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Artificial Bee Colony Algorithm Based on Ensemble of Constraint Handing Techniques

机译:基于约束处理技术集合的人工蜂群算法

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Artificial Bee Colony (ABC) Algorithm was firstly proposed for unconstrained optimization problems. Later many constraint processing techniques have been developed for ABC algorithms. According to the no free lunch theorem, it is impossible for a single constraint technique to be better than any other constraint technique on every issue. In this paper, artificial bee colony (ABC) algorithm with ensemble of constraint handling techniques (ECHT- ABC) is proposed to solve the constraint optimization problems. The performance of ECHT-ABC has been tested on 28 benchmark test functions for CEC 2017 Competition on Constrained Real-Parameter Optimization. The experimental results demonstrate that ECHT-ABC obtains very competitive performance compared with other state-of-the-art methods for constrained evolutionary optimization.
机译:首先提出了人工蜂群算法(ABC)来解决无约束优化问题。后来,已经针对ABC算法开发了许多约束处理技术。根据免费午餐定理,就每个问题而言,单一约束技术不可能比任何其他约束技术都要好。本文提出了一种结合约束处理技术(ECHT-ABC)的人工蜂群算法(ABC)来解决约束优化问题。 ECHT-ABC的性能已在CEC 2017约束实参优化竞赛中的28个基准测试功能上进行了测试。实验结果表明,与其他最先进的约束进化优化方法相比,ECHT-ABC获得了非常有竞争力的性能。

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