降结果。According to an embodiment of the present invention, meteorological monitoring equipment, such as meteorological radar, meteorological satellite, air quality monitoring equipment, thermometer, hygrometer, barometer, precipitation meter and anemometer, etc., can be used to obtain meteorological data corresponding to the target embankment in the target time period, and the meteorological data may include temperature data, air pressure data and humidity data. A meteorological simulation model (such as Weather Research and Forecasting (WRF) model) can be used to generate meteorological delay data, and the atmospheric delay data and atmospheric correction rules are used to update and optimize the second settlement result to obtain an atmospheric correction settlement result.
根据本发明的实施例,气象数据包括气温数据、气压数据和湿度数据;其中,基于气象数据和气象模拟模型生成与目标路堤相对应的大气延迟数据,包括:将目标时间内与目标路堤相对应的气温数据、气压数据和湿度数据输入至气象模拟模型,输出与气象数据对应的模拟结果;以及基于模拟结果,确定与目标路堤相对应的大气延迟数据。According to an embodiment of the present invention, meteorological data includes temperature data, air pressure data and humidity data; wherein, atmospheric delay data corresponding to the target embankment is generated based on the meteorological data and the meteorological simulation model, including: inputting the temperature data, air pressure data and humidity data corresponding to the target embankment within the target time into the meteorological simulation model, outputting the simulation results corresponding to the meteorological data; and determining the atmospheric delay data corresponding to the target embankment based on the simulation results.
根据本发明的实施例,利用Weather Research and Forecasting(WRF)模型,通过监测得到的气象数据,建立气象变量之间的数学关系,利用气象收集模块得到的气温、气压、温度等大气数据,模拟大气中的温度、湿度、气压、风场等数据在时间和空间上的变化,得到精细的大气场描述,利用WRF模拟结果,可以计算得到每个时刻和每个空间点处的大气延迟场,将WRF模拟结果中的大气延迟场与第二沉降结果进行配准,并进行空间插值,可以通过地理坐标转换和插值算法来实现,以确保两者在空间上的一致性和匹配性,进行第二沉降结果的大气校正,得到大气校正沉降结果。According to an embodiment of the present invention, a Weather Research and Forecasting (WRF) model is used to establish a mathematical relationship between meteorological variables through the meteorological data obtained by monitoring. The atmospheric data such as air temperature, air pressure, and temperature obtained by the meteorological collection module are used to simulate the changes in time and space of data such as temperature, humidity, air pressure, and wind field in the atmosphere to obtain a detailed description of the atmospheric field. The atmospheric delay field at each moment and each spatial point can be calculated using the WRF simulation results. The atmospheric delay field in the WRF simulation results is aligned with the second deposition result, and spatial interpolation is performed. This can be achieved through geographic coordinate conversion and interpolation algorithms to ensure the spatial consistency and matching of the two. Atmospheric correction of the second deposition result is performed to obtain an atmospheric corrected deposition result.
根据本发明的实施例,大气校正规则包括坐标转换规则和插值算法;其中,基于大气延迟数据和大气校正规则对第二沉降结果进行更新,生成大气校正沉降结果,包括:基于坐标转换规则,将大气延迟数据与第二沉降结果数据在目标坐标系中进行配准,生成配准结果;以及利用插值算法将配准结果进行插值处理,生成大气校正沉降结果。According to an embodiment of the present invention, the atmospheric correction rules include coordinate transformation rules and interpolation algorithms; wherein, the second sedimentation result is updated based on the atmospheric delay data and the atmospheric correction rules to generate an atmospheric correction sedimentation result, including: based on the coordinate transformation rules, the atmospheric delay data and the second sedimentation result data are aligned in the target coordinate system to generate an alignment result; and the alignment result is interpolated using an interpolation algorithm to generate an atmospheric correction sedimentation result.
根据本发明的实施例,为确保气象模拟模型输出的模拟结果和影像数据使用的地理坐标系一致,因此,可以利用坐标转换规则(例如栅格转换和投影坐标转换)将大气延迟数据与影像数据匹配在相同的空间网格上,生成配准结果;在此基础上,可以利用插值法(例如双线性插值、克里金插值、径向基函数插值(RBF)),将WRF模拟结果中的大气延迟数据与影像数据匹配在相同的空间网格上,进而生成大气校正沉降结果。According to an embodiment of the present invention, in order to ensure that the simulation results output by the meteorological simulation model are consistent with the geographic coordinate system used by the image data, the coordinate transformation rules (such as raster transformation and projection coordinate transformation) can be used to match the atmospheric delay data and the image data on the same spatial grid to generate a registration result; on this basis, the interpolation method (such as bilinear interpolation, Kriging interpolation, radial basis function interpolation (RBF)) can be used to match the atmospheric delay data in the WRF simulation results with the image data on the same spatial grid, thereby generating an atmospheric correction deposition result.
根据本发明的实施例,可以有效去除大气延迟对影像数据的影响,提高数据的空间分辨率,改善地表形变的解释和分析,并实现多源数据融合,从而更准确地获取拓宽路堤差异沉降结果。According to the embodiments of the present invention, the influence of atmospheric delay on image data can be effectively removed, the spatial resolution of data can be improved, the interpretation and analysis of surface deformation can be improved, and multi-source data fusion can be achieved, so as to more accurately obtain the differential settlement results of widened embankments.
根据本发明的实施例,基于预设处理规则对多个影像数据进行处理,生成初始干涉影像数据对,包括:从多个影像数据中选取第一影像数据和第二影像数据,其中,第一影像数据与第二影像数据在时间维度和空间维度匹配对齐;以及基于预设处理规则对第一影像数据和第二影像数据进行配对,生成初始干涉影像数据对。According to an embodiment of the present invention, multiple image data are processed based on preset processing rules to generate an initial interference image data pair, including: selecting first image data and second image data from the multiple image data, wherein the first image data and the second image data are matched and aligned in time dimension and space dimension; and pairing the first image data and the second image data based on the preset processing rules to generate an initial interference image data pair.
根据本发明的实施例,主要影像和次要影像之间存在时间上的关联,通过比较两者之间的差异,可以揭示地表的变化情况。主要影像是时间序列中的参考影像,用于配准和匹配其他影像;而次要影像则是相对于主要影像而言的,在获取时间上晚于主要影像。主要影像与次要影像之间的时间间隔,即两次雷达观测之间的最长时间间隔(最大时间基线)可以根据实际情况进行确定,在此不进行限定。预设处理规则可以包括配对处理规则。配对处理规则是对不同时间段获取的主要影像和次要影像进行配对,生成干涉影像数据对,进而根据不同时间基线的干涉影像数据对可以捕捉到不同时间段内目标路堤的地表变化。According to an embodiment of the present invention, there is a temporal correlation between the primary image and the secondary image, and by comparing the difference between the two, the changes in the ground surface can be revealed. The primary image is a reference image in a time series, which is used to align and match other images; while the secondary image is relative to the primary image and is acquired later than the primary image. The time interval between the primary image and the secondary image, that is, the longest time interval (maximum time baseline) between two radar observations can be determined according to actual conditions and is not limited here. The preset processing rules may include pairing processing rules. The pairing processing rules are to pair the primary image and the secondary image acquired in different time periods to generate interference image data pairs, and then the surface changes of the target embankment in different time periods can be captured according to the interference image data pairs with different time baselines.
在一种可行的实施例中,对第一影像数据和第二影像数据进行配对,生成初始干涉影像数据对的操作可以包括:在与主要影像具有合适时间基线的影像集中选择次要影像;并将次要影像与主要影像进行精确配准,确保两幅影像在空间和时间上对齐;从而通过相位解析方法(如多视差方法或频率域方法)来获取两幅影像之间的相位差异,生成干涉影像;对干涉影像进行滤波和相位解缠处理,以减少噪声和解缠相位;进而将经过滤波和相位解缠处理的干涉影像与主要影像进行组合,生成多个初始干涉影像数据对。In a feasible embodiment, the operation of pairing the first image data and the second image data to generate an initial interference image data pair may include: selecting a secondary image from an image set that has a suitable time baseline with the primary image; and accurately aligning the secondary image with the primary image to ensure that the two images are aligned in space and time; thereby obtaining the phase difference between the two images through a phase resolution method (such as a multi-parallax method or a frequency domain method) to generate an interference image; filtering and phase unwrapping the interference image to reduce noise and unwrap the phase; and then combining the filtered and phase unwrapped interference image with the primary image to generate multiple initial interference image data pairs.
图4示出了根据本发明实施例的第二监测设备示意图,其中,图(a)示出了第二监测设备整体示意图,图(b)示出了连通管示意图。FIG4 shows a schematic diagram of a second monitoring device according to an embodiment of the present invention, wherein FIG4 (a) shows an overall schematic diagram of the second monitoring device, and FIG4 (b) shows a schematic diagram of a connecting pipe.
如图4中图(a)所示,利用连通管410对多个第二监测设备,例如液压式静力水准仪420进行串联,并连接至储液罐430,气象监测设备440可以用于获取目标路堤的气象数据。如图4中(b)图所示,连通管410包括液管411、气管412及线管413,图4中(b)图为(a)图中410的局部放大图;多个液压式静力水准仪420监测点安装设置流程可以包括:沿着目标路堤区间段,在拓宽路堤修坡成阶梯状时,可以往路堤内部钻孔,液压式静力水准仪420调试好后埋置于原始路堤451内部,新建路堤452保持同一平面放置液压式静力水准仪420进行埋置,选取第一个液压式静力水准仪421为基准点,安置于拓宽路堤外侧防护箱,每个液压式静力水准仪420通过液管411、气管412及线管413相连后与储液罐430连通,监测时液压式静力水准仪420相对基点高程发生变化引起液体在此过程中压力变化,液压式静力水准仪420将此变化转为电信号提供沉降监测点的测点数据,并利用数据采集组件460对测点数据进行数据存储、发送和后续处理。供电组件470可以利用太阳能充电板进行自主供电,太阳能充电板可以设置与拓宽路堤外侧,储存电能供设备进行使用。应该说明的是,影像数据和测点数据的监测时间具有一致性,可以通过全球定位系统时间同步来实现时间标定。As shown in Figure 4 (a), a plurality of second monitoring devices, such as a hydraulic static level 420, are connected in series by a connecting pipe 410 and connected to a liquid storage tank 430. A meteorological monitoring device 440 can be used to obtain meteorological data of the target embankment. As shown in Figure 4 (b), the connecting pipe 410 includes a liquid pipe 411, an air pipe 412 and a wire pipe 413. Figure 4 (b) is a partial enlarged view of 410 in Figure (a); the installation and setting process of multiple hydraulic static levels 420 monitoring points may include: along the target embankment section, when widening the embankment and slope repairing it into a stepped shape, a hole can be drilled into the embankment. After the hydraulic static level 420 is debugged, it is buried in the original embankment 451. The newly built embankment 452 is placed on the same plane and the hydraulic static level 420 is buried. The first hydraulic static level 421 is taken as the reference point and placed in the protection box outside the widened embankment. Each hydraulic static level 420 is connected to the liquid storage tank 430 through the liquid pipe 411, the air pipe 412 and the wire pipe 413. During monitoring, the elevation of the hydraulic static level 420 relative to the base point changes, causing the pressure of the liquid to change in the process. The hydraulic static level 420 converts this change into an electrical signal to provide the measurement point data of the settlement monitoring point, and uses the data acquisition component 460 to store, send and subsequently process the measurement point data. The power supply component 470 can use a solar charging panel for autonomous power supply. The solar charging panel can be set on the outside of the widened embankment to store electrical energy for use by the equipment. It should be noted that the monitoring time of the image data and the measurement point data is consistent, and time calibration can be achieved through global positioning system time synchronization.
基于上述拓宽路堤差异沉降的监测处理方法,本发明还提供了一种拓宽路堤差异沉降的监测处理装置。以下将结合图5对该装置进行详细描述。Based on the above-mentioned monitoring and processing method for differential settlement of widened embankments, the present invention further provides a monitoring and processing device for differential settlement of widened embankments. The device will be described in detail below in conjunction with FIG.
图5示出了根据本发明实施例的拓宽路堤差异沉降的监测处理装置的结构框图。FIG5 shows a structural block diagram of a monitoring and processing device for differential settlement of a widened embankment according to an embodiment of the present invention.
如图5所示,该实施例的拓宽路堤差异沉降的监测处理装置包括数据获取模块510、第一沉降结果确定模块520、初始干涉影像数据对生成模块530、目标干涉影像数据对生成模块540、第二沉降结果输出模块550和第三沉降结果生成模块560。As shown in Figure 5, the monitoring and processing device for differential settlement of widened embankments in this embodiment includes a data acquisition module 510, a first settlement result determination module 520, an initial interference image data pair generation module 530, a target interference image data pair generation module 540, a second settlement result output module 550 and a third settlement result generation module 560.
数据获取模块510,用于利用目标监测设备获取与目标路堤相对应的多个影像数据和测点数据,其中,目标监测设备包括第一监测设备和第二监测设备,测点数据表征与目标路堤相对应的横截面测点沉降数据。在一实施例中,数据获取模块510可以用于执行前文描述的操作S210,在此不再赘述。The data acquisition module 510 is used to acquire a plurality of image data and measurement point data corresponding to the target embankment using the target monitoring device, wherein the target monitoring device includes a first monitoring device and a second monitoring device, and the measurement point data represents the settlement data of the cross-sectional measurement points corresponding to the target embankment. In one embodiment, the data acquisition module 510 can be used to perform the operation S210 described above, which will not be described in detail here.
第一沉降结果确定模块520,用于基于测点数据确定第一沉降结果。在一实施例中,第一沉降结果确定模块520可以用于执行前文描述的操作S220,在此不再赘述。The first settlement result determination module 520 is used to determine the first settlement result based on the measurement point data. In one embodiment, the first settlement result determination module 520 can be used to perform the operation S220 described above, which will not be described in detail here.
初始干涉影像数据对生成模块530,用于基于预设处理规则对多个影像数据进行处理,生成初始干涉影像数据对。在一实施例中,初始干涉影像数据对生成模块530可以用于执行前文描述的操作S230,在此不再赘述。The initial interference image data pair generation module 530 is used to process the multiple image data based on the preset processing rules to generate the initial interference image data pair. In one embodiment, the initial interference image data pair generation module 530 can be used to perform the operation S230 described above, which will not be described in detail here.
目标干涉影像数据对生成模块540,用于基于第一更新规则对初始干涉影像数据对进行更新,生成目标干涉影像数据对,其中,目标干涉影像数据对的相干性程度值大于初始干涉影像数据对的相干性程度值。在一实施例中,目标干涉影像数据对生成模块540可以用于执行前文描述的操作S240,在此不再赘述。The target interference image data pair generation module 540 is used to update the initial interference image data pair based on the first update rule to generate a target interference image data pair, wherein the coherence degree value of the target interference image data pair is greater than the coherence degree value of the initial interference image data pair. In one embodiment, the target interference image data pair generation module 540 can be used to perform the operation S240 described above, which will not be repeated here.
第二沉降结果输出模块550,用于将目标干涉影像数据对输入至沉降监测模型,输出与目标路堤相对应的第二沉降结果。在一实施例中,第二沉降结果输出模块550可以用于执行前文描述的操作S250,在此不再赘述。The second settlement result output module 550 is used to input the target interference image data pair into the settlement monitoring model and output the second settlement result corresponding to the target embankment. In one embodiment, the second settlement result output module 550 can be used to perform the operation S250 described above, which will not be repeated here.
第三沉降结果生成模块560,用于基于第二更新规则和第一沉降结果对第二沉降结果进行更新,生成与目标路堤相对应的第三沉降结果。在一实施例中,第三沉降结果生成模块560可以用于执行前文描述的操作S260,在此不再赘述。The third settlement result generating module 560 is used to update the second settlement result based on the second updating rule and the first settlement result to generate a third settlement result corresponding to the target embankment. In one embodiment, the third settlement result generating module 560 can be used to perform the operation S260 described above, which will not be described in detail here.
根据本发明的实施例,通过拓宽路堤差异沉降的监测处理装置中的数据获取模块510、第一沉降结果确定模块520、初始干涉影像数据对生成模块530、目标干涉影像数据对生成模块540、第二沉降结果输出模块550和第三沉降结果生成模块560,通过地面监测设备和卫星监测设备对拓宽路堤进行全天候全路段连续监测获得多时相影像数据和全区段测点数据,并生成第一沉降结果和初始干涉影像数据对,从而基于第一更新规则对初始干涉影像数据对进行更新生成相干性程度值更高的目标干涉影像数据对,进而降低了干涉影像数据对的数据数量,同时提高了干涉影像数据对的数据质量,降低了系统资源的消耗,并利用精减后的目标干涉影像数据对和沉降预测模型得到第二沉降结果,进而可以利用第二更新规则和第一沉降结果对第二沉降结果进行进一步更新优化,最终得到第三沉降结果,由于第三沉降结果是基于多种监测设备对拓宽路堤的截面和表面的监测点进行综合监测得到,丰富了路堤沉降的监测维度和监测方式,进一步提高了监测结果的准确性。According to an embodiment of the present invention, through the data acquisition module 510, the first settlement result determination module 520, the initial interference image data pair generation module 530, the target interference image data pair generation module 540, the second settlement result output module 550 and the third settlement result generation module 560 in the monitoring and processing device for the differential settlement of the widened embankment, the widened embankment is continuously monitored in all weather and all sections through ground monitoring equipment and satellite monitoring equipment to obtain multi-phase image data and full-section measurement point data, and generate the first settlement result and the initial interference image data pair, so as to update the initial interference image data pair based on the first update rule to generate the coherence process. The target interference image data pairs with higher precision values are obtained, thereby reducing the data quantity of the interference image data pairs, while improving the data quality of the interference image data pairs, reducing the consumption of system resources, and using the refined target interference image data pairs and the settlement prediction model to obtain the second settlement result, and then the second settlement result can be further updated and optimized using the second updating rule and the first settlement result, and finally the third settlement result is obtained. Since the third settlement result is obtained based on comprehensive monitoring of the cross-section and surface monitoring points of the widened embankment by multiple monitoring equipment, it enriches the monitoring dimensions and monitoring methods of embankment settlement, and further improves the accuracy of the monitoring results.
根据本发明的实施例,目标干涉影像数据对生成模块包括:数据获取子模块、偏移值确定子模块和目标干涉影像数据对生成子模块。According to an embodiment of the present invention, the target interference image data pair generation module includes: a data acquisition submodule, an offset value determination submodule and a target interference image data pair generation submodule.
数据获取子模块,用于获取与初始干涉影像数据对相对应的地距数据和基准数据,其中,地距数据表征目标路堤表面特征点与第一监测设备之间的距离数据,基准数据表征目标路堤表面特征点的高程数据。The data acquisition submodule is used to acquire ground distance data and reference data corresponding to the initial interference image data pair, wherein the ground distance data represents the distance data between the target embankment surface feature point and the first monitoring device, and the reference data represents the elevation data of the target embankment surface feature point.
偏移值确定子模块,用于基于地距数据和基准数据确定初始干涉影像数据对的偏移值。The offset value determination submodule is used to determine the offset value of the initial interference image data pair based on the ground distance data and the reference data.
目标干涉影像数据对生成子模块,用于基于偏移值和第一更新规则对初始干涉影像数据对进行更新,生成目标干涉影像数据对。The target interference image data pair generation submodule is used to update the initial interference image data pair based on the offset value and the first update rule to generate a target interference image data pair.
根据本发明的实施例,第二沉降结果输出模块包括:目标基线数据对选取子模块和第二沉降结果生成子模块。According to an embodiment of the present invention, the second settlement result output module includes: a target baseline data pair selection submodule and a second settlement result generation submodule.
目标基线数据对选取子模块,用于基于预设筛选规则从目标干涉影像数据对中选取目标基线数据对。The target baseline data pair selection submodule is used to select a target baseline data pair from the target interference image data pair based on a preset screening rule.
第二沉降结果生成子模块,用于将目标基线数据对输入至沉降监测模型,生成与目标路堤相对应的第二沉降结果。The second settlement result generating submodule is used to input the target baseline data pair into the settlement monitoring model to generate a second settlement result corresponding to the target embankment.
根据本发明的实施例,第二更新规则包括大气校正规则和地理编码规则;其中,第三沉降结果生成模块包括:大气校正沉降结果生成子模块、映射沉降结果生成子模块和第三沉降结果生成子模块。According to an embodiment of the present invention, the second update rule includes an atmospheric correction rule and a geocoding rule; wherein the third settlement result generation module includes: an atmospheric correction settlement result generation submodule, a mapping settlement result generation submodule and a third settlement result generation submodule.
大气校正沉降结果生成子模块,用于基于大气校正规则对第二沉降结果进行更新,生成大气校正沉降结果。The atmospheric correction precipitation result generation submodule is used to update the second precipitation result based on the atmospheric correction rule to generate the atmospheric correction precipitation result.
映射沉降结果生成子模块,用于基于地理编码规则将大气校正沉降结果映射至目标坐标系中,生成映射沉降结果。The mapping sedimentation result generation submodule is used to map the atmospheric correction sedimentation results to the target coordinate system based on the geocoding rules to generate the mapping sedimentation results.
第三沉降结果生成子模块,用于利用第一沉降结果对映射沉降结果进行更新,生成与目标路堤相对应的第三沉降结果。The third settlement result generating submodule is used to update the mapped settlement result using the first settlement result to generate a third settlement result corresponding to the target embankment.
根据本发明的实施例,第二更新规则还包括滤波规则;第三沉降结果生成模块还包括:波沉降结果生成子模块和第二沉降结果生成子模块。According to an embodiment of the present invention, the second updating rule further includes a filtering rule; the third settlement result generating module further includes: a wave settlement result generating submodule and a second settlement result generating submodule.
波沉降结果生成子模块,用于基于大气校正规则对第二沉降结果进行更新,生成大气校正沉降结果之前,利用滤波规则对第二沉降结果进行滤波处理,生成第一滤波沉降结果和第二滤波沉降结果。The wave sedimentation result generation submodule is used to update the second sedimentation result based on the atmospheric correction rule. Before generating the atmospheric correction sedimentation result, the second sedimentation result is filtered using the filtering rule to generate the first filtered sedimentation result and the second filtered sedimentation result.
第二沉降结果生成子模块,用于基于大气校正规则对第二沉降结果进行更新,生成大气校正沉降结果之前,将第一滤波沉降结果和第二滤波沉降结果进行合并,生成滤波后的第二沉降结果。The second sedimentation result generating submodule is used to update the second sedimentation result based on the atmospheric correction rule, and before generating the atmospheric correction sedimentation result, merge the first filtered sedimentation result and the second filtered sedimentation result to generate a filtered second sedimentation result.
根据本发明的实施例,大气校正沉降结果生成子模块包括:气象数据获取单元、大气延迟数据生成单元和大气校正沉降结果生成单元。According to an embodiment of the present invention, the atmospheric correction precipitation result generation submodule includes: a meteorological data acquisition unit, an atmospheric delay data generation unit and an atmospheric correction precipitation result generation unit.
气象数据获取单元,用于利用气象监测设备获取目标时间段内与目标路堤相对应的气象数据。The meteorological data acquisition unit is used to acquire meteorological data corresponding to the target embankment within the target time period using meteorological monitoring equipment.
大气延迟数据生成单元,用于基于气象数据和气象模拟模型生成与目标路堤相对应的大气延迟数据。The atmospheric delay data generating unit is used to generate atmospheric delay data corresponding to the target embankment based on the meteorological data and the meteorological simulation model.
大气校正沉降结果生成单元,用于基于大气延迟数据和大气校正规则对第二沉降结果进行更新,生成大气校正沉降结果。The atmospheric correction sedimentation result generating unit is used to update the second sedimentation result based on the atmospheric delay data and the atmospheric correction rule to generate the atmospheric correction sedimentation result.
根据本发明的实施例,气象数据包括气温数据、气压数据和湿度数据;其中,大气延迟数据生成单元包括:模拟结果输出子单元和大气延迟数据确定子单元。According to an embodiment of the present invention, the meteorological data includes temperature data, air pressure data and humidity data; wherein the atmospheric delay data generating unit includes: a simulation result output subunit and an atmospheric delay data determining subunit.
模拟结果输出子单元,用于将目标时间内与目标路堤相对应的气温数据、气压数据和湿度数据输入至气象模拟模型,输出与气象数据对应的模拟结果。The simulation result output subunit is used to input the temperature data, air pressure data and humidity data corresponding to the target embankment within the target time into the meteorological simulation model, and output the simulation results corresponding to the meteorological data.
大气延迟数据确定子单元,用于基于模拟结果,确定与目标路堤相对应的大气延迟数据。The atmospheric delay data determination subunit is used to determine the atmospheric delay data corresponding to the target embankment based on the simulation results.
根据本发明的实施例,大气校正规则包括坐标转换规则和插值算法;其中,基于大气延迟数据和大气校正规则对第二沉降结果进行更新,生成大气校正沉降结果,包括:According to an embodiment of the present invention, the atmospheric correction rule includes a coordinate conversion rule and an interpolation algorithm; wherein, the second sedimentation result is updated based on the atmospheric delay data and the atmospheric correction rule to generate the atmospheric correction sedimentation result, including:
基于坐标转换规则,将大气延迟数据与第二沉降结果数据在目标坐标系中进行配准,生成配准结果;以及Based on the coordinate conversion rule, aligning the atmospheric delay data with the second sedimentation result data in the target coordinate system to generate an alignment result; and
利用插值算法将配准结果进行插值处理,生成大气校正沉降结果。The registration results are interpolated using the interpolation algorithm to generate atmospheric correction precipitation results.
根据本发明的实施例,初始干涉影像数据对生成模块包括:影像数据选取子模块和初始干涉影像数据对生成子模块。According to an embodiment of the present invention, the initial interference image data pair generation module includes: an image data selection submodule and an initial interference image data pair generation submodule.
影像数据选取子模块,用于从多个影像数据中选取第一影像数据和第二影像数据,其中,第一影像数据与第二影像数据在时间维度和空间维度匹配对齐。The image data selection submodule is used to select first image data and second image data from a plurality of image data, wherein the first image data and the second image data are matched and aligned in a time dimension and a space dimension.
初始干涉影像数据对生成子模块,用于基于预设处理规则对第一影像数据和第二影像数据进行配对,生成初始干涉影像数据对。The initial interference image data pair generation submodule is used to pair the first image data and the second image data based on a preset processing rule to generate an initial interference image data pair.
根据本发明的实施例,数据获取模块510、第一沉降结果确定模块520、初始干涉影像数据对生成模块530、目标干涉影像数据对生成模块540、第二沉降结果输出模块550和第三沉降结果生成模块560中的任意多个模块可以合并在一个模块中实现,或者其中的任意一个模块可以被拆分成多个模块。或者,这些模块中的一个或多个模块的至少部分功能可以与其他模块的至少部分功能相结合,并在一个模块中实现。根据本发明的实施例,数据获取模块510、第一沉降结果确定模块520、初始干涉影像数据对生成模块530、目标干涉影像数据对生成模块540、第二沉降结果输出模块550和第三沉降结果生成模块560中的至少一个可以至少被部分地实现为硬件电路,例如现场可编程门阵列(FPGA)、可编程逻辑阵列(PLA)、片上系统、基板上的系统、封装上的系统、专用集成电路(ASIC),或可以通过对电路进行集成或封装的任何其他的合理方式等硬件或固件来实现,或以软件、硬件以及固件三种实现方式中任意一种或以其中任意几种的适当组合来实现。或者,数据获取模块510、第一沉降结果确定模块520、初始干涉影像数据对生成模块530、目标干涉影像数据对生成模块540、第二沉降结果输出模块550和第三沉降结果生成模块560中的至少一个可以至少被部分地实现为计算机程序模块,当该计算机程序模块被运行时,可以执行相应的功能。According to an embodiment of the present invention, any multiple modules among the data acquisition module 510, the first settlement result determination module 520, the initial interference image data pair generation module 530, the target interference image data pair generation module 540, the second settlement result output module 550 and the third settlement result generation module 560 can be combined into one module for implementation, or any one of the modules can be split into multiple modules. Alternatively, at least part of the functions of one or more of these modules can be combined with at least part of the functions of other modules and implemented in one module. According to an embodiment of the present invention, at least one of the data acquisition module 510, the first sedimentation result determination module 520, the initial interference image data pair generation module 530, the target interference image data pair generation module 540, the second sedimentation result output module 550 and the third sedimentation result generation module 560 can be at least partially implemented as a hardware circuit, such as a field programmable gate array (FPGA), a programmable logic array (PLA), a system on a chip, a system on a substrate, a system on a package, an application-specific integrated circuit (ASIC), or can be implemented by hardware or firmware such as any other reasonable way of integrating or packaging the circuit, or by any one of the three implementation methods of software, hardware and firmware or by an appropriate combination of any of them. Alternatively, at least one of the data acquisition module 510, the first sedimentation result determination module 520, the initial interference image data pair generation module 530, the target interference image data pair generation module 540, the second sedimentation result output module 550 and the third sedimentation result generation module 560 can be at least partially implemented as a computer program module, and when the computer program module is run, the corresponding function can be performed.
图6示出了根据本发明实施例的适于实现拓宽路堤差异沉降的监测处理方法的电子设备的方框图。FIG6 shows a block diagram of an electronic device suitable for implementing a monitoring and processing method for differential settlement of a widened embankment according to an embodiment of the present invention.
如图6所示,根据本发明实施例的电子设备包括处理器601,其可以根据存储在只读存储器(ROM)602中的程序或者从存储部分608加载到随机访问存储器(RAM)603中的程序而执行各种适当的动作和处理。处理器601例如可以包括通用微处理器(例如CPU)、指令集处理器和/或相关芯片组和/或专用微处理器(例如,专用集成电路(ASIC))等等。处理器601还可以包括用于缓存用途的板载存储器。处理器601可以包括用于执行根据本发明实施例的方法流程的不同动作的单一处理单元或者是多个处理单元。As shown in Figure 6, the electronic device according to an embodiment of the present invention includes a processor 601, which can perform various appropriate actions and processes according to a program stored in a read-only memory (ROM) 602 or a program loaded from a storage part 608 to a random access memory (RAM) 603. The processor 601 may include, for example, a general-purpose microprocessor (e.g., a CPU), an instruction set processor and/or a related chipset and/or a dedicated microprocessor (e.g., an application-specific integrated circuit (ASIC)), etc. The processor 601 may also include an onboard memory for caching purposes. The processor 601 may include a single processing unit or multiple processing units for performing different actions of the method flow according to an embodiment of the present invention.
在RAM 603中,存储有电子设备600操作所需的各种程序和数据。处理器 601、ROM602以及RAM 603通过总线604彼此相连。处理器601通过执行ROM 602和/或RAM 603中的程序来执行根据本发明实施例的方法流程的各种操作。需要注意,所述程序也可以存储在除ROM 602和RAM 603以外的一个或多个存储器中。处理器601也可以通过执行存储在所述一个或多个存储器中的程序来执行根据本发明实施例的方法流程的各种操作。In RAM 603, various programs and data required for the operation of electronic device 600 are stored. Processor 601, ROM 602 and RAM 603 are connected to each other through bus 604. Processor 601 performs various operations of the method flow according to the embodiment of the present invention by executing the program in ROM 602 and/or RAM 603. It should be noted that the program can also be stored in one or more memories other than ROM 602 and RAM 603. Processor 601 can also perform various operations of the method flow according to the embodiment of the present invention by executing the program stored in the one or more memories.
根据本发明的实施例,电子设备600还可以包括输入/输出(I/O)接口605,输入/输出(I/O)接口605也连接至总线604。电子设备600还可以包括连接至输入/输出(I/O)接口605的以下部件中的一项或多项:包括键盘、鼠标等的输入部分606;包括诸如阴极射线管(CRT)、液晶显示器(LCD)等以及扬声器等的输出部分607;包括硬盘等的存储部分608;以及包括诸如LAN卡、调制解调器等的网络接口卡的通信部分609。通信部分609经由诸如因特网的网络执行通信处理。驱动器610也根据需要连接至输入/输出(I/O)接口605。可拆卸介质611,诸如磁盘、光盘、磁光盘、半导体存储器等等,根据需要安装在驱动器610上,以便于从其上读出的计算机程序根据需要被安装入存储部分608。According to an embodiment of the present invention, the electronic device 600 may further include an input/output (I/O) interface 605, which is also connected to the bus 604. The electronic device 600 may further include one or more of the following components connected to the input/output (I/O) interface 605: an input portion 606 including a keyboard, a mouse, etc.; an output portion 607 including a cathode ray tube (CRT), a liquid crystal display (LCD), etc., and a speaker, etc.; a storage portion 608 including a hard disk, etc.; and a communication portion 609 including a network interface card such as a LAN card, a modem, etc. The communication portion 609 performs communication processing via a network such as the Internet. A drive 610 is also connected to the input/output (I/O) interface 605 as needed. A removable medium 611, such as a magnetic disk, an optical disk, a magneto-optical disk, a semiconductor memory, etc., is installed on the drive 610 as needed, so that a computer program read therefrom is installed into the storage portion 608 as needed.
本发明还提供了一种计算机可读存储介质,该计算机可读存储介质可以是上述实施例中描述的设备/装置/系统中所包含的;也可以是单独存在,而未装配入该设备/装置/系统中。上述计算机可读存储介质承载有一个或者多个程序,当上述一个或者多个程序被执行时,实现根据本发明实施例的方法。The present invention also provides a computer-readable storage medium, which may be included in the device/apparatus/system described in the above embodiment; or may exist independently without being assembled into the device/apparatus/system. The above computer-readable storage medium carries one or more programs, and when the above one or more programs are executed, the method according to the embodiment of the present invention is implemented.
根据本发明的实施例,计算机可读存储介质可以是非易失性的计算机可读存储介质,例如可以包括但不限于:便携式计算机磁盘、硬盘、随机访问存储器(RAM)、只读存储器(ROM)、可擦式可编程只读存储器(EPROM或闪存)、便携式紧凑磁盘只读存储器(CD-ROM)、光存储器件、磁存储器件、或者上述的任意合适的组合。在本发明中,计算机可读存储介质可以是任何包含或存储程序的有形介质,该程序可以被指令执行系统、装置或者器件使用或者与其结合使用。例如,根据本发明的实施例,计算机可读存储介质可以包括上文描述的ROM 602和/或RAM 603和/或ROM 602和RAM 603以外的一个或多个存储器。According to an embodiment of the present invention, the computer-readable storage medium may be a non-volatile computer-readable storage medium, for example, it may include but is not limited to: a portable computer disk, a hard disk, a random access memory (RAM), a read-only memory (ROM), an erasable programmable read-only memory (EPROM or flash memory), a portable compact disk read-only memory (CD-ROM), an optical storage device, a magnetic storage device, or any suitable combination thereof. In the present invention, the computer-readable storage medium may be any tangible medium containing or storing a program, which may be used by or in combination with an instruction execution system, an apparatus or a device. For example, according to an embodiment of the present invention, the computer-readable storage medium may include the ROM 602 and/or RAM 603 described above and/or one or more memories other than ROM 602 and RAM 603.
本发明的实施例还包括一种计算机程序产品,其包括计算机程序,该计算机程序包含用于执行流程图所示的方法的程序代码。当计算机程序产品在计算机系统中运行时,该程序代码用于使计算机系统实现本发明实施例所提供的拓宽路堤差异沉降的监测处理方法。The embodiment of the present invention also includes a computer program product, which includes a computer program, and the computer program contains program code for executing the method shown in the flowchart. When the computer program product is run in a computer system, the program code is used to enable the computer system to implement the monitoring and processing method for differential settlement of widened embankments provided in the embodiment of the present invention.
在该计算机程序被处理器601执行时执行本发明实施例的系统/装置中限定的上述功能。根据本发明的实施例,上文描述的系统、装置、模块、单元等可以通过计算机程序模块来实现。The computer program executes the above functions defined in the system/device of the embodiment of the present invention when it is executed by the processor 601. According to the embodiment of the present invention, the system, device, module, unit, etc. described above can be implemented by a computer program module.
在一种实施例中,该计算机程序可以依托于光存储器件、磁存储器件等有形存储介质。在另一种实施例中,该计算机程序也可以在网络介质上以信号的形式进行传输、分发,并通过通信部分609被下载和安装,和/或从可拆卸介质611被安装。该计算机程序包含的程序代码可以用任何适当的网络介质传输,包括但不限于:无线、有线等等,或者上述的任意合适的组合。In one embodiment, the computer program may rely on tangible storage media such as optical storage devices, magnetic storage devices, etc. In another embodiment, the computer program may also be transmitted and distributed in the form of signals on a network medium, and downloaded and installed through the communication part 609, and/or installed from a removable medium 611. The program code contained in the computer program may be transmitted using any appropriate network medium, including but not limited to: wireless, wired, etc., or any suitable combination of the above.
在这样的实施例中,该计算机程序可以通过通信部分609从网络上被下载和安装,和/或从可拆卸介质611被安装。在该计算机程序被处理器601执行时,执行本发明实施例的系统中限定的上述功能。根据本发明的实施例,上文描述的系统、设备、装置、模块、单元等可以通过计算机程序模块来实现。In such an embodiment, the computer program can be downloaded and installed from the network through the communication part 609, and/or installed from the removable medium 611. When the computer program is executed by the processor 601, the above functions defined in the system of the embodiment of the present invention are performed. According to the embodiment of the present invention, the system, device, means, module, unit, etc. described above can be implemented by a computer program module.
根据本发明的实施例,可以以一种或多种程序设计语言的任意组合来编写用于执行本发明实施例提供的计算机程序的程序代码,具体地,可以利用高级过程和/或面向对象的编程语言、和/或汇编/机器语言来实施这些计算程序。程序设计语言包括但不限于诸如Java,C++,python,“C”语言或类似的程序设计语言。程序代码可以完全地在用户计算设备上执行、部分地在用户设备上执行、部分在远程计算设备上执行、或者完全在远程计算设备或服务器上执行。在涉及远程计算设备的情形中,远程计算设备可以通过任意种类的网络,包括局域网(LAN)或广域网(WAN),连接到用户计算设备,或者,可以连接到外部计算设备(例如利用因特网服务提供商来通过因特网连接)。According to an embodiment of the present invention, the program code for executing the computer program provided by the embodiment of the present invention can be written in any combination of one or more programming languages. Specifically, these computing programs can be implemented using high-level process and/or object-oriented programming languages, and/or assembly/machine languages. Programming languages include, but are not limited to, such as Java, C++, python, "C" language or similar programming languages. The program code can be executed entirely on the user computing device, partially on the user device, partially on the remote computing device, or entirely on the remote computing device or server. In the case of a remote computing device, the remote computing device can be connected to the user computing device through any type of network, including a local area network (LAN) or a wide area network (WAN), or can be connected to an external computing device (e.g., using an Internet service provider to connect through the Internet).
附图中的流程图和框图,图示了按照本发明各种实施例的系统、方法和计算机程序产品的可能实现的体系架构、功能和操作。在这点上,流程图或框图中的每个方框可以代表一个模块、程序段、或代码的一部分,上述模块、程序段、或代码的一部分包含一个或多个用于实现规定的逻辑功能的可执行指令。也应当注意,在有些作为替换的实现中,方框中所标注的功能也可以以不同于附图中所标注的顺序发生。例如,两个接连地表示的方框实际上可以基本并行地执行,它们有时也可以按相反的顺序执行,这依所涉及的功能而定。也要注意的是,框图或流程图中的每个方框、以及框图或流程图中的方框的组合,可以用执行规定的功能或操作的专用的基于硬件的系统来实现,或者可以用专用硬件与计算机指令的组合来实现。The flow chart and block diagram in the accompanying drawings illustrate the possible architecture, function and operation of the system, method and computer program product according to various embodiments of the present invention. In this regard, each box in the flow chart or block diagram can represent a module, a program segment, or a part of a code, and the above-mentioned module, program segment, or a part of a code contains one or more executable instructions for realizing the specified logical function. It should also be noted that in some alternative implementations, the functions marked in the box can also occur in a different order from the order marked in the accompanying drawings. For example, two boxes represented in succession can actually be executed substantially in parallel, and they can sometimes be executed in the opposite order, depending on the functions involved. It should also be noted that each box in the block diagram or flow chart, and the combination of the boxes in the block diagram or flow chart can be implemented with a dedicated hardware-based system that performs a specified function or operation, or can be implemented with a combination of dedicated hardware and computer instructions.
本领域技术人员可以理解,本发明的各个实施例和/或权利要求中记载的特征可以进行多种组合或/或结合,即使这样的组合或结合没有明确记载于本发明中。特别地,在不脱离本发明精神和教导的情况下,本发明的各个实施例和/或权利要求中记载的特征可以进行多种组合和/或结合。所有这些组合和/或结合均落入本发明的范围。It will be appreciated by those skilled in the art that the features described in the various embodiments and/or claims of the present invention may be combined and/or combined in various ways, even if such combinations and/or combinations are not explicitly described in the present invention. In particular, the features described in the various embodiments and/or claims of the present invention may be combined and/or combined in various ways without departing from the spirit and teachings of the present invention. All of these combinations and/or combinations fall within the scope of the present invention.
以上对本发明的实施例进行了描述。但是,这些实施例仅仅是为了说明的目的,而并非为了限制本发明的范围。尽管在以上分别描述了各实施例,但是这并不意味着各个实施例中的措施不能有利地结合使用。本发明的范围由所附权利要求及其等同物限定。不脱离本发明的范围,本领域技术人员可以做出多种替代和修改,这些替代和修改都应落在本发明的范围之内。The embodiments of the present invention are described above. However, these embodiments are only for the purpose of illustration, and are not intended to limit the scope of the present invention. Although the embodiments are described above, this does not mean that the measures in the various embodiments cannot be used in combination. The scope of the present invention is defined by the appended claims and their equivalents. Without departing from the scope of the present invention, those skilled in the art may make various substitutions and modifications, which should all fall within the scope of the present invention.
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