精英基于伯努利的突变虫算法用于全球复杂问题和太阳能光伏模型的参数估计
Mohamed Elhosseny1,2, Mahmoud Abdel-Salam3, Anand Nayyar4
1College of Computing and Informatics, University of Sharjah, Sharjah, UAE.
基于伯努利的精英突变虫优化器与本地逃脱操作员 (EBMLO-DBO) 增强了原来的虫优化 (DBO) 算法. 在复杂的优化任务中,EBMLO-DBO提高了融合速度和搜索能力,超过了最先进的方法.
科学领域:
- 计算智能是一种计算智能.
- 优化算法 优化算法
- 超听证学是一种超听证学.
背景情况:
- 灰虫优化 (DBO) 算法是一种以简单性而闻名的元启发式,但患有缓慢的融合和局部最佳停滞.
- 高维和非凸的问题挑战了DBO的勘探开发平衡.
研究的目的:
- 为了引入一种新的增强型变种,基于Elite Bernoulli的变异性灰甲虫优化器与本地逃生操作员 (EBMLO-DBO).
- 为了提高DBO算法对复杂优化问题的融合速度,搜索能力和稳定性.
主要方法:
- 整合基于Bernoulli地图的初始化,以增强人口多样性.
- 应用Morlet波形突变用于适应性局部改进和逃避局部最佳.
- 包括精英指导和当地逃生运营商 (LEO) 以加速融合和精细利用.
主要成果:
- 在CEC2017和CEC2022基准套件上,EBMLO-DBO取得了卓越的表现,超过了11个最先进的算法.
- 在50%的CEC2022功能中获得第一名,并在光伏参数估计中表现出高准确度.
- 统计分析证实了EBMLO-DBO在比较算法上的显著优势.
结论:
- 与原始DBO相比,EBMLO-DBO提供了显著提高的搜索性能和解决方案质量.
- 提议的改进有效地解决了DBO在趋同和稳定性方面的局限性.
- 在解决复杂的优化问题和现实世界的应用方面,EBMLO-DBO显示出强大的潜力.
更多相关视频
11:53Spatial Multiobjective Optimization of Agricultural Conservation Practices using a SWAT Model and an Evolutionary Algorithm
Published on: December 9, 2012
10:17Insect-machine Hybrid System: Remote Radio Control of a Freely Flying Beetle Mercynorrhina torquata
Published on: September 2, 2016
相关概念视频
Maxwell-Boltzmann Distribution: Problem Solving
This distribution function f(v) is defined by saying that the expected number N (v1,v2) of particles with speeds between v1 and v2 is given by
Bernoulli's Equation: Problem Solving
The first step is to compute the cross-sectional areas of the pipe and the Venturi throat to analyze the pressure difference indicated by the pressure gauge. Next, the continuity equation is...
Mechanistic Models: Compartment Models in Algorithms for Numerical Problem Solving
In individual population analyses, different algorithms are employed, such as Cauchy's method, which uses a...
Energy Conservation and Bernoulli's Equation
All the terms in the equation have the dimension of energy per unit volume. The kinetic energy per unit volume is called the kinetic energy density, and the potential energy per unit volume is...
Ampere-Maxwell's Law: Problem-Solving
To solve the problem, we can use the equations from the analysis of an RC circuit and Maxwell's version of Ampère's law.
For the first part of the...
Mutation, Gene Flow, and Genetic Drift
