Sotabase

Career

· Associate Professor of Mechanical Engineering, Massachusetts Institute of Technology2020–
· Postdoctoral Researcher, Northwestern University2019–2020
· Ph.D. in Mechanical Engineering, University of Maryland College Park2015–2019
· Reliability Engineer, Rio Tinto2012–2015
· B. Tech. - M. Tech. in Mechanical Engineering, Indian Institute of Technology Kanpur2007–2012

Publications (161)

Deep Generative Modeling for Mechanistic-based Learning and Design of Metamaterial Systems
Computer Methods in Applied Mechanics and Engineering · 2020
275
cited
Deep Generative Models in Engineering Design: A Review
Journal of Mechanical Design · 2021
263
cited
Multi-objective optimal path planning using elitist non-dominated sorting genetic algorithms
Soft Computing - A Fusion of Foundations, Methodologies and Applications · 2012
187
cited
Diffusion Models Beat GANs on Topology Optimization
AAAI Conference on Artificial Intelligence · 2022
113
cited
Multi-objective optimization and decision making approaches to cricket team selection
Applied Soft Computing · 2013
101
cited
Diverse Weighted Bipartite b-Matching
International Joint Conference on Artificial Intelligence · 2017
70
cited
PaDGAN: Learning to Generate High-Quality Novel Designs
2021
68
cited
Multi-modal Machine Learning in Engineering Design: A Review and Future Directions
Journal of Computing and Information Science in Engineering · 2023
65
cited
PcDGAN: A Continuous Conditional Diverse Generative Adversarial Network For Inverse Design
Knowledge Discovery and Data Mining · 2021
59
cited
Aligning Optimization Trajectories with Diffusion Models for Constrained Design Generation
Neural Information Processing Systems · 2023
58
cited
CreativeGAN: Editing Generative Adversarial Networks for Creative Design Synthesis
Design Automation Conference · 2021
56
cited
Beyond Statistical Similarity: Rethinking Metrics for Deep Generative Models in Engineering Design
Comput. Aided Des. · 2023
46
cited
Multi-objective path planning using spline representation
IEEE International Conference on Robotics and Biomimetics · 2011
45
cited
METASET: Exploring Shape and Property Spaces for Data-Driven Metamaterials Design
Journal of Mechanical Design · 2020
44
cited
BIKED: A Dataset for Computational Bicycle Design with Machine Learning Benchmarks
Journal of Mechanical Design · 2021
43
cited
MO-PaDGAN: Reparameterizing Engineering Designs for Augmented Multi-objective Optimization
Applied Soft Computing · 2020
40
cited
ATTENTION-ENHANCED MULTIMODAL LEARNING FOR CONCEPTUAL DESIGN EVALUATIONS
Journal of Mechanical Design · 2023
35
cited
Cricket Team Selection Using Evolutionary Multi-objective Optimization
International Conference on Swarm, Evolutionary, and Memetic Computing · 2011
32
cited
How Should We Measure Creativity in Engineering Design? A Comparison Between Social Science and Engineering Approaches
2020
28
cited
Structural topology optimization using multi-objective genetic algorithm with constructive solid geometry representation
Applied Soft Computing · 2016
28
cited
Sotabase