GENETIC ALGORITHM FOR MOBILE ROBOT ROUTE PLANNING WITH OBSTACLE AVOIDANCE

被引:10
|
作者
Kwasniewski, Konrad K. [1 ]
Gosiewski, Zdzislaw [1 ]
机构
[1] Bialystok Tech Univ, Fac Mech Engn, Ul Wiejska 45 C, PL-15351 Bialystok, Poland
关键词
Space Robotics; Mapping; Genetic Algorithm; Obstacle Avoidance;
D O I
10.2478/ama-2018-0024
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
Nowadays many public and private institutions begin space studies projects. Among many problems to solve there is a planet exploration. Now rovers are controlled directly from the Earth, e.g. Opportunity. Missions must be planned on the Earth using simulators. Much better will be when the mission planner could set the target area and work to do and the rover will perform it independently. The solution is to make it autonomous. Without need of external path planning the rover can cover a much longer distance. To make autonomous rovers real it is necessary to implement a target leaded obstacle avoidance algorithm. Solutions based on graph algorithms use a lot of computing power. The others use intelligent methods such as neural networks or fuzzy logic but their efficiency in a very complex environment is quite low. This work presents an obstacle avoidance algorithm which uses the genetic path finding algorithm. The actual version is based on the 2D map which is built by the robot and the 2nd degree B-spline is used for the path model. The performance in the most cases is high using only one processor thread. The GA can be also easily multithreaded. Another feature of the algorithm is that, due to the GA random nature, the chosen path can differ each time on the same map. The paper shows the results of the simulation tests. The maps have the various complexity levels. On every map one hundred tests were carried out. The algorithm brought the robot to the target successfully in the majority of runs.
引用
收藏
页码:151 / 159
页数:9
相关论文
共 50 条
  • [21] Optimal Trajectory Planning of a Mobile Robot with Spatial Manipulator For Obstacle Avoidance
    Mostafa, Shariati Nia
    Mostafa, Ghayour
    Masoud, Mosayebi
    [J]. INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS (ICCAS 2010), 2010, : 314 - 318
  • [22] MANFIS Approach for Path Planning and Obstacle Avoidance for Mobile Robot Navigation
    Mohanty, Prases Kumar
    Pandey, Krishna K.
    Parhi, Dayal R.
    [J]. ICT AND CRITICAL INFRASTRUCTURE: PROCEEDINGS OF THE 48TH ANNUAL CONVENTION OF COMPUTER SOCIETY OF INDIA - VOL I, 2014, 248 : 361 - 370
  • [23] Obstacle Avoidance and Path Planning Methods for Autonomous Navigation of Mobile Robot
    Katona, Kornel
    Neamah, Husam A.
    Korondi, Peter
    [J]. SENSORS, 2024, 24 (11)
  • [24] A Robot Obstacle Avoidance Method Based on Improved Genetic Algorithm
    Mao Lin
    Ji Xiaoming
    Qin Fei
    [J]. 2018 11TH INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION (ICICTA 2018), 2018, : 327 - 331
  • [25] Adaptive Niche Genetic Algorithm Based Path Planning and Dynamic Obstacle Avoidance of Mobile Robots
    Zeng Dehuai
    Xie Cunxi
    Li Xuemei
    Xu Gang
    [J]. 2008 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION AND LOGISTICS, VOLS 1-6, 2008, : 1858 - +
  • [26] Obstacle avoidance path planning for mobile robot based on Ant-Q reinforcement learning algorithm
    Vien, Ngo Anh
    Viet, Nguyen Hoang
    Lee, SeungGwan
    Chung, TaeChoong
    [J]. ADVANCES IN NEURAL NETWORKS - ISNN 2007, PT 1, PROCEEDINGS, 2007, 4491 : 704 - +
  • [27] The Algorithm for UAV Obstacle Avoidance and Route Planning Based on Reinforcement Learning
    Liu, Jiantong
    Wang, Zhengjie
    Zhang, Zhide
    [J]. PROCEEDINGS OF THE 11TH INTERNATIONAL CONFERENCE ON MODELLING, IDENTIFICATION AND CONTROL (ICMIC2019), 2020, 582 : 747 - 754
  • [28] A Study on Obstacle Avoidance of Mobile Robot
    Nguyen, Van-Quyet
    Oh, Se-Bong
    Ro, Hyen-Chul
    Cho, Chang-Jae
    Han, Sung-Hyun
    [J]. 2008 INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS, VOLS 1-4, 2008, : 2052 - +
  • [29] STRATEGY OF OBSTACLE AVOIDANCE FOR A MOBILE ROBOT
    MARCE, L
    JULLIERE, M
    PLACE, H
    [J]. RAIRO-AUTOMATIQUE-SYSTEMS ANALYSIS AND CONTROL, 1981, 15 (01): : 5 - 18
  • [30] Obstacle avoidance control of a mobile robot
    Rausis, K
    Myszkorowski, P
    Longchamp, R
    [J]. INTELLIGENT COMPONENTS AND INSTRUMENTS FOR CONTROL APPLICATIONS 1997 (SICICA'97), 1997, : 235 - 240