| 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 |
| doi |
https://doi.org/10.52842/conf.caadria.2019.2.593
|
| 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 |
|
| full text |
 file.pdf (3,925,887 bytes) |
| references |
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