JOURNAL ARTICLE

Improved Trajectory Planning of Mobile Robot Based on Pelican Optimization Algorithm

Rand Zuhair KhaleelHind Z. KhaleelAhmed Abdulhussein Abdullah Al-HareeriAbdulkareem Sh. Mahdi Al-ObaidiAmjad J. Humaidi

Year: 2024 Journal:   Journal Européen des Systèmes Automatisés Vol: 57 (4)Pages: 1005-1013   Publisher: International Information and Engineering Technology Association

Abstract

The problem of trajectory for mobile robots included motion mobile robot from beginning point to end-point without collision with the obstacles.This article proposed two optimization methods, represented by Pelican Optimization Algorithm (POA) and Particle Optimization Algorithm (PSO) to have optimal trajectory for the mobile wheeled robot without collision in presence of obstacles.A minimization of the Mean Square Error (MSE) of positions (x,y) and orientation (θ) as fitness function for the proposed techniques.The mathematical representation of a mobile wheeled robot has been developed and experimental results have been conducted to verify the numerical results, which have been simulated using MATLAB software environment.The results showed that both POA and PSO could successfully avoid static obstacles.In addition, the results showed that less trajectory error can be obtained with POA as compared to PSO.The experimental validation is done using a BOE-Bot wheeled mobile robot.This robot attached with WiFi camera used to detect the obstacle coordinates using suggested POA algorithm.

Keywords:
Computer science Mobile robot Trajectory Pelican Optimization algorithm Motion planning Artificial intelligence Robot Computer vision Mathematical optimization Mathematics Biology

Metrics

21
Cited By
11.13
FWCI (Field Weighted Citation Impact)
54
Refs
0.97
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Robotic Path Planning Algorithms
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition

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