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基于TSSA-PID的果園噴霧機(jī)風(fēng)幕風(fēng)速調(diào)控系統(tǒng)研究
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山東省自然科學(xué)基金項目(ZR2023MC201)、山東省重點研發(fā)計劃項目(2022TZXD0011)和山東省農(nóng)業(yè)重大應(yīng)用技術(shù)創(chuàng)新項目


Wind Curtain Speed Control System of Orchard Sprayer Based on TSSA-PID
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    摘要:

    為降低果園風(fēng)送植保機(jī)械飄失量并提高冠層內(nèi)部沉積量和均勻性,,在果園風(fēng)送式防飄噴霧機(jī)基礎(chǔ)上提出了一種基于改進(jìn)麻雀搜索算法(Tent sparrow search algorithm,,TSSA)優(yōu)化PID參數(shù)的調(diào)控系統(tǒng)。該系統(tǒng)通過在麻雀搜索算法中引入Tent混沌映射,、隨機(jī)跟隨策略和逐維透鏡成像反向?qū)W習(xí),,提高對PID參數(shù)的尋優(yōu)能力,避免PID系統(tǒng)陷入局部,,提高風(fēng)幕風(fēng)速自動化調(diào)控水平,,進(jìn)而降低霧滴飄失量并提高冠層沉積量和均勻性。仿真試驗結(jié)果表明,,該算法與對比算法相比,,響應(yīng)時間降低 45.77%,超調(diào)量降低 13.22%,,具有更優(yōu)的自動調(diào)節(jié)能力,。田間試驗結(jié)果表明,調(diào)節(jié)風(fēng)幕風(fēng)速平均誤差和最長響應(yīng)時間分別為2.11%和0.8 s,,相對于其他算法分別降低24.1%和20%以上,。相比于果園風(fēng)送式防飄噴霧機(jī),應(yīng)用該系統(tǒng)后,,平均霧滴飄移,、地面流失量和霧滴沉積量分布變異系數(shù)分別減少13%、16.13% 和29.62%,,平均冠層沉積量提升11.97%,。研究成果為解決果園農(nóng)藥飄失和冠層內(nèi)部沉積問題提供了新的技術(shù)方案。

    Abstract:

    Orchard wind-sending plant protection machinery has low real-time performance, large drift, and poor environmental adaptability. To reduce the drift loss of orchard air-assisted plant protection machinery and improve the deposition amount and uniformity within the canopy, a control system based on the tent sparrow search algorithm (TSSA) to optimize PID (proportional-integralderivative) parameters was proposed on the basis of the orchard air-assisted anti-drift sprayer. This system enhanced the optimization ability for PID parameters by introducing tent chaotic mapping,,random following strategy, and dimension-by-dimension lens imaging reverse learning into the sparrow search algorithm, avoiding the PID system from falling into local minima, and improving the level of automation in wind curtain speed regulation. Consequently, it reduced the drift loss of droplets and enhanced the canopy deposition amount and uniformity. Simulation test results showed that compared with the contrast algorithms, the response time was reduced by 45.77%, and the overshoot was reduced by 13.22%, demonstrating superior automatic regulation capability. Actual test results indicated that the average error and the longest response time for adjusting the wind curtain speed were 2.11% and 0.8 s, respectively, which were 24.1% and 20% lower than those of other algorithms. Compared with the orchard air-assisted anti-drift sprayer, after applying this system, the drift of droplets, ground loss, and the coefficient of variation of droplet deposition distribution were reduced by 13%,,16.13%, and 29.62%, respectively, while the canopy deposition amount was increased by 11.97%. This research achievement provided a technical solution for addressing the problems of pesticide drift loss and canopy internal deposition in orchards.

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姜紅花,胡芳超,白鵬,劉理民,薛惠峰,毛文華,杜宜龍,楊祥海.基于TSSA-PID的果園噴霧機(jī)風(fēng)幕風(fēng)速調(diào)控系統(tǒng)研究[J].農(nóng)業(yè)機(jī)械學(xué)報,2024,55(s2):177-186. JIANG Honghua, HU Fangchao, BAI Peng, LIU Limin, XUE Huifeng, MAO Wenhua, DU Yilong, YANG Xianghai. Wind Curtain Speed Control System of Orchard Sprayer Based on TSSA-PID[J]. Transactions of the Chinese Society for Agricultural Machinery,2024,55(s2):177-186.

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  • 收稿日期:2024-07-28
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  • 在線發(fā)布日期: 2024-12-10
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