Path Planning Optimization for Agricultural Spraying Robots Using Hybrid Dragonfly – Cuckoo Search Algorithm

S. Muthukumaran, M. Ganesan, J. Dhanasekar, G. Loganathan
{"title":"Path Planning Optimization for Agricultural Spraying Robots Using Hybrid Dragonfly – Cuckoo Search Algorithm","authors":"S. Muthukumaran, M. Ganesan, J. Dhanasekar, G. Loganathan","doi":"10.47059/alinteri/v36i1/ajas21062","DOIUrl":null,"url":null,"abstract":"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.","PeriodicalId":42396,"journal":{"name":"Alinteri Journal of Agriculture Sciences","volume":"17 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2021-06-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Alinteri Journal of Agriculture Sciences","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.47059/alinteri/v36i1/ajas21062","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 5

Abstract

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.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
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
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。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
Alinteri Journal of Agriculture Sciences
Alinteri Journal of Agriculture Sciences AGRICULTURE, MULTIDISCIPLINARY-
自引率
0.00%
发文量
6
期刊最新文献
Efficacy of Senna Leaves Extract and Rosuvastatin on Blood Parameters of Inducing Hyperlipidemia Laboratory Rats The Response of Growth and Yield of Sweet Pepper (Capsicum Annuum) to the Spraying with Nano-amino Acids and Potassium Silicate Effect of Organic Fertilization with Humic Acid and Foliar Spraying with Bread Yeast Extract on the Growth and Yield of the Solanum Melongena L The Effect of different Types of Organic Fertilizers on the Growth and Yield of Vegetable Plants Risk Management and Operational Performance of Hospitality Enterprises – A Case Study in the North Central Region of Vietnam
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1