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id caadria2019_007
authors Wang, Likai, Janssen, Patrick and Ji, Guohua
year 2019
title Diversity and Efficiency - A Hybrid Evolutionary Algorithm Combining an Island Model with a Steady-state Replacement Strategy
source M. Haeusler, M. A. Schnabel, T. Fukuda (eds.), Intelligent & Informed - Proceedings of the 24th CAADRIA Conference - Volume 2, Victoria University of Wellington, Wellington, New Zealand, 15-18 April 2019, pp. 593-602
summary Standard evolutionary algorithms have limited use in practical architectural design tasks. This may be due to the poor search efficiency and the lack of diversity of the result. In order to overcome these weaknesses, this paper proposes a hybrid evolutionary algorithm combining an island model approach (parallel distributed technique) and a steady-state replacement strategy for maintaining a rich design diversity of the result while speeding up the search process. Through a demonstration, it is shown that the hybrid algorithm can effectively improve both design diversity and search efficiency.
keywords hybrid evolutionary algorithms; island models; steady-state replacements; design diversity; search efficiency
series CAADRIA
email dg1436002@smail.nju.edu.cn
full text file.pdf (3,925,887 bytes)
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