Optimal design of hydrofoil and marine propeller using micro-genetic algorithm (μGA)
Dublin Core
Title
Optimal design of hydrofoil and marine propeller using micro-genetic algorithm (μGA)
Subject
Genetic algorithm
boundary element method
hydrofoil
propeller
design optimization
Description
This paper presents results from the application of the genetic algorithm (GA) technique to the design optimization of hydrofoil and marine propeller incorporating potential based boundary element method (BEM). Although, larger population size as implemented by simple genetic algorithm (SGA) could find the optimal individual after a fewer number of generations than smaller population size, it is penalized by a longer amount of time to evaluate fitness in every generation. An investigation is, therefore, conducted in this research to implement micro genetic algorithm (μGA) with a very small population, and with simple genetic parameters, in order to achieve faster convergence to better solution from generation to generation. The technique is applied here to optimize hydrofoils of different plan forms, e.g., rectangular, elliptical, trapezoidal etc. Firstly, the hydrofoil design parameters, such as, angle of incidence, maximum thickness and camber ratios, aspect ratio, taper ratio, angle of sweep etc. are initialized randomly and the generated hydrofoil is analyzed by potential based boundary element method. GA then updates the design parameters over generation after generation and finally, finds an improved hydrofoil of maximum lift-drag ratio or minimum drag coefficient satisfying some design constraints. An improved blade or hydrofoil section is also designed by GA satisfying some design constraints. Finally, the technique is applied to the optimum design of marine propeller. In this study, μGA is found useful and prospective tool for the design optimization of hydrofoil and marine propeller due to its faster convergence. Keywords: Genetic algorithm, boundary element method, hydrofoil, propeller, design optimization  doi: 10.3329/jname.v1i1.2038 Journal of Naval Architecture and Marine Engineering 1(2004) 47-61
Creator
Karim, Md Mashud
Suzuki, K
Kai, H
Source
Journal of Naval Architecture and Marine Engineering; Vol. 1 No. 1 (2004); 47-61
2070-8998
1813-8535
Publisher
Association of Naval Architects and Marine Engineers
Date
2009-02-11
Relation
Format
application/pdf
Language
eng
Type
info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
Identifier
Citation
Md Karim Mashud, K Suzuki and H Kai, Optimal design of hydrofoil and marine propeller using micro-genetic algorithm (μGA), Association of Naval Architects and Marine Engineers, 2009, accessed November 22, 2024, https://igi.indrastra.com/items/show/3172