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

delete2025-02-01
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PRE
AI
X
Xintong Ni
Y
Yiheng Wei *
S
Shuaiyu Zhou
孟涛 (Tao Meng)
DOI:10.1016/j.sigpro.2024.109717delete
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Abstract

Abstract

En 中文
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.
Keywords:
Multi-objective optimization
Resource allocation
Distributed algorithms
PID
Fractional calculus

Journal

Signal Processing cover
Signal Processing
IF:
3.6
Papers:
9.9K
Citations:
1.7W

Organization

S
southeast university - china
Scholars:
5.3W
Papers: 4.9W
Citations: 57