Improved Whale Optimization Algorithm for Maritime Autonomous Surface Ships Using Three Objectives Path Planning Based on Meteorological Data Article Swipe

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YOU? · · 2024 · Open Access · · DOI: https://doi.org/10.3390/jmse12081313

In recent years, global trade volume has been increasing, and marine transportation plays a significant role here. In marine transportation, the choice of transportation route has been widely discussed. Minimizing fuel consumption, minimizing voyage time, and maximizing voyage security are concerns of the International Maritime Organization (IMO) regarding Maritime Autonomous Surface Ships (MASS). These goals are contradictory and have not yet been effectively resolved. This paper describes the ship path-planning problem as a multi-objective optimization problem that considers fuel consumption, voyage time, and voyage security. The model considers wind and waves as marine environmental factors. Furthermore, this paper uses an improved Whale Optimization Algorithm to solve multi-objective problems. At the same time, it is compared to three advanced algorithms. Through seven three-objective test functions, the performance of the algorithm is tested and applied in path planning. The results indicate that the algorithm can effectively balance the fuel consumption, voyage time, and voyage security of the ship, offering reasonable paths.

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Artificial Intelligence

Automotive Engineering

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Fuel efficiency Whale Optimization algorithm Motion planning Path (computing) Marine engineering Computer science Consumption (sociology) Operations research Algorithm Engineering Mathematical optimization Artificial intelligence Automotive engineering Fishery Mathematics Programming language Social science Biology Sociology Robot

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Type: article
Language: en
Landing Page: https://doi.org/10.3390/jmse12081313
PDF: https://www.mdpi.com/2077-1312/12/8/1313/pdf?version=1722667579
OA Status: gold
Cited By: 5
References: 44
Related Works: 10
OpenAlex ID: https://openalex.org/W4401336989

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DOI: https://doi.org/10.3390/jmse12081313

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Title: Improved Whale Optimization Algorithm for Maritime Autonomous Surface Ships Using Three Objectives Path Planning Based on Meteorological Data

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Type: article

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Language: en

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Publication year: 2024

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Publication date: 2024-08-03

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Authors: Gongxing Wu, Hongyang Li, Weimin Mo

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Landing page: https://doi.org/10.3390/jmse12081313

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Concepts: Fuel efficiency, Whale, Optimization algorithm, Motion planning, Path (computing), Marine engineering, Computer science, Consumption (sociology), Operations research, Algorithm, Engineering, Mathematical optimization, Artificial intelligence, Automotive engineering, Fishery, Mathematics, Programming language, Social science, Biology, Sociology, Robot

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Cited by: 5

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