Intelligent Water and Fertilizer Control Strategy of Fuzzy PID Optimized by Swarm Intelligence Algorithm
文献类型: 会议论文
第一作者: MinJie Xu
作者: MinJie Xu 1 ; Shuangwei Li 1 ; Kaiyuan Han 1 ; Zhifu Xu 1 ; Zeneng Zhao 2 ; Shan Hua 1 ;
作者机构: 1.Institure of Agricultural Equipment, Zhejiang Academy of Agricultural Sciences, Hangzhou, Zhejiang, China|Key Laboratory of Agricultural Equipment for Hilly and Mountainous Areas in Southeastern China (Co-construction by Ministry and Province), Ministry of Agriculture and Rural Affairs, Hangzhou, Zhejiang, China
2.Institure of Agricultural Equipment, Zhejiang Academy of Agricultural Sciences, Hangzhou, Zhejiang, China|Key Laboratory of Agricultural Equipment for Hilly and Mountainous Areas in Southeastern China (Co-construction by Ministry and Province), Ministry of Agriculture and Rural Affairs, Hangzhou, Zhejiang, China|School of Biological and Chemical Engineering, Zhejiang University of Science and Technology, Hangzhou, Zhejiang, China
关键词: Water;PI control;Heuristic algorithms;Steady-state;PD control;Particle swarm optimization;Fertilizers
会议名称: International Conference on Artificial Intelligence and Intelligent Information Processing
主办单位:
页码: 262-267
摘要: In order to improve the water and fertilizer utilization efficiency, reduce the water and fertilizer losses, and address the shortcomings of traditional water and fertilizer irrigation systems, such as time-variance, nonlinearity, and poor adaptability, this study adopts water and fertilizer electrical conductivity (EC) as the controlled object to compare fuzzy PID control strategy optimized based on 12 kinds of swarm intelligent algorithms, PID, and fuzzy PID control. MATLAB/Simulink is used to simulate various swarm intelligence control strategies. It is observed that the fuzzy PID based on snake optimizer (SO) has the best control effect, with the lowest number of iterations being 22, fitness being 17.1, overshoot being 0.5601%, adjustment time being 3.13s, and the system response being relatively stable. Therefore, it is more suitable for the accurate control of EC in the intelligent water and fertilizer systems.
分类号: tp3-53
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