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Published in: Soft Computing 23/2018

05-05-2018 | Methodologies and Application

Innovative Savonius rotors evolved by genetic algorithm based on 2D-DCT encoding

Authors: Qianwei Zhou, Zhang Xu, Shengyong Cheng, Yujiao Huang, Jie Xiao

Published in: Soft Computing | Issue 23/2018

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Abstract

The Savonius rotor is mainly known by its design simplicity, low cost, easy installation, good starting ability, relatively low operating speed and independent to wind directions. Over the last few decades, although many investigations around the world have reported performance gains of the Savonius rotor, none of the available techniques is capable of automatic generating innovative Savonius rotor geometries other than predefined models such as semicircular or its variations. This study aims to investigate the geometry optimization ability of evolution algorithms based on two-dimensional discrete cosine transformation (2D-DCT) through numerical simulations. By considering the cross-sectional area of a Savonius rotor as a picture, 2D-DCT has been employed to compress and encode the cross-sectional geometry into genomes which will be evolved by Genetic Algorithms to maximize their average torque coefficient. According to numerical simulation, the proposed technique improved the efficiency by 13.77% at tip speed ratio (TSR) 1.0 and 21.11% at TSR 0.0838, which discovered impressive and thought promoting innovative geometries automatically.

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Appendix
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Metadata
Title
Innovative Savonius rotors evolved by genetic algorithm based on 2D-DCT encoding
Authors
Qianwei Zhou
Zhang Xu
Shengyong Cheng
Yujiao Huang
Jie Xiao
Publication date
05-05-2018
Publisher
Springer Berlin Heidelberg
Published in
Soft Computing / Issue 23/2018
Print ISSN: 1432-7643
Electronic ISSN: 1433-7479
DOI
https://doi.org/10.1007/s00500-018-3214-x

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