.png){kind=icon}
返回
A new optimization method: Electro-Search algorithm
.png){kind=icon}
PRE
AI
DOI：10.1016/j.compchemeng.2017.01.046.png)
.png){kind=icon}
原文求助.png){kind=icon}
分享.png){kind=icon}
收藏
摘要
En 中文
Natural phenomena have been the inspiration for proposing various optimization algorithms such as genetic algorithms (GA), particle swarm optimization (PSO) and simulated annealing (SA) methods. The main contribution of this study is to propose a novel optimization method, Electro-Search algorithm, based on the movement of electrons through the orbits around the nucleus of an atom. Electro-Search (ES) algorithm incorporates some physical principals such as Bohr model and Rydberg formula, adopting a three-phase scheme. In the atom spreading phase, the atoms (i.e., candidate solutions) are randomly spread all over the molecular space (i.e., search space). In the orbital transition phase, the electrons jump to larger orbits, aiming for orbits with higher energy levels (i.e., better fitness value). The atoms are then relocated towards the global optimum point in the atom relocation phase, navigated by other atoms' trajectory. Besides, the ES tuning parameters are progressively updated through successive iterations via a self-tuning approach developed, namely Orbital-Tuner method (OTM). The efficiency of ES algorithm is examined in various optimization problems and compared with other well-known optimization methods. The effectiveness and robustness of ES algorithm is then tested in achieving the optimal design of an industrial problem. The results demonstrated the superiority of the new ES algorithm over other optimization algorithms tested, and outperforms current optimization algorithms in real-life industrial optimization problems. (C) 2017 Elsevier Ltd. All rights reserved.
Keyword:
Optimization methods
Meta-heuristics
Electro-Search algorithm
Process optimization
Acetic-acid dehydration
AI总结
对已上传原文的论文进行重点信息的提取，主要内容包括：简要概述、研究摘要、背景介绍、关键亮点、图文解析、展望与总结。
期刊
C
IF:
3.9
论文数:
8.1K
被引数:
1.7W
机构
引用论文
分享收藏Reduced white matter microstructural integrity correlates with cognitive deficits in minimal hepatic encephalopathy轻度肝性脑病中白质微结构完整性降低与认知缺陷相关.png)
Gut
GutIF0
PREAI
分享收藏
Lithium Chlorides and Bromides as Promising Solid‐State Chemistries for Fast Ion Conductors with Good Electrochemical Stability氯化锂和溴化物作为具有良好电化学稳定性的快速离子导体的有希望的固态化学物质
PREAI
分享收藏
查看更多内容