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Lyle Regenwetter
Lyle Regenwetter
Verified email at mit.edu - Homepage
Title
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Cited by
Year
Deep generative models in engineering design: A review
L Regenwetter, AH Nobari, F Ahmed
Journal of Mechanical Design 144 (7), 071704, 2022
1492022
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
272022
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
162021
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
112023
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
112021
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
72022
Towards goal, feasibility, and diversity-oriented deep generative models in design
L Regenwetter, F Ahmed
arXiv preprint arXiv:2206.07170, 2022
42022
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
32023
Data-driven bicycle design using performance-aware deep generative models
L Regenwetter
Massachusetts Institute of Technology, 2022
32022
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
22023
NITO: Neural Implicit Fields for Resolution-free Topology Optimization
AH Nobari, G Giannone, L Regenwetter, F Ahmed
arXiv preprint arXiv:2402.05073, 2024
12024
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
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