UAV flight strategy algorithm based on dynamic programming

被引:6
|
作者
Zhang Zixuan [1 ]
Wu Qinhao [2 ]
Zhang Bo [3 ]
Yi Xiaodong [1 ]
Tang Yuhua [1 ]
机构
[1] Natl Univ Def Technol, Coll Comp, Changsha 410073, Hunan, Peoples R China
[2] Natl Univ Def Technol, Coll Elect Sci, Changsha 410073, Hunan, Peoples R China
[3] Natl Innovat Inst Def Technol, Beijing 100010, Peoples R China
基金
中国国家自然科学基金;
关键词
motion state space; map stratification; computational complexity; dynamic programming (DP); envirommental adaptability; NETWORKS;
D O I
10.21629/JSEE.2018.06.16
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Unmanned aerial vehicles (UAVs) may play an important role in data collection and offloading in vast areas deploying wireless sensor networks, and the UAV's action strategy has a vital influence on achieving applicability and computational complexity. Dynamic programming (DP) has a good application in the path planning of UAV, but there are problems in the applicability of special terrain environment and the complexity of the algorithm. Based on the analysis of DP, this paper proposes a hierarchical directional DP (DDP) algorithm based on direction determination and hierarchical model. We compare our methods with 0-learning and DP algorithm by experiments, and the results show that our method can improve the terrain applicability, meanwhile greatly reduce the computational complexity.
引用
收藏
页码:1293 / 1299
页数:7
相关论文
共 50 条
  • [31] Smart Battery Dispatch Strategy Based On Dynamic Programming
    Liang, Yi
    Zhang, Shuo
    Liu, Jinwen
    Zhang, Fengjuan
    Wang, Qing
    Xu, Zhonghu
    Guo, Jing
    Chen, Zeya
    Ma, Zan
    11TH IEEE INTERNATIONAL CONFERENCE ON CONTROL AND AUTOMATION (ICCA), 2014, : 296 - 301
  • [32] A Grid-Map-Oriented UAV Flight Path Planning Algorithm Based on ACO Algorithm
    Tian, Wei
    Yang, Zhihua
    COMMUNICATIONS, SIGNAL PROCESSING, AND SYSTEMS, CSPS 2018, VOL II: SIGNAL PROCESSING, 2020, 516 : 1206 - 1216
  • [33] Equilibrium Positions for UAV Flight by Dynamic Soaring
    Zhu, Bingjie
    Hou, Zhongxi
    Shan, Shangqiu
    Wang, Xinzhu
    INTERNATIONAL JOURNAL OF AEROSPACE ENGINEERING, 2015, 2015
  • [34] Longitudinal flight dynamic analysis of an agile UAV
    Maqsood, Adnan
    Go, Tiauw Hiong
    AIRCRAFT ENGINEERING AND AEROSPACE TECHNOLOGY, 2010, 82 (05): : 288 - 295
  • [35] Differential Dynamic Programming based Hybrid Manipulation Strategy for Dynamic Grasping
    Zhou, Cheng
    Long, Yanbo
    Shi, Lei
    Zhao, Longfei
    Zheng, Yu
    2023 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA 2023), 2023, : 8040 - 8046
  • [36] A novel control strategy for active battery thermal management systems based on dynamic programming and a genetic algorithm
    Fan, Yuqian
    Zuo, Xiangang
    Zhan, Di
    Zhao, Jifei
    Zhang, Guifeng
    Wang, Huanyu
    Wang, Ke
    Yang, Shuting
    Tan, Xiaojun
    APPLIED THERMAL ENGINEERING, 2023, 233
  • [37] Research on the Energy Management Strategy of a Hybrid Tractor OS-ECVT Based on a Dynamic Programming Algorithm
    Zhang, Kai
    Deng, Xiaoting
    Lu, Zhixiong
    Wang, Tao
    AGRICULTURE-BASEL, 2024, 14 (09):
  • [38] Analysis of the Multi Strategy Goal Programming for Micro-Grid Based on Dynamic ant Genetic Algorithm
    Qiu, J. P.
    Niu, D. X.
    PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON MECHANICAL ENGINEERING AND CONTROL SYSTEMS (MECS2015), 2016, : 363 - 367
  • [39] UAV flight data anomaly detection algorithm based on LSTM-GAN
    Wang F.
    Gao L.
    Xu T.
    Wang L.
    Zhongguo Guanxing Jishu Xuebao/Journal of Chinese Inertial Technology, 2022, 30 (02): : 264 - 271
  • [40] Research on UAV 3D flight track planning and dynamic obstacle avoidance algorithm
    Tan J.
    Ma X.
    Li X.
    Yi Qi Yi Biao Xue Bao/Chinese Journal of Scientific Instrument, 2019, 40 (12): : 224 - 233