基于GA-Fuzzy-PID算法的棉田施肥灌溉系统研究  

Study on Cotton Field Fertilization and Irrigation System Based on GA-Fuzzy-PID Algorithm

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作  者:王昊 张立新[1] 胡雪 李文春 王晓瑛 Wang Hao;Zhang Lixin;Hu Xue;Li Wenchun;Wang Xiaoying(College of Mechanical and Electrical Engineering,Shihezi University,Shihezi 832000,China;Tumxuk Yinfeng Modern Agriculture Equipment Co.Ltd.,Tumushuk 843900,China)

机构地区:[1]石河子大学机械电气工程学院,新疆石河子832000 [2]图木舒克银丰现代农业装备有限公司,新疆图木舒克843900

出  处:《农机化研究》2025年第4期50-56,64,共8页Journal of Agricultural Mechanization Research

基  金:国家自然科学基金项目(52065055);兵团财政科技计划项目(2022BC004)。

摘  要:在水肥一体控制器中,PID控制算法易引起超调,产生振荡;Fuzzy-PID控制算法由于参数基于人为经验设定,控制欠细腻。针对上述问题,研究并设计了一种基于GA-Fuzzy-PID算法的控制器,以期实现施肥灌溉系统的精准控制。在不同目标EC设定值下,对PID算法、Fuzzy-PID算法和GA-Fuzzy-PID算法进行仿真对比。结果表明:基于GA-Fuzzy-PID的控制器具有优异的控制效果,更能满足施肥灌溉系统精准控制的要求。In the integrated water and fertilizer controller,the PID control algorithm is easy to cause overshoot and oscillation;Fuzzy-PID control algorithm is not delicate because its parameters are set based on human experience.In view of the above problems,this paper studies and designs a controller based on GA-Fuzzy-PID algorithm,in order to achieve the precise control of fertilizer irrigation system.Under different target EC setting values,the PID algorithm,Fuzzy-PID algorithm and GA-Fuzzy PID algorithm are simulated and compared.The results show that the controller based on GA-Fuzzy-PID has excellent control effect and can better meet the requirements of precise control of fertilizer irrigation system.

关 键 词:棉田 灌溉施肥 精准控制 遗传优化 GA-Fuzzy-PID 

分 类 号:S274.2[农业科学—农业水土工程] S147.2[农业科学—农业工程]

 

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