| Mechanistic artificial intelligence (mechanistic-AI) for modeling, design, and control of advanced manufacturing processes: Current state and perspectives M Mozaffar, S Liao, X Xie, S Saha, C Park, J Cao, WK Liu, Z Gan Journal of Materials Processing Technology 302, 117485, 2022 | 154 | 2022 |
| Hybrid thermal modeling of additive manufacturing processes using physics-informed neural networks for temperature prediction and parameter identification S Liao, T Xue, J Jeong, S Webster, K Ehmann, J Cao Computational Mechanics 72 (3), 499-512, 2023 | 140 | 2023 |
| JAX-FEM: A differentiable GPU-accelerated 3D finite element solver for automatic inverse design and mechanistic data science T Xue, S Liao, Z Gan, C Park, X Xie, WK Liu, J Cao Computer Physics Communications 291, 108802, 2023 | 118 | 2023 |
| Geometry-agnostic data-driven thermal modeling of additive manufacturing processes using graph neural networks M Mozaffar, S Liao, H Lin, K Ehmann, J Cao Additive Manufacturing 48, 102449, 2021 | 87* | 2021 |
| In-situ springback compensation in incremental sheet forming H Ren, J Xie, S Liao, D Leem, K Ehmann, J Cao CIRP Annals 68 (1), 317-320, 2019 | 87 | 2019 |
| Simulation-guided variable laser power design for melt pool depth control in directed energy deposition S Liao, S Webster, D Huang, R Council, K Ehmann, J Cao Additive Manufacturing 56, 102912, 2022 | 70 | 2022 |
| Physics-embedded graph network for accelerating phase-field simulation of microstructure evolution in additive manufacturing T Xue, Z Gan, S Liao, J Cao npj Computational Materials 8 (1), 201, 2022 | 65 | 2022 |
| Accelerating phase-field simulation of three-dimensional microstructure evolution in laser powder bed fusion with composable machine learning predictions JY Choi, T Xue, S Liao, J Cao Additive Manufacturing 79, 103938, 2024 | 55 | 2024 |
| Cooling rate measurement in directed energy deposition using photodiode-based planck thermometry (PDPT) J Jeong, S Webster, S Liao, JE Mogonye, K Ehmann, J Cao Additive Manufacturing Letters 3, 100101, 2022 | 42 | 2022 |
| Parameter identification and nonparametric calibration of the tri-pyramid robot S Liao, Q Zeng, KF Ehmann, J Cao IEEE/ASME Transactions on Mechatronics 25 (5), 2309-2317, 2020 | 40 | 2020 |
| Efficient GPU-accelerated thermomechanical solver for residual stress prediction in additive manufacturing S Liao, A Golgoon, M Mozaffar, J Cao Computational Mechanics 71 (5), 879-893, 2023 | 33 | 2023 |
| Differentiable simulation for material thermal response design in additive manufacturing processes M Mozaffar, S Liao, J Jeong, T Xue, J Cao Additive Manufacturing 61, 103337, 2023 | 28 | 2023 |
| DPPS: A deep-learning based point-light photometric stereo method for 3D reconstruction of metallic surfaces R Yang, Y Wang, S Liao, P Guo Measurement 210, 112543, 2023 | 26 | 2023 |
| Energy efficiency state identification in milling processes based on information reasoning and Hidden Markov Model Y Cai, X Shi, H Shao, R Wang, S Liao Journal of Cleaner Production 193, 397-413, 2018 | 26 | 2018 |
| Simulation-guided feedforward-feedback control of melt pool temperature in directed energy deposition S Liao, J Jeong, R Zha, T Xue, J Cao CIRP Annals 72 (1), 157-160, 2023 | 25 | 2023 |
| A toolpath strategy for double-sided incremental forming of corrugated structures D Leem, S Liao, S Bhandari, Z Wang, K Ehmann, J Cao Journal of Materials Processing Technology 308, 117727, 2022 | 15 | 2022 |
| Machine-agnostic energy density model for laser, powder-blown directed energy deposition S Webster, J Jeong, S Liao, J Cao Journal of Manufacturing Processes 100, 11-19, 2023 | 9 | 2023 |
| Effect of closed-loop coaxial melt pool temperature control on thermal history and microstructure of nickel alloy 718 in directed energy deposition S Webster, J Jeong, JE Mogonye, J Zuback, S Liao, J Rocher, K Ehmann, ... Journal of Materials Processing Technology 337, 118725, 2025 | 7* | 2025 |
| Deep learning based reconstruction of transient 3d melt pool geometries in laser powder bed fusion from coaxial melt pool images S Liao, T Xue, J Cao Manufacturing Letters 40, 50-53, 2024 | 7 | 2024 |
| Energy efficiency state mechanism and identification in milling processes Y Cai, J Yuan, H Shao, S Liao Procedia CIRP 72, 1487-1492, 2018 | 5 | 2018 |
Jian CaoNorthwestern UniversityVerified email at northwestern.edu
