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Hybrid motion planning task allocation model for AUV’s safe maneuvering in a realistic ocean environment
journal contribution
posted on 2019-04-01, 00:00 authored by Somaiyeh MahmoudZadeh, D M W Powers, K Sammut, A M Yazdani, A AtyabiThis paper presents a hybrid route-path planning model for an Autonomous Underwater Vehicle’s task assignment and management while the AUV is operating through the variable littoral waters. Several prioritized tasks distributed in a large scale terrain is defined first; then, considering the limitations over the mission time, vehicle’s battery, uncertainty and variability of the underlying operating field, appropriate mission timing and energy management is undertaken. The proposed objective is fulfilled by incorporating a route-planner that is in charge of prioritizing the list of available tasks according to available battery and a path-planer that acts in a smaller scale to provide vehicle’s safe deployment against environmental sudden changes. The synchronous process of the task assign-route and path planning is simulated using a specific composition of Differential Evolution and Firefly Optimization (DEFO) Algorithms. The simulation results indicate that the proposed hybrid model offers efficient performance in terms of completion of maximum number of assigned tasks while perfectly expending the minimum energy, provided by using the favorable current flow, and controlling the associated mission time. The Monte-Carlo test is also performed for further analysis. The corresponding results show the significant robustness of the model against uncertainties of the operating field and variations of mission conditions.
History
Journal
Journal of intelligent and robotic systems: theory and applicationsVolume
94Issue
1Pagination
265 - 282Publisher
SpringerLocation
New York, N.Y.Publisher DOI
ISSN
0921-0296eISSN
1573-0409Language
engPublication classification
C1 Refereed article in a scholarly journalCopyright notice
2018, Springer Science+Business Media B.V.Usage metrics
Categories
Keywords
Science & TechnologyTechnologyComputer Science, Artificial IntelligenceRoboticsComputer ScienceAutonomous underwater vehiclePath planningAutonomous missionTask allocationMission timingMission managementUNDERWATERALGORITHMInformation SystemsArtificial Intelligence and Image ProcessingDistributed Computing