EASS: An automatic steering system for agricultural wheeled vehicles using fuzzy control

拖拉机 方向盘 航向(导航) 计算机科学 模糊控制系统 控制理论(社会学) PID控制器 模糊逻辑 控制系统 汽车工程 模拟 控制工程 工程类 控制(管理) 人工智能 温度控制 电气工程 航空航天工程
作者
Guangshun An,Zhidong Zhong,Shuang Yang,Liangliang Yang,Chengqian Jin,Juan Du,Xiang Yin
出处
期刊:Computers and Electronics in Agriculture [Elsevier BV]
卷期号:217: 108544-108544 被引量:3
标识
DOI:10.1016/j.compag.2023.108544
摘要

Automatic steering is a crucial technology for achieving automatic navigation and unmanned driving of agricultural machinery. In this research, agricultural wheeled vehicles with the HPAS (Hydraulic Power Assistant Steering) system were selected as the research object and the EASS (Electric Automatic Steering System) was proposed by using fuzzy control to realize effective steering instead of human drivers. The PID (Proportional Integral Differential) algorithm was used to process the difference between the desired and actual steering angles and to realize automatic control of rotation of directional wheels. Fuzzy control was adopted to achieve self-adjusting of PID parameters and to optimize working state of the steering motor in real-time for different agricultural wheeled vehicles under various operating conditions. Fuzzy control rules were explored and formulated by analyzing variation of the steering angle under different resistive torque values. For evaluation of its feasibility, the newly developed EASS was applied in automatic navigation of a rice transplanter, a tractor, and a high-clearance sprayer. Field testing results showed that the maximum path tracking lateral error and heading error were 4.39 cm and 2.13°, respectively. And the maximum RMS (Root Mean Square) errors were 3.75 cm and 1.02°, respectively. Therefore, the fuzzy control-based the EASS in this research was applicable to various agricultural wheeled vehicles.
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