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基于多目標優(yōu)化的飛防隊作業(yè)調度模型研究
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國家重點研發(fā)計劃項目(2017YFD0700601-2),、教育部人文社科基金項目(14YJCZH060)和中國農業(yè)科學院科技創(chuàng)新工程項目(農科院辦(2014)216號)


Scheduling Model of UAV Plant Protection Team Based on Multi-objective Optimization
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    摘要:

    針對面向植保服務訂單的多飛防隊協(xié)同作業(yè)模式,,綜合考慮訂單時間窗、病蟲害侵染狀況,、多機協(xié)同等關鍵因素,,建立以作業(yè)總收益最大、作業(yè)總時長最小為優(yōu)化目標的飛防隊作業(yè)調度模型;設計了訂單優(yōu)先級排序算法和基于帶精英策略的非支配排序遺傳算法(NSGA-Ⅱ)的作業(yè)路徑規(guī)劃算法,并對調度模型進行了求解,。以陜西省武功縣植保作業(yè)為例,對飛防隊作業(yè)調度模型及算法進行了驗證,,實驗表明,,建立的模型及算法能輸出滿足時間窗約束的Pareto最優(yōu)解集,具有良好的搜索性能以及穩(wěn)定的收斂性能,。該研究可為無人機飛防隊的調配與決策分析提供科學依據(jù),為農機智能調度系統(tǒng)開發(fā)提供參考,。

    Abstract:

    In recent years, with the development of technologies of agricultural aviation plant protection, plant protection drones was used more and more in the prevention and control of pests and diseases. Aiming at the multi-team collaborative operation mode for plant protection orders in the region, the key factors such as order time window, farmland infection status and multi-machine coordination were comprehensively considered, and a multi-objective scheduling model for UAV plant protection team with the maximum total revenue and the shortest total operation time as the optimization objective was established. The order priority sorting algorithm and the path planning algorithm based on the non-dominated sorting genetic algorithm (NSGA-Ⅱ) were designed to solve the model. A case study of plant protection operations in Wugong County, Shaanxi Province was carried out to illustrate the validity of the proposed model and algorithm. Experiments showed that the model and algorithm designed can output the Pareto optimal solution set satisfying the time window constraint, and can give reasonable transfer path and time arrangement for UAV plant protection team. Moreover, the algorithm had good search performance and stable convergence performance, which can meet the needs of real scheduling problems. At the same time, research showed that increasing the order window time was beneficial to increase the total operating income and reduce the total operation time. The research can provide a scientific basis for the deployment and decision analysis of the UAV plant protection team, and provide reference for the development of the agricultural machinery intelligent dispatching system.

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曹光喬,張慶凱,陳聰,張萌,張進龍,黃玉祥.基于多目標優(yōu)化的飛防隊作業(yè)調度模型研究[J].農業(yè)機械學報,2019,50(11):92-101. CAO Guangqiao, ZHANG Qingkai, CHEN Cong, ZHANG Meng, ZHANG Jinlong, HUANG Yuxiang. Scheduling Model of UAV Plant Protection Team Based on Multi-objective Optimization[J]. Transactions of the Chinese Society for Agricultural Machinery,2019,50(11):92-101.

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  • 收稿日期:2019-08-01
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  • 在線發(fā)布日期: 2019-11-10
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