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基于改進(jìn)蝙蝠算法和圓柱坐標(biāo)系的農(nóng)業(yè)無(wú)人機(jī)航跡規(guī)劃
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嶺南現(xiàn)代農(nóng)業(yè)科學(xué)與技術(shù)廣東省實(shí)驗(yàn)室科研項(xiàng)目(NT2021009),、國(guó)家自然科學(xué)基金項(xiàng)目(32271997),、廣東省自然科學(xué)基金項(xiàng)目(2021A1515010923)、廣東省普通高校重點(diǎn)領(lǐng)域?qū)m?xiàng)(2020ZDZX3061)和財(cái)政部和農(nóng)業(yè)農(nóng)村部:國(guó)家現(xiàn)代農(nóng)業(yè)產(chǎn)業(yè)技術(shù)體系建設(shè)專項(xiàng)(CARS-26)


Track Planning of Agricultural UAV Based on Improved Bat Algorithm and Cylindrical Coordinate System
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    摘要:

    針對(duì)傳統(tǒng)蝙蝠算法全局搜索能力不足的問(wèn)題,,提出一種改進(jìn)蝙蝠算法(IBA-FCS),,通過(guò)設(shè)計(jì)脈沖變頻策略、自適應(yīng)局部搜索策略和變異機(jī)制,,有效提升了算法的全局搜索能力,。基于經(jīng)典測(cè)試函數(shù)的尋優(yōu)結(jié)果表明,,與粒子群算法,、傳統(tǒng)蝙蝠算法和其他改進(jìn)蝙蝠算法相比,IBA-FCS算法具有更好的尋優(yōu)性能。針對(duì)農(nóng)業(yè)無(wú)人機(jī)的航跡規(guī)劃問(wèn)題,,結(jié)合山地果園飛行環(huán)境的三維地形數(shù)據(jù),,構(gòu)建了農(nóng)業(yè)無(wú)人機(jī)安全航跡規(guī)劃模型,設(shè)計(jì)了多因素約束的飛行成本函數(shù),;同時(shí),,將航跡規(guī)劃模型的求解空間由笛卡爾坐標(biāo)系變換到圓柱坐標(biāo)系,進(jìn)一步提升IBA-FCS算法的尋優(yōu)效率,,從而獲取更好的航跡規(guī)劃方案,。仿真實(shí)驗(yàn)結(jié)果表明,在具有不同數(shù)量障礙物的多個(gè)飛行任務(wù)中,,IBA-FCS算法較傳統(tǒng)蝙蝠算法的飛行成本函數(shù)適應(yīng)度平均下降20.3355%,,并且基于圓柱坐標(biāo)系的IBA-FCS算法求解的飛行成本函數(shù)適應(yīng)度較基于笛卡爾坐標(biāo)系的規(guī)劃結(jié)果平均下降4.6127%。實(shí)地場(chǎng)景實(shí)驗(yàn)結(jié)果表明,,基于IBA-FCS算法的規(guī)劃方案能夠收斂于最優(yōu)航跡,,進(jìn)一步驗(yàn)證了山地果園靜態(tài)障礙環(huán)境下應(yīng)用改進(jìn)蝙蝠算法和圓柱坐標(biāo)系進(jìn)行農(nóng)業(yè)無(wú)人機(jī)安全航跡規(guī)劃的可行性和有效性。

    Abstract:

    In order to solve the problem of insufficient global search ability of original bat algorithm, an improved bat algorithm (IBA-FCS) was proposed, which effectively improved the global search ability of the algorithm by designing pulse frequency conversion strategy, adaptive local search strategy and mutation mechanism. The optimization results based on classical test functions showed that compared with particle swarm optimization algorithm, original bat algorithm and other improved bat algorithms, IBA-FCS algorithm had better optimization performance. Aiming at the track planning problem of agricultural UAV, combined with the three-dimensional terrain data of mountain orchard flight environment, the safety track planning model of agricultural UAV was constructed, and the flight cost function with multifactor constraints was designed;at the same time, the solution space of the track planning model was transformed from Cartesian coordinate system to cylindrical coordinate system to further improve the optimization efficiency of IBA-FCS algorithm, so as to obtain a better track planning scheme. Simulation results showed that in multiple missions with different numbers of obstacles, the fitness of IBA-FCS algorithm was 20.3355% lower than that of original BA algorithm, and the fitness of IBA-FCS algorithm based on cylindrical coordinate space was 4.6127% lower than that of IBA-FCS algorithm based on Cartesian coordinate space. The results of field experiments showed that the track planning scheme based on IBA-FCS algorithm can converge to the shortest track, which further verified the feasibility and effectiveness of applying improved bat algorithm and cylindrical coordinate system to agricultural UAV safety track planning in mountain orchard static obstacle environment.

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呂石磊,范仁杰,李震,陳嘉鴻,謝家興.基于改進(jìn)蝙蝠算法和圓柱坐標(biāo)系的農(nóng)業(yè)無(wú)人機(jī)航跡規(guī)劃[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2023,54(1):20-29,,63. Lü Shilei, FAN Renjie, LI Zhen, CHEN Jiahong, XIE Jiaxing. Track Planning of Agricultural UAV Based on Improved Bat Algorithm and Cylindrical Coordinate System[J]. Transactions of the Chinese Society for Agricultural Machinery,2023,54(1):20-29,,63.

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  • 收稿日期:2022-03-10
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  • 在線發(fā)布日期: 2023-01-10
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