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PSO based path planner of an autonomous mobile robot
2012
Open Computer Science
From the obtained fitness values of each particle in the swarm, the robot moves towards the particle which is having optimal fitness value. ...
AbstractA novel approach based on particle swarm optimization has been presented in this paper for solving mobile robot navigation task. ...
Lu and Gang [8] have proposed an algorithm using PSO for generating optimal path of a mobile robot in unknown environment. ...
doi:10.2478/s13537-012-0009-5
fatcat:zc56aavnyndg3nkyyox4acqw5q
PATH FINDING BASED ON ARTIFICIAL INTELLIGENCE TECHNIQUES: A REVIEW
2020
International Journal of Engineering Applied Sciences and Technology
The survey shows GA (genetic algorithm), PSO (particle swarm optimization), Neuro -fuzzy, fuzzy, ACO, from this review of this study finding a researcher used ANFIS, Fuzzy major used for path finding for ...
Path finding reduce the wear and capital investment of mobile robot. Several methodologies have been proposed and reported in the literature for the path planning of mobile robot. ...
In contrast, for the local path planning, almost all the information of the environment is unknown to the robot before starting [4] . ...
doi:10.33564/ijeast.2020.v05i04.013
fatcat:6ayyqxh5enbrplfunh5vkx2vva
Mobile Robot Navigation and Obstacle Avoidance Techniques: A Review
2017
International Robotics & Automation Journal
Therefore, an intelligent mobile robot is required that could travel autonomously in various static and dynamic environments. ...
The present article focuses on the study of the intelligent navigation techniques, which are capable of navigating a mobile robot autonomously in static as well as dynamic environments. ...
Specialized particle swarm optimization algorithm has been presented by Li et al. [126] for global optimum path planning of mobile robots. ...
doi:10.15406/iratj.2017.02.00023
fatcat:m6viumq36zf5zbfeexua475gjy
Path Planning for Mobile Robot Navigation in Unknown Indoor Environments using Hybrid PSOFS Algorithm
2020
IEEE Access
Particle Swarm Optimization and Fringe Search Algorithm, named PSOFS, and its simultaneous localization and mapping (SLAM) capability. ...
The results showed that PSOFS has successfully generated shorter, smoother, and safer paths than the algorithms for mobile robot navigation in unknown indoor environments. ...
PSOD, which is a hybrid algorithm of particle swarm optimization (PSO) algorithm and D* algorithm was presented by [26] in the year 2018 for mobile robot path planning in dynamic environments. ...
doi:10.1109/access.2020.3021605
fatcat:6thx3g2gmjdixpnxpmduacgoq4
Hybrid metaheuristic approach for robot path planning in static environment
2022
AIP Conference Proceedings
The aim of this research is to achieve best path planning of a mobile robot using the hybrid algorithm. ...
These algorithms are the Particle Swarming Optimization (PSO), the Ant Colony Optimization (ACO), and the hybrid approach of ACO&PSO. ...
Authors in [18] suggested a method for path-planning of multi robot. The proposed method is utilized the PSO as Multi-Objective Particle Swarm Optimization (MOPSO) algorithm. ...
doi:10.1063/5.0117663
fatcat:bs4vlitfcjfadbkhtuo2onqohi
Comparison Of Gsa, Sa And Pso Based Intelligent Controllers For Path Planning Of Mobile Robot In Unknown Environment
2015
Zenodo
This work proposes the performance of path planning and navigation of autonomous mobile robot using Gravitational Search Algorithm (GSA), Simulated Annealing (SA) and Particle Swarm optimization (PSO) ...
The main aim of the work is to minimize the length of the path and duration of travel from a starting point to a target while moving in an unknown environment with obstacles without collision. ...
[8] used PSO for finding optimal path for mobile robot in an unknown environment, where obstacles can be fixed or movable. ...
doi:10.5281/zenodo.1337858
fatcat:ln5d2nyutfdwde7ddsdx4alyea
A COMPARATIVE STUDY FOR WHEELED MOBILE ROBOT PATH PLANNING BASED ON MODIFIED INTELLIGENT ALGORITHMS
2019
THE IRAQI JOURNAL FOR MECHANICAL AND MATERIALS ENGINEERING
A modified optimization technique to solve the problem of path planning problemusing particle swarm optimization (PSO) method is given. ...
The goal of this paper is to plan a path and minimizing thepath lengths with obstacles avoidance for a mobile robot in static environment. ...
In 2016, T. A. Jaleel et al, suggested a hybrid control methodology using improved APF with modified CSA to path planning of decentralized method for multi mobile robot in moving environment. ...
doi:10.32852/iqjfmme.v19i1.266
fatcat:t5mshtpgirbhtgbqkxyqidav3a
A new multiple robot path planning algorithm: dynamic distributed particle swarm optimization
2017
Robotics and Biomimetics
In this paper, a new dynamic distributed particle swarm optimization (D 2 PSO) algorithm is proposed for trajectory path planning of multiple robots in order to find collision-free optimal path for each ...
robot in the environment. ...
Publisher's Note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. ...
doi:10.1186/s40638-017-0062-6
pmid:29152449
pmcid:PMC5668356
fatcat:enxbxuklpvd4hdutrp4kpti33i
MOBILE ROBOT NAVIGATION IN KNOWN MANUFACTURING PLANT ENVIRONMENT USING PARTICLE SWARM OPTIMIZATION
2023
Zenodo
In order to overcome this difficulty, the current study deals with the development of path planner using particle swarm optimization. ...
With the developed path planner, the mobile robot can navigate in known environment of manufacturing plant efficiently. ...
The current research work deals with the development of an efficient motion planning strategy in the known manufacturing plant environments using Particle Swarm Optimization (PSO). ...
doi:10.5281/zenodo.7586073
fatcat:qhrcnx632nekpgbdvpu4ubrnqa
APPLICATION OF AN IMPROVED ANT COLONY ALGORITHM IN ROBOT PATH PLANNING AND MECHANICAL ARM MANAGEMENT
2021
International Journal of Mechatronics and Applied Mechanics
On this basis, common particle swarm optimization algorithm is improved, and the improved ant colony algorithm calculation process is proposed. ...
The purpose is to apply intelligent algorithm to the field of robot and improve the efficiency of robot path planning. ...
Local path planning based on sensor is to plan the path of robot when the working environment information is completely or partially unknown, which can also be called dynamic path planning [8] . ...
doi:10.17683/ijomam/issue10/v1.25
fatcat:nbhsefaqija5lhzaonyflaac4y
Different Nature-Inspired Techniques Applied for Motion Planning of Wheeled Robot: A Critical Review
2018
International Journal of Advanced Robotics and Automation
The meaning of motion planning is to plan a path from start point to goal point between obstacles in any working environment. ...
This article presents a critical review on motion planning of wheeled robot by using different nature-inspired techniques like evolutionary algorithm and swarm-based optimization algorithm. ...
The implementation of various techniques in wheeled robot motion planning and obstacle avoidance is described below: -
Particle Swarm Optimization Algorithm Encoded in Wheeled Robot Particle Swarm Optimization ...
doi:10.15226/2473-3032/3/2/00136
fatcat:7feu6x3hrncdbgflwo23qowqvm
A comparative study of meta-heuristics for local path planning of a mobile robot
2021
figshare.com
A hybrid population-based optimization algorithm, i.e. the hybrid particle swarm and chemical reaction optimization (HPCRO) algorithm, has been used to obtain a smooth path for the robot in an unknown ...
Recent trends in path planning have led to a proliferation of studies that find solutions to the path planning problems in an unknown cluster environment. ...
Iterations 11: while (the stopping criteria not met) do 12: Select a molecule Mw from Pop randomly 13: If PSOCoeMw> γ then 14: PSOUpdate ( Best molecule/particle is the existing position of the robot ...
doi:10.6084/m9.figshare.13554179.v1
fatcat:brghfhe7lvctdobnlyp6n2s3na
Research on Intelligent Pick-Up Route Planning of a Logistics Cycle Automatic Robot
2022
Journal of Sensors
After analyzing the particle swarm optimization algorithm, the particle swarm optimization algorithm is optimized and improved and the path planning of a single robot is obtained. ...
In order to improve the efficiency of a logistics cycle robot picking up goods, a path planning algorithm based on artificial intelligence was proposed. ...
As a swarm intelligence optimization algorithm, the ant colony algorithm is also widely used in robot path planning [15] . ...
doi:10.1155/2022/4268589
fatcat:wxy7v4kfnzevxhstvo24ejikzi
Particle Swarm Algorithm Path-Planning Method for Mobile Robots Based on Artificial Potential Fields
2023
Sensors
The particle swarm algorithm can effectively solve the path-planning problem of a mobile robot, but the traditional particle swarm algorithm has the problems of a too-long path, poor global search ability ...
In this study, an artificial potential field-based particle swarm algorithm (apfrPSO) was proposed. ...
This study found the optimal set of path points P best using the improved particle swarm algorithm. ...
doi:10.3390/s23136082
pmid:37447930
pmcid:PMC10346364
fatcat:d7oidbgdsbdkdpsff6a7tybg7m
Path planning for the mobile robots in the environment with unknown obstacles
2016
2016 IEEE International Conference on Robotics and Biomimetics (ROBIO)
Nowadays, a lot of approaches are presented to solve path planning of robots in the unknown environment and path planning approaches under the unknown environment are current research hotspots and future ...
In this paper, the several common unknown environmental path planning methods and their current research progress are reviewed and the future direction of navigation and path planning are prospected. ...
network, fuzzy logic, genetic algorithm, ant colony optimization, and particle swarm optimization in the unknown environment in recent years. ...
doi:10.1109/robio.2016.7866481
dblp:conf/robio/ZhangSZZL16
fatcat:yh6bej2xd5fxroogjosh3z6fzy
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