Deep generative models in engineering design: A review L Regenwetter, AH Nobari, F Ahmed Journal of Mechanical Design 144 (7), 071704, 2022 | 151 | 2022 |
BIKED: A dataset for computational bicycle design with machine learning benchmarks L Regenwetter, B Curry, F Ahmed Journal of Mechanical Design 144 (3), 031706, 2022 | 28 | 2022 |
Low porosity, high areal-capacity Prussian blue analogue electrodes enhance salt removal and thermodynamic efficiency in symmetric Faradaic deionization with automated fluid … ER Reale, L Regenwetter, A Agrawal, B Dardón, N Dicola, S Sanagala, ... Water Research X 13, 100116, 2021 | 16 | 2021 |
FRAMED: An AutoML Approach for Structural Performance Prediction of Bicycle Frames L Regenwetter, C Weaver, F Ahmed Available at SSRN 4132282, 0 | 16* | |
Beyond statistical similarity: Rethinking metrics for deep generative models in engineering design L Regenwetter, A Srivastava, D Gutfreund, F Ahmed Computer-Aided Design 165, 103609, 2023 | 12 | 2023 |
BIKED: A dataset and machine learning benchmarks for data-driven bicycle design L Regenwetter, B Curry, F Ahmed International Design Engineering Technical Conferences and Computers and …, 2021 | 11 | 2021 |
Design target achievement index: A differentiable metric to enhance deep generative models in multi-objective inverse design L Regenwetter, F Ahmed International Design Engineering Technical Conferences and Computers and …, 2022 | 7 | 2022 |
Towards goal, feasibility, and diversity-oriented deep generative models in design L Regenwetter, F Ahmed arXiv preprint arXiv:2206.07170, 2022 | 4 | 2022 |
Counterfactuals for design: A model-agnostic method for design recommendations L Regenwetter, Y Abu Obaideh, F Ahmed International Design Engineering Technical Conferences and Computers and …, 2023 | 3 | 2023 |
Data-driven bicycle design using performance-aware deep generative models L Regenwetter Massachusetts Institute of Technology, 2022 | 3 | 2022 |
Learning from Invalid Data: On Constraint Satisfaction in Generative Models G Giannone, L Regenwetter, A Srivastava, D Gutfreund, F Ahmed arXiv preprint arXiv:2306.15166, 2023 | 2 | 2023 |
NITO: Neural Implicit Fields for Resolution-free Topology Optimization AH Nobari, G Giannone, L Regenwetter, F Ahmed arXiv preprint arXiv:2402.05073, 2024 | 1 | 2024 |
BIKED++: A Multimodal Dataset of 1.4 Million Bicycle Image and Parametric CAD Designs L Regenwetter, YA Obaideh, AH Nobari, F Ahmed arXiv preprint arXiv:2402.05301, 2024 | | 2024 |