PID control algorithm based on multistrategy enhanced dung beetle optimizer and back propagation neural network for DC motor control

PID control algorithm based on multistrategy enhanced dung beetle optimizer and back propagation neural network for DC motor control

Abstract Traditional Proportional-Integral-Derivative (PID) control systems often encounter challenges related to nonlinearity and time-variability. Original dung beetle optimizer (DBO) offers fast convergence and strong local exploitation capabilities. However, they are limited by poor exploration...

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Bibliographic Details
Main Authors: Weibin Kong, Haonan Zhang, Xiaofang Yang, Zijian Yao, Rugang Wang, Wenwen Yang, Jiachen Zhang
Format: Article
Language:English
Published: Nature Portfolio 2024-11-01
Series:Scientific Reports
Subjects:
Heuristic algorithms
Neural networks
Optimization methods
Proportional control
Parameter estimation
Online Access:https://doi.org/10.1038/s41598-024-79653-z
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