无线电工程2024,Vol.54Issue(6):1569-1575,7.DOI:10.3969/j.issn.1003-3106.2024.06.028
口岸城市末端无人机精准配送与投递模型
Last-mile Drone Precision Delivery and Distribution Model for Port Cities
摘要
Abstract
As the lack of research on scenario-specific characteristics of logistics drones,a last-mile drone model is proposed for application in southwest region,particularly in suburban and rural areas with hilly and mountainous terrains.For the needs of delivery process,the proposed dual-objective model introduces a"path planning+image registration delivery"approach.To ensure flight safety,the model uses the A*algorithm and ground hazard zone classification for"jumping"path planning strategy.The"template+SURF"algorithm is employed for quick localization and efficient unloading.The proposed path planning model has been validated through tests in real scenarios while avoiding the fire hazard area.It demonstrates a more than 50%improvement in efficiency compared to manual delivery.The proposed model can achieve 88%alignment accuracy with 14%of power consumption,which is 7%higher than the traditional SIFT algorithm in terms of power consumption and 57%higher in terms of accuracy.Compared with the Desnet algorithm,it is 18%lower in terms of power consumption and 7%lower in terms of accuracy.The designed system can greatly improve the distribution and delivery accuracy of logistics UAVs in hilly and mountainous areas,as well as in areas with a high degree of housing similarity.关键词
口岸城市末端/物流无人机/"跳跃式"路径规划/图像配准Key words
port city/logistics drones/last-mile distribution/"jumping"path planning/image registration分类
信息技术与安全科学引用本文复制引用
杨晓,姚敏..口岸城市末端无人机精准配送与投递模型[J].无线电工程,2024,54(6):1569-1575,7.基金项目
云南省科技厅科技计划项目(202101BA070001-006) (202101BA070001-006)
云南省哲学社会科学规划项目(QN202218)Science and Technology Program Project of Yunnan Pro-vincial Science and Technology Department(202101BA070001-006) (QN202218)
Philosophy and Social Science Planning Project of Yunnan Province(QN202218) (QN202218)