A new multi-population-based artificial bee colony for numerical optimisation (Q2224134)
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scientific article
| Language | Label | Description | Also known as |
|---|---|---|---|
| English | A new multi-population-based artificial bee colony for numerical optimisation |
scientific article |
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A new multi-population-based artificial bee colony for numerical optimisation (English)
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3 February 2021
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Summary: This paper presents a new artificial bee colony (ABC) for numerical optimisation. The new approach called NABC, which employs a new multi-population strategy to enhance the diversity of population. The standard ABC is good at exploration, but poor at exploitation. To tackle this issue, a modified solution updating equation is utilised to generate new candidate solutions. Experiments are conducted on ten well-known benchmark functions. Results show that NABC achieves better solutions than the standard ABC and global best guided ABC.
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artificial bee colony
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multi-population ABC
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exploitation
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global optimisation
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numerical optimisation
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metaheuristics
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swarm intelligence
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