Data-Driven Physics-Constrained Recurrent Neural Networks for Multiscale Damage Modeling of Metallic Alloys with Process-Induced Porosity
Deng, Shiguang, Shirin Hosseinmardi, Diran Apelian, Ramin Bostanabad, Computational Mechanics, January 2024
Publications
Journal Articles
Adaptive Spatiotemporal Dimension Reduction in Concurrent Multiscale Damage Analysis
Deng, Shiguang, Diran Apelian, Ramin Bostanabad, Computational Mechanics, March 2023
Data-Driven Calibration of Multifidelity Multiscale Fracture Models via Latent Map Gaussian Process
Deng, Shiguang, Carlos Mora, Diran Apelian, Ramin Bostanabad, Journal of Mechanical Design, January 2023
Second Order Defeaturing Estimator of Manufacturing Induced Porosity on Structural Elasticity
Deng, Shiguang, Carl Soderhjelm, Diran Apelian, Krishnan Suresh, International Journal for Numerical Methods in Engineering, October 2022
Reduced Order Multiscale Modeling of Plastic Deformations in 3D Alloys with Spatially Varying Porosity by Deflated Clustering Analysis
Deng, Shiguang, Carl Soderhjelm, Diran Apelian, Ramin Bostanabad, Computational Mechanics, June 2022
Estimation of Elastic Behaviors of Metal Components Containing Process Induced Porosity
Deng, Shiguang, Carl Soderhjelm, Diran Apelian, Krishnan Suresh, Computers & Structures, October 2021
Stress Constrained Thermo-Elastic Topology Optimization with Varying Temperature Fields via Augmented Topological Sensitivity Based Level-Set
Deng, Shiguang, and Krishnan Suresh, Structural and Multidisciplinary Optimization, December 2017
Topology Optimization under Thermo-Elastic Buckling
Deng, Shiguang, and Krishnan Sureshd, Structural and Multidisciplinary Optimization, May 2017
Multi-Constrained 3D Topology Optimization via Augmented Topological Level-Set
Deng, Shiguang, and Krishnan Suresh, Computers & Structures, July 2016
Multi-Constrained Topology Optimization via The Topological Sensitivity
Deng, Shiguang, and Krishnan Suresh, Structural and Multidisciplinary Optimization, November 2015
Peer Reviewed Conference Articles
Multi-Fidelity Reduced Order Models for Multiscale Damage Analyses with Automatic Calibration
Deng, Shiguang, Carlos Mora, Diran Apelian, Ramin Bostanabad, Proceedings of the ASME 2022 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. Volume 3B: 48th Design Automation Conference, August 2022
Topology Optimization under Linear Thermo-Elastic Buckling
Deng, Shiguang, and Krishnan Suresh, Proceedings of the ASME 2016 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. Volume 1A: 36th Computers and Information in Engineering Conference, August 2016
Predicting the Benefits of Topology Optimization
Deng, Shiguang, and Krishnan Suresh, Proceedings of the ASME 2015 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. Volume 2A: 41st Design Automation Conference, August 2015
Stress-Constrained Thermo-Elastic Topology Optimization: A Topological Sensitivity Approach
Deng, Shiguang, Krishnan Suresh, James Joo, Proceedings of the ASME 2014 International Design Engineering Technical Conferences and Computers and Information in Engineering Conference. Volume 1A: 34th Computers and Information in Engineering Conference, August 2014
Micromechanics of Fatigue Damage in Unidirectional Polymer Composites
Garnich, Mark, Ray Fertig, Evan Anderson, Deng, Shiguang, 53rd AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference 20th AIAA/ASME/AHS Adaptive Structures Conference 14th AIAA, June 2012