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基于模型預(yù)測控制的農(nóng)機主從跟隨作業(yè)控制方法
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山東省農(nóng)業(yè)重大應(yīng)用技術(shù)創(chuàng)新項目(SD2019NJ005)、山東省農(nóng)機裝備研發(fā)創(chuàng)新計劃項目(2018YF005-01)、山東省重大科技創(chuàng)新工程項目(2018JZZYY020615)、山東省現(xiàn)代農(nóng)業(yè)產(chǎn)業(yè)體系玉米創(chuàng)新團隊機械加工崗位專家項目和國家重點研發(fā)計劃項目(2018YFD0300606-04)


Following Operation Control Method of Farmer Machinery Based on Model Predictive Control
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    摘要:

    針對實際環(huán)境中由于農(nóng)業(yè)機械(簡稱農(nóng)機)作業(yè)過程的作業(yè)量以及土壤條件的變化等不確定性因素的影響,導(dǎo)致協(xié)同作業(yè)跟隨農(nóng)機的行駛工況不穩(wěn)定、跟隨協(xié)同作業(yè)響應(yīng)慢、控制困難等問題,在綜合考慮不確定性以及響應(yīng)性能的基礎(chǔ)上,提出了一種農(nóng)機跟隨分層控制架構(gòu),搭建農(nóng)機田間作業(yè)下的縱向跟隨動力學(xué)模型,并以間距保持、速度跟隨、燃油經(jīng)濟性、加速度跟隨性能為目標,進行基于模型預(yù)測控制(MPC)算法的上層控制器推導(dǎo),基于前饋以及PI反饋的控制器作為下層控制,以上層控制器獲得的控制加速度為目標,進行力矩(電流)跟蹤,在保證抗不確定性以及干擾噪聲的同時,提高跟隨農(nóng)機的響應(yīng)能力。通過Matlab/Simulink仿真和田間試驗驗證,結(jié)果表明,該控制方法可以有效解決農(nóng)機作業(yè)的跟隨控制問題,與滑模變結(jié)構(gòu)控制器相比,能夠?qū)崿F(xiàn)穩(wěn)定跟隨行駛,且速度誤差和加速度誤差更小,速度誤差控制在-0.29132~0.18001m/s,加速度誤差控制在-0.05678~0.05628m/s2,穩(wěn)定跟隨距離誤差為±0.45m,具有良好的跟隨效果。

    Abstract:

    In the actual environment, due to the influence of uncertain factors such as the amount of agricultural machinery operation and the change of soil conditions, the driving condition of following agricultural machinery is unstable, and the response of following cooperative operation is slow, which lead to the difficulty of control. Therefore, in consideration of uncertainty and response performance, a kind of hierarchical control architecture for agriculture machinery was put forward, by building longitudinal dynamic model of agricultural machinery under the field to follow. Furthermore, taking the performance of following distance, following speed, fuel economy, following acceleration as the optimization target, the upper controller based on model predictive control (MPC) algorithm was derived to restrain uncertainty and interference noise. At the same time, to track torque (current) to improve the follow response ability of agricultural machinery, the lower layer controller based on the feedforward and feedback PI controller was designed which took the output of the upper controlleracceleration as the target. The simulation and experiment showed that this control method can effectively solve the following control problem of farm machinery operation. Compared with the sliding mode variable structure controller (SMC), this method can realize stable following driving with smaller speed error and smaller acceleration error. Speed error was controlled in the range of -0.29132~0.18001m/s and acceleration error was controlled in the range of -0.05678~0.05628m/s2. Moreover, the error of stable follow distance was within ±0.45m. The control effect was proved well according to the above data.

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徐廣飛,陳美舟,苗河泉,姚文燕,刁培松,王文君.基于模型預(yù)測控制的農(nóng)機主從跟隨作業(yè)控制方法[J].農(nóng)業(yè)機械學(xué)報,2020,51(s2):11-20. XU Guangfei, CHEN Meizhou, MIAO Hequan, YAO Wenyan, DIAO Peisong, WANG Wenjun. Following Operation Control Method of Farmer Machinery Based on Model Predictive Control[J]. Transactions of the Chinese Society for Agricultural Machinery,2020,51(s2):11-20.

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  • 收稿日期:2020-08-10
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  • 在線發(fā)布日期: 2020-12-10
  • 出版日期: 2020-12-10
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