11 citations · 13 across the 5 of their papers we have counts for
5 papers
Autonomous Discovery of Tough Structures
Kelsey L. Snapp, Benjamin Verdier, Aldair Gongora +6
A key feature of mechanical structures ranging from crumple zones in cars to padding in packaging is their ability to provide protection by absorbing mechanical energy. Designing s…
What is missing in autonomous discovery: Open challenges for the community
Phillip M. Maffettone, Pascal Friederich, Sterling G. Baird +16
Self-driving labs (SDLs) leverage combinations of artificial intelligence, automation, and advanced computing to accelerate scientific discovery. The promise of this field has give…
Bayesian Reconstruction of Magnetic Resonance Images using Gaussian Processes
Yihong Xu, Chad W. Farris, Stephan W. Anderson +2
A central goal of modern magnetic resonance imaging (MRI) is to reduce the time required to produce high-quality images. Efforts have included hardware and software innovations suc…
Designing Composites with Target Effective Young's Modulus using Reinforcement Learning
Aldair E. Gongora, Siddharth Mysore, Beichen Li +5
Advancements in additive manufacturing have enabled design and fabrication of materials and structures not previously realizable. In particular, the design space of composite mater…
Benchmarking the Performance of Bayesian Optimization across Multiple Experimental Materials Science Domains
Qiaohao Liang, Aldair E. Gongora, Zekun Ren +12
In the field of machine learning (ML) for materials optimization, active learning algorithms, such as Bayesian Optimization (BO), have been leveraged for guiding autonomous and hig…