2 papers
cs.LG2024
Two-Stage Surrogate Modeling for Data-Driven Design Optimization with Application to Composite Microstructure Generation
Farhad Pourkamali-Anaraki, Jamal F. Husseini, Evan J. Pineda +2
This paper introduces a novel two-stage machine learning-based surrogate modeling framework to address inverse problems in scientific and engineering fields. In the first stage of…
physics.app-ph2023
Verification and Validation of a Rapid Design Tool for the Analysis of the Composite Y-Joint of the D8 Double-Bubble Aircraft
Evgenia Plaka, Stephen P. Jones, Brett A. Bednarcyk +3
Polymer composite joints are critical aerospace components for reinforcing lightweight structures and achieving high eco-efficiency transportation standards. Optimizing complex str…