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基于模糊PID的冬小麥變量追肥優(yōu)化控制系統(tǒng)設(shè)計與試驗
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“十二五”國家科技支撐計劃項目(2013BAD08B04-8)和江蘇省普通高校研究生科研創(chuàng)新計劃項目(KYLX_0518)


Design and Experiment of Optimization Control System for Variable Fertilization in Winter Wheat Field Based on Fuzzy PID
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    為了實現(xiàn)冬小麥實時變量精確追肥,研究了基于模糊PID控制技術(shù)的變量追肥機(jī)追肥量實時調(diào)整算法,通過對排肥器轉(zhuǎn)速和開度雙變量調(diào)節(jié),實現(xiàn)追肥量的優(yōu)化控制。系統(tǒng)首先采用粒子群優(yōu)化算法確定PID控制器參數(shù)的初始值,然后通過實時獲取冬小麥冠層歸一化植被指數(shù)和排肥器實時狀態(tài),結(jié)合模糊控制理論和PID控制技術(shù),對PID參數(shù)進(jìn)行在線整定,實時調(diào)整排肥器的轉(zhuǎn)速和開度,從而實現(xiàn)追肥量的最優(yōu)控制。試驗結(jié)果表明:施肥過程中,施肥量存在波動性。但施肥量變異系數(shù)小,最大為3.22%,均值為2.09%,可以滿足田間變量施肥的要求。模糊PID控制算法具有良好的動態(tài)穩(wěn)定性和跟蹤性能,無論是室內(nèi)試驗還是大田試驗的控制精度均達(dá)到86%以上。

    Abstract:

    In order to achieve real-time variable dressing at winter wheat jointing stage, the fertilizer quantity real-time adjustment algorithm based on fuzzy PID control was studied. To achieve the optimal control of fertilizer, the rotation speed and opening of fertilizer apparatus were real-timely adjusted online. With ITAE criterion as the fitness function, the initial values of PID controller parameters were determined based on particle swarm optimization algorithm (PSO). The algorithm combined the traditional PID control with fuzzy algorithm by acquiring the real-time parameters, such as the crop canopy real-time spectral information (Normalized differential vegetation index,NDVI), rotation speed and opening. The parameters of PID were set online and the rotation speed and opening of fertilizer apparatus were real-timely adjusted to achieve optimal control of variable dressing. Results showed that the fuzzy PID had good dynamic stability and tracking performance. A fluctuation existed on fertilizing amount during the process of fertilization. But the variation coefficient of fertilizing amount was small with the maximum value of 3.22% and average value of 2.09%, which met the requirements of field variable fertilization. In the laboratory tests, the maximum overshoot of rotation speed was about 11.96%, the maximum overshoot of opening did not exceed 14.94%, and the system precision could reach above 87%. In the field experiments, the maximum overshoot of rotation speed was about 12.80%, the maximum overshoot of opening did not exceed 14.79%, and the system precision could reach above 86%. The system had good stability, accuracy and rapidity and it was able to satisfy the agriculture technical requirements.

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陳滿,魯偉,汪小旵,孫國祥,張瑜.基于模糊PID的冬小麥變量追肥優(yōu)化控制系統(tǒng)設(shè)計與試驗[J].農(nóng)業(yè)機(jī)械學(xué)報,2016,47(2):71-76. Chen Man, Lu Wei, Wang Xiaochan, Sun Guoxiang, Zhang Yu. Design and Experiment of Optimization Control System for Variable Fertilization in Winter Wheat Field Based on Fuzzy PID[J]. Transactions of the Chinese Society for Agricultural Machinery,2016,47(2):71-76.

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  • 收稿日期:2015-09-30
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  • 在線發(fā)布日期: 2016-02-25
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