Path Planning for Autonomous Underwater Vehicles Under the Influence of Ocean Currents Based on a Fusion Heuristic Algorithm

Recently, research on path planning for the autonomous underwater vehicles (AUVs) has developed rapidly. Heuristic algorithms have been widely used to plan a path for AUV, but most traditional heuristic algorithms are facing two problems, one is slow convergence speed, the other is premature converg...

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Vydáno v:IEEE transactions on vehicular technology Ročník 70; číslo 9; s. 8529 - 8544
Hlavní autoři: Wen, Jiabao, Yang, Jiachen, Wang, Tianying
Médium: Journal Article
Jazyk:angličtina
Vydáno: New York IEEE 01.09.2021
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Témata:
Algorithms
Ant colony optimization
ant colony optimization algorithm
autonomous underwater vehicle
Autonomous underwater vehicles
Clustering algorithms
Convergence
Genetic algorithm
Genetic algorithms
Heuristic
Heuristic algorithms
heuristic algorithms fusion
Heuristic methods
Kinematics
Ocean currents
Oceans
Path planning
Planning
Simulated annealing
ISSN:0018-9545, 1939-9359
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Shrnutí:Recently, research on path planning for the autonomous underwater vehicles (AUVs) has developed rapidly. Heuristic algorithms have been widely used to plan a path for AUV, but most traditional heuristic algorithms are facing two problems, one is slow convergence speed, the other is premature convergence. To solve the above problems, this paper proposes a new heuristic algorithms fusion, which improves the genetic algorithm with the ant colony optimization algorithm and the simulated annealing algorithm. In addition, to accelerate convergence and expand the search space of the algorithm, some algorithms like trying to cross, path self-smoothing and probability of genetic operation adjust adaptively are proposed. The advantages of the proposed algorithm are reflected through simulated comparative experiments. Besides, this paper proposes an ocean current model and a kinematics model to solve the problem of AUV path planning under the influence of ocean currents.
Bibliografie:ObjectType-Article-1
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ISSN:0018-9545
1939-9359
DOI:10.1109/TVT.2021.3097203