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math.OC2026

Bilinear control of age--space structured populations

Jiguang Yu, Louis Shuo Wang

We study constrained bilinear optimal control for nonlocal age--space structured population equations with renewal boundary conditions and endogenous surveillance feedback. The con…

math.OC2026

Nonsmooth Obstacles and Killed Resolvents in Reflected Stochastic Control

Louis Shuo Wang, Jiguang Yu, Ye Liang

We study an infinite-horizon optimal stopping problem for a normally reflected two-dimensional diffusion in the quadrant with nonsmooth max-type payoff \(G(x_1,x_2)=x_1\veeαx_2\).…

math.OC2026

First-Order Optimality Conditions for Mathematical Programming with Equilibrium Constraints

Louis Shuo Wang

We present a systematic introduction to first-order optimality conditions for mathematical programs with equilibrium constraints (MPECs), emphasizing the limitations of classical n…

math.OC2026

Introduction to Exact Penalization for Mathematical Programming with Equilibrium Constraints

Louis Shuo Wang

We present a focused introduction to exact penalty methods for nonlinear programs and mathematical programs with equilibrium constraints (MPECs), emphasizing their connection to mo…

math.OC2026

Introduction to Mathematical Programming with Equilibrium Constraints (MPECs) and Bilevel Optimization

Louis Shuo Wang

Our aim is to explain mathematical programs with equilibrium constraints (MPECs), motivate them through applications, present the main equivalent formulations of equilibrium constr…

math.OC2026

Lecture Note for Bounded Controls in Continuous-Time and Control of Several Variables

Louis Shuo Wang

In this note, we develop the first-order theory of optimal control problems with box constraints on the control. We emphasize the precise modification of Pontryagin's maximum princ…