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Research on AUV Energy Saving 3D Path Planning with Mobility Constraints

Guocheng Zhang, Jixiao Liu, Yu‐Shan Sun, Xiangrui Ran, Puxin Chai

2022Journal of Marine Science and Engineering24 citationsDOIOpen Access PDF

Abstract

This paper aims to focus on the path planning problem of AUV in the marine environment. As well as considering the path length and safe obstacle avoidance, ocean currents should not be ignored as the main factor affecting the navigation energy consumption of AUV. At the same time, the path should satisfy the mobility constraint of AUV; otherwise, the path is inaccessible to AUV. For the above problems, this paper presents a path planning algorithm based on an improved particle swarm (EPA-PSO); the fitness function is designed based on path length, energy consumption, and mobility constraints. The updated law of particle velocity and the initialization law of particles are improved, and the possible optimal solutions are stored in the feasible solution set; finally, the optimal solutions are obtained by comparison. The local jumping ability is given to the particle swarm so that the particles can jump out of the local optimal solution. The path planning simulation experiment is compared with the traditional PSO algorithm. The results show that the EPA-PSO algorithm proposed in this paper can be used in the AUV three-dimensional path planning process. It can effectively save energy and make the navigation path of AUV satisfy the requirements of maneuverability. The field experiment was completed in Shanghai, China, and the experiment proved that it was feasible to obtain a path satisfying the maneuverability constraints with optimal energy consumption for the problems studied in this paper.

Topics & Concepts

Motion planningInitializationParticle swarm optimizationMathematical optimizationPath (computing)Energy consumptionObstacleComputer scienceShortest path problemConstraint (computer-aided design)Control theory (sociology)EngineeringMathematicsArtificial intelligenceGraphLawElectrical engineeringControl (management)RobotProgramming languageMechanical engineeringPolitical scienceTheoretical computer scienceRobotic Path Planning AlgorithmsMaritime Navigation and SafetyUnderwater Vehicles and Communication Systems
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