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Amin Heyrani Nobari
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Deep generative models in engineering design: A review
L Regenwetter, AH Nobari, F Ahmed
Journal of Mechanical Design 144 (7), 071704, 2022
2742022
PcDGAN: A Continuous Conditional Diverse Generative Adversarial Network For Inverse Design
A Heyrani Nobari, W Chen, F Ahmed
Proceedings of the 27th ACM SIGKDD Conference on Knowledge Discovery & Data …, 2021
682021
Creativegan: Editing generative adversarial networks for creative design synthesis
AH Nobari, MF Rashad, F Ahmed
arXiv preprint arXiv:2103.06242, 2021
55*2021
Range-constrained generative adversarial network: Design synthesis under constraints using conditional generative adversarial networks
AH Nobari, W Chen, F Ahmed
Journal of Mechanical Design 144 (2), 021708, 2022
46*2022
Modeling and numerical investigation on multi-objective design improvement of a novel cross-flow lift-based turbine for in-pipe hydro energy harvesting applications
AT Langroudi, FZ Afifi, AH Nobari, AF Najafi
Energy conversion and management 203, 112233, 2020
382020
LINKS: A dataset of a hundred million planar linkage mechanisms for data-driven kinematic design
AH Nobari, A Srivastava, D Gutfreund, F Ahmed
arXiv preprint arXiv:2208.14567, 2022
27*2022
MeshPointNet: 3D Surface Classification Using Graph Neural Networks and Conformal Predictions on Mesh-Based Representations
A Heyrani Nobari, J Rey, S Kodali, M Jones, F Ahmed
Journal of Mechanical Design 146 (5), 051712, 2024
5*2024
NITO: Neural implicit fields for resolution-free topology optimization
AH Nobari, G Giannone, L Regenwetter, F Ahmed
arXiv preprint arXiv:2402.05073, 2024
5*2024
LInK: Learning Joint Representations of Design and Performance Spaces through Contrastive Learning for Mechanism Synthesis
AH Nobari, A Srivastava, D Gutfreund, K Xu, F Ahmed
arXiv preprint arXiv:2405.20592, 2024
32024
Application of deep learning convolutional neural network for spray characterization
AH Nobari, F Khorasani-Gerdehkouhi, N Gulam, N Ashgriz
Proceedings of the 7th international conference on fluid flow, heat and mass …, 2020
32020
Generative Optimization: A Perspective on AI-Enhanced Problem Solving in Engineering
C Picard, L Regenwetter, AH Nobari, A Srivastava, F Ahmed
arXiv preprint arXiv:2412.13281, 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
12024
Activation-Informed Merging of Large Language Models
AH Nobari, K Alimohammadi, A ArjomandBigdeli, A Srivastava, F Ahmed, ...
arXiv preprint arXiv:2502.02421, 2025
2025
Generative Adversarial Networks for Inverse Design Problems in Engineering: Methods to handle performance, constraints, and creativity requirements
A Heyrani Nobari
Massachusetts Institute of Technology, 2022
2022
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