2 papers
math.OC2025
Machine Learning Powered Feasible Path Framework with Adaptive Sampling for Black-box Optimization
Zixuan Zhang, Xiaowei Song, Jiaming Li +7
Black-box optimization (BBO) involves functions that are unknown, inexact and/or expensive-to-evaluate. Existing BBO algorithms face several challenges, including high computationa…
math.OC2025
Feasible Path SQP Algorithm for Simulation-based Optimization Surrogated with Differentiable Machine Learning Models
Zixuan Zhang, Xiaowei Song, Yujiao Zeng +6
With the development of artificial intelligence, simulation-based optimization problems, which present a significant challenge in the process systems engineering community, are inc…