Accelerated Distributed Nesterov Optimization Subject to Complex Constraints and Its Applications

• Published in: IEEE transactions on systems, man, and cybernetics. Systems Vol. 54; no. 4; pp. 2055 - 2066
• Main Authors: Liu, Bing, Du, Wenli, Li, Zhongmei
• Format: Journal Article
• Language: English
• Published: New York IEEE 01.04.2024; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Algorithms; Complex constraints; Convergence; distributed optimization; Estimation; Heuristic algorithms; Linear programming; Nesterov gradient descent; Optimization; parameter projection; Parameter uncertainty; plant-wide ethylene optimization; Production; Signal processing algorithms; Stability analysis; Topology

This article proposes a distributed optimization approach upon an undirected topology, through only local computation and communication, with the goal of optimizing global function which consists of a host of local functions under complex constraints. In particular, the accelerated distributed Neste...