基于蜻蜓-布谷鸟混合搜索算法的农业喷洒机器人路径规划优化

S. Muthukumaran, M. Ganesan, J. Dhanasekar, G. Loganathan
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引用次数: 5

摘要

在农业景观上寻找无碰撞路径和优化路径覆盖一直是科学家和研究人员多年来研究的关键问题。关键的精准农业策略,如播种、喷洒肥料和收获,需要特殊的路径规划技术来实现有效的操作,并将直接影响到降低农场的运营成本。本研究工作的主要目的是在给定距离的农业景观中生成优化的顺序路线。本文提出并实现了一种新型的蜻蜓-布谷鸟混合搜索算法,以生成在温室环境中实现喷雾应用的顺序路径。本文将农业路线问题表示为旅行商问题,并通过仿真验证了算法的有效性。该算法在求解质量和计算效率方面均优于粒子群算法等其他计算技术。
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Path Planning Optimization for Agricultural Spraying Robots Using Hybrid Dragonfly – Cuckoo Search Algorithm
Finding collision-free paths and optimized path coverage over an agricultural landscape has been a critical research problem among scientists and researchers over the years. Key precision farming strategies such as seeding, spraying fertilizers, and harvesting require special path planning techniques for efficient operations and will directly influence reducing the running cost of the farm. The main objective of this research work is to generate an optimized sequential route in an agricultural landscape with the nominal distance. In this proposed work, a novel Hybrid Dragonfly – Cuckoo Search algorithm is proposed and implemented to generate the sequential route for achieving spraying applications in greenhouse environments. Here the agricultural routing problem is expressed as a Travelling Salesman Problem, and the simulations are performed to find the effectiveness of the proposed algorithm. The proposed algorithm has generated better results when compared with other computational techniques such as PSO in terms of both solution quality and computational efficiency.
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来源期刊
Alinteri Journal of Agriculture Sciences
Alinteri Journal of Agriculture Sciences AGRICULTURE, MULTIDISCIPLINARY-
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