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Sumudu Herath
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Cited by
Year
A review of machine learning (ML) and explainable artificial intelligence (XAI) methods in additive manufacturing (3D Printing)
J Ukwaththa, S Herath, DPP Meddage
Materials Today Communications 41, 110294, 2024
1012024
Predicting bulk average velocity with rigid vegetation in open channels using tree-based machine learning: A novel approach using explainable artificial intelligence
DPP Meddage, IU Ekanayake, S Herath, R Gobirahavan, N Muttil, ...
Sensors 22 (12), 4398, 2022
402022
Topologically optimal design and failure prediction using conditional generative adversarial networks
S Herath, U Haputhanthri
International Journal for Numerical Methods in Engineering 122 (23), 6867-6887, 2021
292021
Computational modeling and data‐driven homogenization of knitted membranes
S Herath, X Xiao, F Cirak
International Journal for Numerical Methods in Engineering 123 (3), 683-704, 2022
162022
On the geometrically exact formulations of finite deformable isogeometric beams
S Herath, G Yin
Computational Mechanics 67 (6), 1705-1717, 2021
152021
Machine learning techniques for predictive modelling and uncertainty quantification of the mechanical properties of woven carbon fibre composites
N Ariyasinghe, S Herath
Materials Today Communications 40, 109732, 2024
112024
Parametric study on the homogenized response of woven carbon fibre composites
S Herath, M Jayasekara, C Mallikarachchi
2020 Moratuwa Engineering Research Conference (MERCon), 36-41, 2020
112020
Initial design of trusses using topology optimization in a deep learning environment
S Herath, U Haputhanthri, C Mallikarachchi
2020 From Innovation to Impact (FITI) 1, 1-6, 2020
92020
Enabling deep space exploration with an in-space propellant depot supplied from lunar ice
S Casanova, J Henry de Frahan, V Guimaraes Goecks, S Herath, ...
AIAA SPACE and Astronautics Forum and Exposition, 5376, 2017
92017
Multiscale modelling and explainable AI for predicting mechanical properties of carbon fibre woven composites with parametric microscale and mesoscale configurations
C Wanasinghe, S Dharmawansha, N Ariyasinghe, P Ranatunga, S Herath, ...
Composite Structures, 119282, 2025
82025
Effects of tow arrangements on the homogenized response of carbon fiber woven composites
N Gowrikanthan, M Jayasekara, C Mallikarachchi, S Herath
Composite Structures 300, 116081, 2022
82022
Multiscale modelling and material design of woven textiles using Gaussian processes
S Herath
Acta Mechanica 233 (1), 317-341, 2022
82022
Design-informed generative modelling of skeletal structures using structural optimization
LS Sarma, C Mallikarachchi, S Herath
Computers & Structures 302, 107474, 2024
72024
Material orientation optimisation of finite deformable orthotropic thin-shells
S Herath
Mechanics Research Communications 119, 103811, 2022
72022
Multiscale modelling of woven and knitted fabric membranes
S Herath
University of Cambridge, 2020
72020
Size effect and fibre arrangement on meso-mechanical modelling of woven fibre composites
M Jayasekara, S Herath, N Gowrikanthan, C Mallikarachchi
2021 Moratuwa Engineering Research Conference (MERCon), 124-129, 2021
62021
Optimizing mechanical properties of concrete using sugarcane bagasse ash
S Sankeeth, AAN Prabhath, HGH Damruwan, H Herath, ...
Results in Engineering 27, 105968, 2025
52025
Nonlinear multiscale modelling and design using Gaussian processes
S Herath, U Haputhanthri
Journal of Applied and Computational Mechanics 7 (3), 1583-1592, 2021
42021
Modified ply thickness for classical lamination theory for thin woven fibre composites
H Herath, H Mallikarachchi
The Institution of Engineers: Colombo, 2016
42016
Effectiveness of Sri Lankan Bamboo as a Structural Material
SVP Allalagoda, SS Bandaranayake, T Vitharana, MTR Jayasinghe, ...
International Conference on Sustainable Built Environment, 353-368, 2022
32022
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