Multi-objective network resource allocation method based on fractional PID control

被引：0
|
作者：
Ni, Xintong [1 ]
Wei, Yiheng [1 ]
Zhou, Shuaiyu [1 ]
Tao, Meng [1 ]
机构：
[1] Southeast Univ, Sch Math, Nanjing 211189, Peoples R China
来源：
SIGNAL PROCESSING | 2025年 / 227卷
基金：
中国国家自然科学基金;
关键词：
Multi-objective optimization; Resource allocation; Distributed algorithms; PID; Fractional calculus; DISTRIBUTED OPTIMIZATION; ORDER; ALGORITHM; CONSENSUS; CALCULUS; SYSTEMS;
D O I：
10.1016/j.sigpro.2024.109717
中图分类号：
TM [电工技术]; TN [电子技术、通信技术];
学科分类号：
0808 ; 0809 ;
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.
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收藏
页数：8
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