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math.OC2025
Simulation-Based Optimization for Policy Incentives and Planning of Hybrid Microgrids
Nanrui Gong, James C. Spall
Transitioning to renewable power generation is often difficult for remote or isolated communities, due to generation intermittency and high cost barriers. Our paper presents a simu…
math.OC2024
Difference Between Cyclic and Distributed Approach in Stochastic Optimization for Multi-agent System
Jiahao Shi, James C. Spall
Many stochastic optimization problems in multi-agent systems can be decomposed into smaller subproblems or reduced decision subspaces. The cyclic and distributed approaches are two…
math.OC2019
Efficient Implementation of Second-Order Stochastic Approximation Algorithms in High-Dimensional Problems
Jingyi Zhu, Long Wang, James C. Spall
Stochastic approximation (SA) algorithms have been widely applied in minimization problems when the loss functions and/or the gradient information are only accessible through noisy…