Distributed Continuous-Time Nonsmooth Convex Optimization With Coupled Inequality Constraints

• Published in: IEEE transactions on control of network systems Vol. 7; no. 1; pp. 74 - 84
• Main Authors: Li, Xiuxian, Xie, Lihua, Hong, Yiguang
• Format: Journal Article
• Language: English
• Published: Piscataway IEEE 01.03.2020; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Algorithms; Computational geometry; Computer simulation; Continuous-time algorithms; Control systems; Convex analysis; Convex functions; Convexity; coupled inequality constraints; distributed convex optimization; Eigenvalues and eigenfunctions; Heuristic algorithms; Liapunov functions; Linear programming; multiagent networks; Multiagent systems; Nonlinear programming; nonsmooth analysis; Optimization

This paper studies distributed convex optimization problems over continuous-time multiagent networks subject to two types of constraints, i.e., local feasible set constraints and coupled inequality constraints, where all involved functions are not necessarily differentiable, only assumed to be conve...