期刊文献+

农村地区无人机配送站点多目标选址优化研究 被引量:3

Multi-objective optimization of UAV distribution location in rural areas
下载PDF
导出
摘要 无人机配送站点的选址是影响其配送总成本及配送效率的关键因素。考虑农村地区地形限制和无人机续航里程的约束,建立了无人机配送站点选址的多目标规划模型。基于分层序列法的思想,首先通过贪婪重叠圆算法确定无人机配送站点的最小数量,然后设计改进的萤火虫算法,建立线性惩罚项和反向学习机制,确定无人机配送站点的位置及配送区域。最后通过算例验证了模型的合理性和有效性。 The location of unmanned aerial vehicle(UAV) distribution sites is a key factor affecting its total distribution cost and distribution efficiency.Considering the constraints of rural terrain and UAV range, a multi-target planning model was established for the location of distribution sites.Based on the idea of the hierarchical sequence method, the minimum number of unmanned aerial vehicle distribution sites was determined by the greedy overlapping circle algorithm, the improved firefly algorithm was designed, the linear penalty and reverse learning mechanism were established, and the location and distribution area of the unmanned aerial vehicle distribution site were determined.Finally, the rationality and validity of the model were verified.
作者 陈亮 谷晓燕 刘建国 王志钢 CHEN Liang;GU Xiaoyan;LIU Jianguo;WANG Zhigang(School of Information Management,Beijing Information Science&Technology University,Beijing 100192,China)
出处 《北京信息科技大学学报(自然科学版)》 2022年第3期34-40,共7页 Journal of Beijing Information Science and Technology University
基金 国家自然科学基金资助项目(71701020) 装备预研领域基金资助项目(61403120404)。
关键词 农村地区 无人机 配送站点选址 分层序列法 改进萤火虫算法 rural areas unmanned aerial vehicle(UAV) location selection of distribution sites hierarchical sequence method improved firefly algorithm
  • 相关文献

参考文献8

二级参考文献86

  • 1马云峰,杨超,张敏,郝春艳.基于时间满意的最大覆盖选址问题[J].中国管理科学,2006,14(2):45-51. 被引量:79
  • 2Goldengorin B, Ghosh D, Siekrsma G. Branch and peg algorihthms for the simple plant location problem[J]. Computers & Operations Research, 2003,30 (5) : 967- 981.
  • 3Harkness J,ReVelle C. Facility location with increas- ing production costs [J]. European Journal of Opera- tional Research, 2003,145 (10) : 1-13.
  • 4黄亮,孙磊,王宁,金晓明.Multiobjective Optimization of Simulated Moving Bed by Tissue P System[J].Chinese Journal of Chemical Engineering,2007,15(5):683-690. 被引量:8
  • 5Xu J P, Yao L M, Zhao X D. A multi-objective chance-constrained network optimal model with random fuzzy coefficients and its application to logistics distribution center location problem[J]. Fuzzy Optimization and Decision Making, 2011, 10(3): 255-285.
  • 6Drezner Z, Scott C H. Location of a distribution center for a perishable product[J], Mathematical Methods of Operations Research, 2013, 78(3): 301-314.
  • 7Paun G. Computing with membranes[J]. Journal of Computer and System Sciences, 2000, 61(1): 108-143.
  • 8Nishida T Y. An application of P-systems: a new algorithm for NP-complete optimization problems[C]//Proceedings of the 8th World Multi-Conference on Systems, Cybernetics and Informatics. Orlando: 2004, 109-112.
  • 9Nishida T Y. Membrane algorithm with brownian subalgorithm and genetic subalgorithm[J]. International Journal of Foundations of Computer Science, 2007, 18(6): 1353-1360.
  • 10Leporati A, Pagani D. A membrane algorithm for the min storage problem[J]. Lecture Notes in Computer Science, 2006, 4361(1): 397-416.

共引文献123

同被引文献29

引证文献3

二级引证文献2

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部