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EVOLUTIONARY ALGORITHM WITH A CONFIGURABLE SEARCH MECHANISM

delete2020-05-23
delete12
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OA
AI
K
Krystian Łapa *
K
Krzysztof Cpałka
Ł
Łukasz Laskowski
A
Andrzej Cader
Z
Zhigang Zeng
DOI:10.2478/jaiscr-2020-0011delete
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摘要

摘要

En 中文
In this paper, we propose a new population-based evolutionary algorithm that automatically configures the used search mechanism during its operation, which consists in choosing for each individual of the population a single evolutionary operator from the pool. The pool of operators comes from various evolutionary algorithms. With this idea, a flexible balance between exploration and exploitation of the problem domain can be achieved. The approach proposed in this paper might offer an inspirational alternative in creating evolutionary algorithms and their modifications. Moreover, different strategies for mutating those parts of individuals that encode the used search operators are also taken into account. The effectiveness of the proposed algorithm has been tested using typical benchmarks used to test evolutionary algorithms.
Keyword:
evolutionary algorithm
population-based algorithm
optimization
operator pool
operator selection
individual selection

期刊

Journal of Artificial Intelligence and Soft Computing Research 封面图
Journal of Artificial Intelligence and Soft Computing Research
IF:
2.4
论文数:
170
被引数:
459

机构

P
Polish Academy of Sciences
学者数:
3.0W
论文数: 3.1W
被引数: 3.1W
I
institute of nuclear physics - polish academy of sciences
学者数:
4.1K
论文数: 2.8K
被引数: 1
Clark University 封面图
Clark University
学者数:
1.3K
论文数: 1.4K
被引数: 2.5K
T
technical university czestochowa
学者数:
1.3K
论文数: 1.5K
被引数: 1
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