Development of a Control System for Double-Pendulum Active Spray Boom Suspension Based on PSO and Fuzzy PID

被引:7
作者
Li, Fang [1 ]
Bai, Xiaohu [2 ]
Su, Zhanxiang [2 ]
Tang, Shoushan [2 ]
Wang, Zexu [2 ]
Li, Feng [2 ]
Yu, Hualong [2 ]
机构
[1] Liaoning Petrochem Univ, Sch Informat & Control Engn, Fushun 113001, Peoples R China
[2] Shenyang Agr Univ, Coll Engn, Shenyang 110866, Peoples R China
来源
AGRICULTURE-BASEL | 2023年 / 13卷 / 09期
关键词
spray boom; control system; active suspension; fuzzy PID; particle swarm optimization; SIMULATION; MOTIONS; DESIGN; ROLL;
D O I
10.3390/agriculture13091660
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
During the operation of boom sprayers in the field, it is crucial to ensure that the entire boom is maintained at an optimal height relative to the ground or crop canopy. Active suspension is usually used to adjust the height. A control system for double-pendulum active suspension was developed in this paper. The control system consisted of a main control node, two distance measurement nodes, a vehicle inclination detection node, and an execution node. Communication between nodes was carried out using a CAN bus. The hardware was selected, and the interface circuits of the sensors and the actuator were designed. The transfer functions of the active suspension and electric linear actuator were established. In order to enhance the efficiency of the control system, the particle swarm optimization (PSO) algorithm was employed to optimize the initial parameters of the fuzzy PID controller. The simulation results demonstrated that the PSO-based fuzzy PID controller exhibited improvements in terms of reduced overshoot and decreased settling time when compared to conventional PID and fuzzy PID controllers. The experimental results showed that the active suspension system equipped with the control system could effectively isolate high-frequency disturbances and follow low-frequency ground undulations, meeting the operational requirements.
引用
收藏
页数:18
相关论文
共 31 条
[1]   Design optimisation for the vertical suspension of a crop sprayer boom [J].
Anthonis, J ;
Audenaert, J ;
Ramon, H .
BIOSYSTEMS ENGINEERING, 2005, 90 (02) :153-160
[2]   Field-crop-sprayer potential drift measured using test bench: Effects of boom height and nozzle type [J].
Balsari, Paolo ;
Gil, Emilio ;
Marucco, Paolo ;
van de Zande, Jan C. ;
Nuyttens, David ;
Herbst, Andreas ;
Gallart, Montserrat .
BIOSYSTEMS ENGINEERING, 2017, 154 :3-13
[3]  
Chang C., 2015, THESIS DALIAN U TECH
[4]  
Chen W., 2013, J AGR MECH RES, V3, P84, DOI DOI 10.13427/J.CNKI.NJYI.2013.03.051
[5]  
Cui L., 2017, Transactions of the Chinese Society of Agricultural Engineering, V33, P69
[6]   Development of a DSP-based electronic control system for the active spray boom suspension [J].
Cui, L. F. ;
Xue, X. Y. ;
Ding, S. M. ;
Le, F. X. .
COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2019, 166
[7]  
[崔龙飞 Cui Longfei], 2020, [农业机械学报, Transactions of the Chinese Society for Agricultural Machinery], V51, P130
[8]   Design and experiment of electro hydraulic active suspension for controlling the rolling motion of spray boom [J].
Cui, Longfei ;
Xue, Xinyu ;
Le, Feixiang ;
Mao, Hanping ;
Ding, Suming .
INTERNATIONAL JOURNAL OF AGRICULTURAL AND BIOLOGICAL ENGINEERING, 2019, 12 (04) :72-81
[9]  
[崔龙飞 Cui Longfei], 2017, [农业机械学报, Transactions of the Chinese Society for Agricultural Machinery], V48, P82
[10]   System for vertical boom corrections on hilly fields [J].
Deprez, K ;
Anthonis, J ;
Ramon, H .
JOURNAL OF SOUND AND VIBRATION, 2003, 266 (03) :613-624