Litcius/Paper detail

Research on Robot Path Perception and Optimization Technology Based on Whale Optimization Algorithm

Jie Zan

2022Journal of Computational and Cognitive Engineering87 citationsDOIOpen Access PDF

Abstract

With the development of modern sensor technology, the automatic movement of robot has become a reality, and improving the path planning performance of robot in dynamic and complex environment is an important development direction of mobile robot intelligence. This time, based on the idea of hybrid path planning, whale optimization algorithm and computer perception technology are introduced to plan the path of the robot. In order to improve the performance of the traditional whale optimization algorithm, it is optimized and improved by genetic algorithm. Through the performance simulation analysis of the improved whale optimization algorithm, it can be seen that the improved algorithm has better path optimization performance and significantly improved efficiency compared with other traditional algorithms. It can perceive and calculate an optimized path. Received: 1 November 2021 | Revised: 22 February 2022 | Accepted: 24 February 2022 Conflicts of Interest The author declares that he has no conflicts of interest to this work.

Topics & Concepts

Motion planningRobotPath (computing)Computer scienceWhaleGenetic algorithmMobile robotOptimization algorithmPlan (archaeology)AlgorithmArtificial intelligenceMathematical optimizationMachine learningMathematicsGeographyProgramming languageFisheryArchaeologyBiologyRobotic Path Planning AlgorithmsRobotics and Sensor-Based LocalizationUnderwater Vehicles and Communication Systems