Systems Engineering and Electronics ›› 2025, Vol. 47 ›› Issue (7): 2349-2356.doi: 10.12305/j.issn.1001-506X.2025.07.27
• Guidance, Navigation and Control • Previous Articles
Junchao TANG, Chunhe HU
Received:
2024-03-05
Online:
2025-07-16
Published:
2025-07-22
Contact:
Chunhe HU
CLC Number:
Junchao TANG, Chunhe HU. Complete coverage path planning for UAVs in 3D terrain and wind field environment[J]. Systems Engineering and Electronics, 2025, 47(7): 2349-2356.
Table 1
Comparison of planning results of regular scenes"
环境风 | 算法 | 路径长度/m | 平均功耗/W | 能量消耗(×104)/J | 覆盖率/% |
西风 | 单一往复式[ | 1 130 | 232.7 | 4.381 | 100 |
EG-CPP[ | 1 126 | 292.7 | 4.864 | 100 | |
本文算法 | 1 130 | 232.7 | 4.381 | 100 | |
西南风 | 单一往复式 | 1 130 | 423.2 | 7.119 | 100 |
EG-CPP | 1 331 | 299.3 | 6.366 | 100 | |
本文算法 | 1 324 | 297.8 | 6.320 | 100 | |
南风 | 单一往复式 | 1 130 | 381.3 | 5.737 | 100 |
EG-CPP | 1 126 | 278.7 | 4.740 | 100 | |
本文算法 | 1 127 | 238.2 | 4.418 | 100 | |
西北风 | 单一往复式 | 1 130 | 424.1 | 6.726 | 100 |
EG-CPP | 1 278 | 322.4 | 6.263 | 100 | |
本文算法 | 1 351 | 281.9 | 5.899 | 100 |
1 | XIANG H Y , HAN Y H , PAN N , et al. Study on multi-UAV cooperative path planning for complex patrol tasks in large cities[J]. Drones, 2023, 7 (6): 367. |
2 | SUI H G , ZHANG H , GOU G H , et al. Multi-UAV cooperative and continuous path planning for high-resolution 3D scene reconstruction[J]. Drones, 2023, 7 (9): 544. |
3 | PRATAP T , JOSHUA V H , DAVID M , et al. Sensor planning for a symbiotic UAV and UGV system for precision agriculture[J]. IEEE Trans.on Robotics, 2016, 32 (6): 1498- 1511. |
4 | FRANCESCO N , DIOGO D , ANNE S , et al. Towards real-time building damage mapping with low-cost UAV solutions[J]. Remote Sensing, 2019, 11 (3): 287. |
5 | CABREIRA M T , BRISOLARA B L , FERREIRA-JR P R . Survey on coverage path planning with unmanned aerial vehicles[J]. Drones, 2019, 3 (1): 4. |
6 | 张世勇, 张雪波, 苑晶, 等. 旋翼无人机环境覆盖与探索规划方法综述[J]. 控制与决策, 2022, 37 (3): 513- 529. |
ZHANG S Y , ZHANG X B , YUAN J , et al. A survey on cove-rage and exploration path planning with multi-rotor micro aerial vehicles[J]. Control and Decision, 2022, 37 (3): 513- 529. | |
7 | FEVGAS G , LAGKAS T , ARGYRIOU V , et al. Coverage path planning methods focusing on energy efficient and cooperative strategies for unmanned aerial vehicles[J]. Sensors, 2022, 22 (3): 1235. |
8 | AMNA K , IRAM N , HYEJEONG R , et al. Online complete coverage path planning using two-way proximity search[J]. Intelligent Service Robotics, 2017, 10 (3): 229- 240. |
9 | VASQUEZ-GOMEZ J I , MARCIANO-MELCHOR M , VAL ENTIN L , et al. Coverage path planning for 2D convex regions[J]. Journal of Intelligent & Robotic Systems, 2020, 97 (99): 81- 94. |
10 | TAUA M C , CARMELO D F , PAULO R F J , et al. Energy-aware spiral coverage path planning for UAV photogrammetric applications[J]. Computer Science, 2018, 3 (4): 3662- 3668. |
11 | YAN L , HAI C , MENG J E , et al. Coverage path planning for UAVs based on enhanced exact cellular decomposition method[J]. Mechatronics, 2011, 21 (5): 876- 885. |
12 | MARINA T , DAVID A P , JOSÉ L V , et al. Coverage path planning with unmanned aerial vehicles for 3D terrain reconstruction[J]. Expert Systems with Applications, 2016, 55 (C): 441- 451. |
13 | 王红星, 马学娇, 张长森. 一种凹多边形区域的无人机覆盖路径规划算法[J]. 航空兵器, 2021, 28 (6): 46- 52. |
WANG H X , MA X J , ZHANG C S . An algorithm of coverage path planning for UAV in concave polygon area[J]. Aero Weaponry, 2021, 28 (6): 46- 52. | |
14 | GHADDAR A , MEREI A , NATALIZIO E . PPS: energy-aware grid-based coverage path planning for UAVs using area partitioning in the presence of NFZs[J]. Sensors, 2020, 20 (13): 3742. |
15 |
吴靖宇, 朱世强, 宋伟, 等. 基于改进单元分解法的全覆盖路径规划[J]. 系统工程与电子技术, 2023, 45 (12): 3949- 3957.
doi: 10.12305/j.issn.1001-506X.2023.12.25 |
WU J Y , ZHU S Q , SONG W , et al. Coverage path planning based on improved cellular decomposition[J]. System Engineering and Electronics, 2023, 45 (12): 3949- 3957.
doi: 10.12305/j.issn.1001-506X.2023.12.25 |
|
16 | DAI R , FOTEDAR S , RADMANESH M , et al. Quality-aware UAV coverage and path planning in geometrically complex environments[J]. Ad Hoc Networks, 2018, 73, 95- 105. |
17 |
GONG Y G , CHEN K , NIU T Y , et al. Grid-based coverage path planning with NFZ avoidance for UAV using parallel self-adaptive ant colony optimization algorithm in cloud IoT[J]. Journal of Cloud Computing, 2022, 11, 29.
doi: 10.1186/s13677-022-00298-2 |
18 | THEILE M, BAYERLEIN H, NAI R, et al. UAV coverage path planning under varying power constraints using deep reinforcement learning[C]//Proc. of the IEEE/RSJ International Conference on Intelligent Robots and Systems, 2020: 1444-1449. |
19 | THEILE M, BAYERLEIN H, NAI R, et al. UAV path planning using global and local map information with deep reinforcement learning[C]//Proc. of the 20th International Conference on Advanced Robotics, 2021: 539-546. |
20 | THEILE M, BAYERLEIN H, CACCAMO M, et al. Learning to recharge: UAV coverage path planning through deep reinforcement learning[EB/OL]. [2024-02-05]. https://arxiv.org/abs/2309.03157. |
21 | 王宇, 陈海涛, 李海川. 基于引力搜索算法的植保无人机三维路径规划方法[J]. 农业机械学报, 2018, 49 (2): 28-33, 21. |
WANG Y , CHEN H T , LI H C . 3D path planning approach based on gravitational search algorithm for sprayer UAV[J]. Transactions of the Chinese Society for Agricultural Machinery, 2018, 49 (2): 28-33, 21. | |
22 | WANG H P, LI H Z, ZHANG C, et al. A 3D coverage path planning approach for flying cameras in nature environment under photogrammetric constraints[C]//Proc. of the 36th Chinese Control Conference, 2017: 6761-6766. |
23 | WANG H P , ZHANG S Y , ZHANG X Y , et al. Near-optimal 3-D visual coverage for quadrotor unmanned aerial vehicles under photogrammetric constraints[J]. IEEE Trans.on Industrial Electronics, 2021, 69 (2): 1694- 1704. |
24 | BIALAS J, DOLLER M. Coverage path planning for unmanned aerial vehicles in complex 3D environments with deep reinforcement learning[C]//Proc. of the IEEE International Conference on Robotics and Biomimetics, 2022: 1080-1085. |
25 | BIALAS J, DOELLER M, KATHREIN R. Robust multi- agent coverage path planning for unmanned airial vehicles (UAVs) in complex 3D environments with deep reinforcement learning[C]// Proc. of the IEEE International Conference on Robotics and Biomimetics, 2023. |
26 | COOMBES M, CHEN W H, LIU C. Boustrophedon coverage path planning for UAV aerial surveys in wind[C]//Proc. of the IEEE International Conference on Unmanned Aircraft Systems, 2017: 1563-1571. |
27 | COOMBES M , FLETCHER T , CHEN W , et al. Optimal polygon decomposition for UAV survey coverage path planning in wind[J]. Sensors, 2018, 18 (7): 2132. |
28 | VASQUEZ J I, GOMEZ C, DE-COTE E M, et al. Multirotor UAV coverage planning under wind conditions[C]//Proc. of the International Conference on Mechatronics, Electronics and Automotive Engineering, 2016: 32-37. |
29 | QIAN L , LIU H H T . Path-following control of a quadrotor UAV with a cable-suspended payload under wind disturbances[J]. IEEE Trans.on Industrial Electronics, 2019, 67 (3): 2021- 2029. |
30 | PU O , YUAN B Q , LI Z N , et al. Research on wind field visualization based on UAV wind measurement method[J]. Measurement Science and Technology, 2023, 35 (2): 025801. |
31 | DI F C , BUTTAZZO G . Coverage path planning for UAVs photogrammetry with energy and resolution constraints[J]. Journal of Intelligent & Robotic Systems, 2016, 83 (3/4): 445- 462. |
32 | 齐立哲, 华中伟, 苏昊, 等. 面向荒漠复杂地形的机器人在线全覆盖路径规划方法[J]. 控制与决策, 2024, 39 (4): 1095- 1103. |
QI L Z , HUA Z W , SU H , et al. Robot online fully coverage path planning algorithm for desert complex terrain[J]. Control and Decision, 2024, 39 (4): 1095- 1103. | |
33 | 阮贵航, 陈教料, 胥芳. 基于滚动优化和分散捕食者猎物模型的全覆盖路径规划算法[J]. 控制与决策, 2023, 38 (9): 2545- 2553. |
RUAN G H , CHEN J L , XU F . Complete coverage path planning algorithm based on rolling optimization and decentralized predator-prey model[J]. Control and Decision, 2023, 38 (9): 2545- 2553. | |
34 | CABREIRA T M, FERREIRA P R, DI F C, et al. Grid-based coverage path planning with minimum energy over irregular-shaped areas with UAVs[C]//Proc. of the IEEE International Conference on Unmanned Aircraft Systems, 2019: 758-767. |
[1] | Xiaowei FU, Xinyi WANG, Zhe QIAO. Attack-defense confrontation strategy of multi-UAV based on APIQ algorithm [J]. Systems Engineering and Electronics, 2025, 47(7): 2205-2215. |
[2] | Xiaozhen YAN, Xinyue ZHOU, Qinghua LUO. Improved A-star algorithm for dynamic path planning of unmanned ships [J]. Systems Engineering and Electronics, 2025, 47(7): 2314-2328. |
[3] | Siying LIN, Feng YU, Zhi XIONG, Fang WU, Zijun ZHOU. Low-cost UAV navigation method based on AHRS for GNSS intermittent denial [J]. Systems Engineering and Electronics, 2025, 47(7): 2329-2338. |
[4] | Xiaowei FU, Xinyi WANG, Zhe QIAO. Confront strategy of multi-unmanned aerial vehicle based on ASDDPG algorithm [J]. Systems Engineering and Electronics, 2025, 47(6): 1867-1879. |
[5] | Yijie LIU, Bin JIANG, Yajie MA, Wenbo LI, Chengrui LIU. Collision avoidance path planning and re-planning for USV formation [J]. Systems Engineering and Electronics, 2025, 47(6): 1964-1974. |
[6] | Ruijing CUI, Jianbin SUN, GKewei YAN, Minghao LI. Construction method of equipment operational test indicator system based on UAF [J]. Systems Engineering and Electronics, 2025, 47(5): 1536-1550. |
[7] | Wei CHEN, Congqing WANG, Qiang ZENG, Zhan LI. UAV coverage path planning for aircraft surface visual inspection [J]. Systems Engineering and Electronics, 2025, 47(4): 1206-1213. |
[8] | Ze GENG, Yanyan HUANG, Han ZHANG. UAV swarm anti-artillery search path planning based on artillery transfer path prediction [J]. Systems Engineering and Electronics, 2025, 47(4): 1222-1234. |
[9] | Zeyang YIN, Hao LIANG, Yuxin LIAO, Xiaofang CHEN, Yongfang XIE. UAV formation path planning based on reachable envelope analysis of dynamic obstacle [J]. Systems Engineering and Electronics, 2025, 47(4): 1275-1284. |
[10] | Shipei ZOU, Yuhui WANG, Hongrui LIU. Multi-round attack and defense game decision-making of UAVs based on RF-XGBoost algorithm [J]. Systems Engineering and Electronics, 2025, 47(2): 518-526. |
[11] | Zhongjie YIN, Bo HOU, Xiaolong JIN, Zhiliang FAN, Haiyang WANG. Covert spoofing method for anti-jamming UAV with array antenna [J]. Systems Engineering and Electronics, 2025, 47(2): 633-640. |
[12] | Jinxin LIU, Wei SHENG, Yumin ZHANG. Optimization algorithm for UAV formation consensus based on motion constraint [J]. Systems Engineering and Electronics, 2025, 47(1): 230-243. |
[13] | Yuqi XIA, Yanyan HUANG, Qia CHEN. Path planning for unmanned vehicle reconnaissance based on deep Q-network [J]. Systems Engineering and Electronics, 2024, 46(9): 3070-3081. |
[14] | Pengtao LIU, Jing LEI, Wei LIU. Unmanned aerial vehicle-enabled edge computing: architecture, multiple access and computation offloading [J]. Systems Engineering and Electronics, 2024, 46(9): 3198-3210. |
[15] | Gang ZHONG, Jiangying ZHOU, Sen DU, Honghai ZHANG, Hao LIU. Short-time trajectory deviation detection method for UAV based on trajectory prediction [J]. Systems Engineering and Electronics, 2024, 46(8): 2696-2708. |
Viewed | ||||||
Full text |
|
|||||
Abstract |
|
|||||