Terrain-Shape-Adaptive Coverage Path Planning With Traversability Analysis

被引:2
|
作者
Qiu, Wenwei [1 ]
Zhou, Dacheng [1 ]
Hui, Wenbo [1 ]
Kwabena, Afimbo Reuben [1 ]
Xing, Yubo [1 ]
Qian, Yi [1 ]
Li, Quan [1 ]
Pu, Huayan [1 ]
Xie, Yangmin [1 ,2 ]
机构
[1] Shanghai Univ, Sch Mechatron Engn & Automat, 99 Shangda Rd, Shanghai 200444, Peoples R China
[2] Shanghai Key Lab Intelligent Mfg & Robot, 99 Shangda Rd, Shanghai 200444, Peoples R China
基金
中国国家自然科学基金;
关键词
AGRICULTURAL ROBOTS; ALGORITHM; AREAS;
D O I
10.1007/s10846-024-02073-8
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Coverage path planning (CPP) is in great demand with applications in agriculture, mining, manufacturing, etc. Most research in this area focused on 2D CPP problems solving the coverage problem with irregular 2D maps. Comparatively, CPP on uneven terrains is not fully solved. When there are many slopy areas in the working field, it is necessary to adjust the path shape and make it adapt to the 3D terrain surface to save energy consumption. This article proposes a terrain-shape-adaptive CPP method with three significant features. First, the paths grow by themselves according to the local terrain surface shapes. Second, the growth rule utilizes the 3D terrain traversability analysis, which makes them automatically avoid entering hazardous zones. Third, the irregularly distributed paths are connected under an optimal sequence with an improved genetic algorithm. As a result, the method can provide an autonomously growing terrain-adaptive coverage path with high energy efficiency and coverage rate compared to previous research works. It is demonstrated on various maps and is proven to be robust to terrain conditions.
引用
收藏
页数:19
相关论文
共 50 条
  • [21] Robot online fully coverage path planning algorithm for desert complex terrain
    Qi L.-Z.
    Hua Z.-W.
    Su H.
    Wang X.-R.
    Sun Y.-Q.
    Kongzhi yu Juece/Control and Decision, 2024, 39 (04): : 1095 - 1103
  • [22] TA-RRT*: Adaptive Sampling-Based Path Planning Using Terrain Analysis
    Oh, Taegeun
    Won, Yun-Jae
    Lee, Sungjin
    APPLIED SCIENCES-BASEL, 2025, 15 (05):
  • [23] Adaptive Coverage Path Planning for Efficient Exploration of Unknown Environments
    Bouman, Amanda
    Ott, Joshua
    Kim, Sung-Kyun
    Chen, Kenny
    Kochenderfer, Mykel J.
    Lopez, Brett
    Agha-Mohammadi, Ali-akbar
    Burdick, Joel
    2022 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2022, : 11916 - 11923
  • [24] Bipedal Navigation Planning over Rough Terrain using Traversability Models
    McCrory, Stephen
    Mishra, Bhavyansh
    Griffin, Robert
    Pratt, Jerry
    Sevil, Hakki Erhan
    SOUTHEASTCON 2023, 2023, : 81 - 87
  • [25] Coverage path planning with unmanned aerial vehicles for 3D terrain reconstruction
    Torres, Marina
    Pelta, David A.
    Verdegay, Jose L.
    Torres, Juan C.
    EXPERT SYSTEMS WITH APPLICATIONS, 2016, 55 : 441 - 451
  • [26] A Distributed Approach for Robotic Coverage Path Planning Under Steep Slope Terrain Conditions
    Martinez-Figueora, Dania
    Das, Sanjoy
    Badgujar, Chetan
    Flippo, Daniel
    Welch, Stephen J.
    2022 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (SSCI), 2022, : 970 - 977
  • [27] Rough terrain traversability analysis based on relative features
    Department of Computer Science, Nanjing University of Science and Technology, Nanjing 210094, China
    Shu Ju Cai Ji Yu Chu Li, 2006, 1 (58-63):
  • [28] Traversability Analysis by Semantic Terrain Segmentation for Mobile Robots
    Hosseinpoor, Sadegh
    Torresen, Jim
    Mantelli, Mathias
    Pitto, Diego
    Kolberg, Mariana
    Maffei, Renan
    Prestes, Edson
    2021 IEEE 17TH INTERNATIONAL CONFERENCE ON AUTOMATION SCIENCE AND ENGINEERING (CASE), 2021, : 1407 - 1413
  • [29] Adaptive Coverage Path Planning of Marine Vehicles with Multi-Sensor
    Zhang, Zheng
    Wang, Peng
    2024 3RD CONFERENCE ON FULLY ACTUATED SYSTEM THEORY AND APPLICATIONS, FASTA 2024, 2024, : 1334 - 1339
  • [30] An Integrated Route and Path Planning Strategy for Skid-Steer Mobile Robots in Assisted Harvesting Tasks with Terrain Traversability Constraints
    Urvina, Ricardo Paul
    Guevara, Cesar Leonardo
    Vasconez, Juan Pablo
    Prado, Alvaro Javier
    AGRICULTURE-BASEL, 2024, 14 (08):