版权所有:内蒙古大学图书馆 技术提供:维普资讯• 智图
内蒙古自治区呼和浩特市赛罕区大学西街235号 邮编: 010021
作者机构:Southeast Univ Sch Math Nanjing 211189 Peoples R China
出 版 物:《SIGNAL PROCESSING》 (Signal Process)
年 卷 期:2025年第227卷
核心收录:
基 金:National Natural Science Foundation of China [62273092, 61833005] National Key R&D Projectof China [2020YFA0714300] Jiangsu Provincial Scientific Research Center of Applied Mathematics [BK20233002] Fundamental Research Funds for the Central Universities, China [4007012302, 4207012301] Guangdong Provincial Key Laboratory of Mathematical Foundations for Artificial Intelligence [2023B1212010001]
主 题:Multi-objective optimization Resource allocation Distributed algorithms PID Fractional calculus
摘 要:In this paper, a fractional proportional-integral-derivative (PID) distributed optimization algorithm is proposed to solve the network resource allocation problem. The algorithm combines fractional calculus and the concept of PID control, which improves the convergence rate and increases the freedom, flexibility and potential with multiple parameters compared with the existing algorithms. Meanwhile, the results of simulation study verified the efficiency and superiority of the algorithm.