2 papers
cs.CE2026
Adapting neural operators for mechanics decisions under changing operating conditions
Prashant K. Jha, Koffi Enakoutsa, Ian Galloway +1
Neural operators can accelerate repeated nonlinear mechanics calculations, but their accuracy can deteriorate as operating conditions move beyond the training range. This work stud…
cs.CE2026
Model-Informed Joint Material-Structural Optimization of Hard-Magnetic Soft Materials
Ian Galloway, Prashant K. Jha
This work develops a model-informed framework for predictive analysis and optimal design of hard-magnetic soft materials (hMSMs). These materials undergo contact-free, field-driven…