一个透平衡的直角学习竹林生长优化算法与近亲转换进化及其应用在容量车辆路由问题
Jeng-Shyang Pan1,2, Xin-Yi Zhang1, Shu-Chuan Chu1
1College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao 266590, China.
Entropy (Basel, Switzerland)
|November 24, 2023
概括
一个新的算法,直角学习准亲缘转换进化竹林生长优化 (OQBFGO),增强了优化问题的可搜索性和全球开发. 它在基准测试和车辆路线挑战中表现优于现有方法.
科学领域:
- 计算智能是一种计算智能.
- 优化算法 优化算法
- 启发式计算 启发式计算
背景情况:
- 竹林生长优化 (BFGO) 算法表现出有效性,但缺乏强大的开发能力.
- 现有的优化算法在平衡复杂问题的探索和利用方面经常面临挑战.
研究的目的:
- 引入正交学习准亲缘转换进化竹林生长优化 (OQBFGO) 算法.
- 提高BFGO算法的可搜索性和全球开发能力.
- 将OQBFGO的性能与其他已建立的算法进行评估,并将其应用于容量化车辆路由问题.
主要方法:
- OQBFGO算法整合了准相亲转换演变,以扩大粒子分布,并通过增加来提高可搜索性.
- 采用直角学习策略,从混乱状态中改进粒子聚合,通过减少来促进全球发展.
- 性能评估涉及对CEC2017基准函数进行OQBFGO,BFGO,QBFGO,OBFGO以及其他三个成熟算法的测试.
主要成果:
- 与CEC2017测试套件中的BFGO,QBFGO,OBFGO以及其他三种基准算法相比,OQBFGO算法表现出更高的性能.
- 将OQBFGO应用于容量化车辆路由问题,比竞争算法产生了更好的结果.
- 拟议的改进显著提高了粒子搜索能力和全球开发能力.
结论:
- OQBFGO算法在优化技术中提供了显著的进步,特别是对于需要强大的勘探和开发的问题.
- 准同源转换和正交学习的整合提供了一种协同方法来增强启发式搜索.
- OQBFGO显示出解决复杂的现实世界优化挑战的巨大潜力,包括容量化车辆路由问题.
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