A Novel Edge Detection Algorithm for Mobile Robot Path Planning

Author:

Al-Jarrah Rami1ORCID,Al-Jarrah Mohammad2,Roth Hubert3

Affiliation:

1. Mechanical Engineering Department, Hashemite University, P.O. Box 330127, Zarqa 13133, Jordan

2. Department of Electrical and Computer Engineering, Khalifa University of Science and Technology, Abu Dhabi 127788, UAE

3. Automatic Control Engineering Institute (RST), Siegen University, Siegen, Germany

Abstract

A novel detection algorithm for vision systems has been proposed based on combined fuzzy image processing and bacterial algorithm. This combination aims to increase the detection efficiency and reduce the computational time. In addition, the proposed algorithm has been tested through real-time robot navigation system, where it has been applied to detect the robot and obstacles in unstructured environment and generate 2D maps. These maps contain the starting and destination points in addition to current positions of the robot and obstacles. Moreover, the genetic algorithm (GA) has been modified and applied to produce time-based trajectory for the optimal path. It is based on proposing and enhancing the searching ability of the robot to move towards the optimal path solution. Many scenarios have been adopted in indoor environment to verify the capability of the new algorithm in terms of detection efficiency and computational time.

Publisher

Hindawi Limited

Subject

General Computer Science,Control and Systems Engineering

Cited by 24 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Path Planning Algorithms for Mobile Robots: A Survey;Motion Planning for Dynamic Agents;2023-11-26

2. Monocular‐based collision avoidance system for unmanned aerial vehicle;IET Smart Cities;2023-11-09

3. A Survey on Navigation Approaches for Automated Guided Vehicle Robots in Dynamic Surrounding;IEEE Access;2023

4. A Comparative Analysis of Various Loss Functions for Image Data Hiding Using Deep Neural Network;Lecture Notes in Networks and Systems;2022-11-14

5. Path planning of mobile robots based on improved A* algorithm;2022 Asia Conference on Advanced Robotics, Automation, and Control Engineering (ARACE);2022-08

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