2 papers
cs.LG2026
NLPOpt-Net: A Learning Method for Nonlinear Optimization with Feasibility Guarantees
Bimol Nath Roy, Rahul Golder, MM Faruque Hasan
Nonlinear Parametric Optimization Network (NLPOpt-Net) is an unsupervised learning architecture to solve constrained nonlinear programs (NLP). Given the structure of an NLP, it lea…
cs.LG2025
Physics-Informed Neural Networks with Hard Nonlinear Equality and Inequality Constraints
Ashfaq Iftakher, Rahul Golder, Bimol Nath Roy +1
Traditional physics-informed neural networks (PINNs) do not guarantee strict constraint satisfaction. This is problematic in engineering systems where minor violations of governing…