Research
Cellular Structures, Cellular Structure
Generative Design
Machine Learning
Physics Informed Neural Networks
Data Driven Design and Manufacturing
Design for Additive Manufacturing
Physics Driven Design
Inverse Design
Deep Learning
Surrogate Model, Surrogate Models, Surrogate Modeling
Active Learning
Comprehensive Review
Efficiency Gains
Light Weighting, Light Weight
Optimization Scheme
Aperiodic Tiling
Architected Materials
Cellular Materials
Turbofan Engines
Design Exploration
Integrated Framework, Integrative Framework, Integration Framework
Non Periodic
List of Publications (30)
In 2025
30
Mean Squared Error May Lead You Astray When Optimizing Your Inverse Design Methods. M Habibi, S Bernard, J Wang, M Fuge Journal of Mechanical Design 147 (2), 2025.
Found on Publication Page
In 2024
29
Deep Learning in Computational Design Synthesis: A Comprehensive Review. S Kumar Singh, R Rai, R Pradip Khawale, D Patel, D Bielecki, R Nguyen, ... Journal of Computing and Information Science in Engineering 24 (4), 2024.
Found on Publication Page
28
Training Efficiency Gains in Data-Driven 2D Airfoil Inverse Design using Active Learning. J Wang, M Fuge AIAA SCITECH 2024 Forum, 1229, 2024.
Found on Publication Page
In 2023
27
Neural network-assisted design: a study of multiscale topology optimization with smoothly graded cellular structures. S Rastegarzadeh, J Wang, J Huang Journal of Mechanical Design 145 (1), 011701, 2023.
Found on Publication Page
26
Deep learning-based inverse design framework for property targeted novel architectured interpenetrating phase composites. D Patel, R Yang, J Wang, R Rai, G Dargush Composite Structures 312, 116783, 2023.
Found on Publication Page
25
Architected Cellular Materials for Aerospace Components Design and Manufacturing. S Rastegarzadeh, J Huang, J Wang ASME Aerospace Structures, Structural Dynamics, and Materials Conference ..., 2023.
Found on Publication Page
24
Design and Optimization of Quasi-Periodic Volumetric Microstructures by Aperiodic Tiling and Implicit Function. J Wang, R Rai International Design Engineering Technical Conferences and Computers and ..., 2023.
Found on Publication Page
23
Air Shield Design for Preventing Inhalation on Turbofan-Engines of Passenger-Jets. Y Li, J Wang International Design Engineering Technical Conferences and Computers and ..., 2023.
Found on Publication Page
22
When Is it Actually Worth Learning Inverse Design?. M Habibi, J Wang, M Fuge International Design Engineering Technical Conferences and Computers and ..., 2023.
Found on Publication Page
21
Implicitly Represented Architected Materials for Multi-Scale Design and High-Resolution Additive Manufacturing. S Rastegarzadeh, J Wang, J Huang Advanced Materials Technologies, 2023.
Found on Publication Page
In 2022
20
IH-GAN: A conditional generative model for implicit surface-based inverse design of cellular structures. J Wang, WW Chen, D Da, M Fuge, R Rai Computer Methods in Applied Mechanics and Engineering 396, 115060, 2022.
Found on Publication Page
19
Inverse design of two-dimensional airfoils using conditional generative models and surrogate log-likelihoods. Q Chen, J Wang, P Pope, W Chen, M Fuge Journal of Mechanical Design 144 (2), 021712, 2022.
Found on Publication Page
18
Generative design of conformal cubic periodic cellular structures using a surrogate model-based optimisation scheme. J Wang, R Rai International Journal of Production Research 60 (5), 1458-1477, 2022.
Found on Publication Page
17
Functionally graded non-periodic cellular structure design and optimization. J Wang, J Huang Journal of Computing and Information Science in Engineering 22 (3), 031006, 2022.
Found on Publication Page
16
Two-scale topology optimization with isotropic and orthotropic microstructures. S Rastegarzadeh, J Wang, J Huang Designs 6 (5), 73, 2022.
Found on Publication Page
15
Multi-scale topology optimization with neural network-assisted optimizer. S Rastegarzadeh, J Wang, J Huang International Design Engineering Technical Conferences and Computers and ..., 2022.
Found on Publication Page
14
Mean Squared Error May Lead You Astray When Optimizing Your Inverse Design Methods. S Bernard, J Wang, M Fuge International Design Engineering Technical Conferences and Computers and ..., 2022.
Found on Publication Page
In 2021
13
Hierarchical combinatorial design and optimization of non-periodic metamaterial structures. J Wang, J Callanan, O Ogunbodede, R Rai Additive Manufacturing 37, 101710, 2021.
Found on Publication Page
12
Periodic Cellular Structure Based Design for Additive Manufacturing Approach for Light Weighting and Optimizing Strong Functional Parts. R Rai, J Wang US Patent 20210216683A1, 2021.
Found on Publication Page
11
Two-scale topology optimization with parameterized cellular structures. S Rastegarzadeh, J Wang, J Huang International Design Engineering Technical Conferences and Computers and ..., 2021.
Found on Publication Page
10
Functionally graded non-periodic cellular structure design using a surrogate model-based optimization scheme. J Wang, J Huang International Design Engineering Technical Conferences and Computers and ..., 2021.
Found on Publication Page
In 2020
9
Investigation of compressive deformation behaviors of cubic periodic cellular structural cubes through 3D printed parts and FE simulations. J Wang, R Rai, JN Armstrong Rapid Prototyping Journal 26 (3), 459-472, 2020.
Found on Publication Page
8
Learning to abstract and compose mechanical device function and behavior. J Wang, K Chiu, M Fuge International Design Engineering Technical Conferences and Computers and ..., 2020.
Found on Publication Page
In 2019
7
Deep learning-based stress prediction for bottom-up SLA 3D printing process. A Khadilkar, J Wang, R Rai The International Journal of Advanced Manufacturing Technology 102, 2555-2569, 2019.
Found on Publication Page
6
Integrated Framework for Design Exploration and Analysis of Periodic, Non-Periodic, and Quasi-Periodic Cellular Structures Based Components. J Wang State University of New York at Buffalo, 2019.
Found on Publication Page
In 2018
5
Data-driven simulation for fast prediction of pull-up process in bottom-up stereo-lithography. J Wang, S Das, R Rai, C Zhou Computer-Aided Design 99, 29-42, 2018.
Found on Publication Page
4
Hierarchical combinatorial design and optimization of quasi-periodic metamaterial structures. J Callanan, O Ogunbodede, M Dhameliya, J Wang, R Rai International Design Engineering Technical Conferences and Computers and ..., 2018.
Found on Publication Page
In 2016
3
Classification of bio-inspired periodic cubic cellular materials based on compressive deformation behaviors of 3d printed parts and fe simulations. J Wang, R Rai International Design Engineering Technical Conferences and Computers and ..., 2016.
Found on Publication Page
2
Sonjoy Das, Chi Zhou, and Rahul Rai. Data-driven simulation for fast prediction of pull-up process in bottom-up stereo-lithography. J Wang ASME 2016 International Design Engineering Technical Conferences and ..., 2016.
Found on Publication Page
Unspecified
1
IH-GAN: A Conditional Generative Model for Inverse Design of Heterogeneous Cellular Structures. J Wang, WW Chen, D Da, M Fuge, R Rai .
Found on Publication Page
