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Transient search optimization: a new meta-heuristic optimization algorithm

delete2020-07-06
delete144
PRE
AI
M
Mohammed H. Qais *
H
Hany M. Hasanien
S
Saad Alghuwainem
DOI:10.1007/s10489-020-01727-ydelete
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Abstract

Abstract

En 中文
This article offers a new physical-based meta-heuristic optimization algorithm, which is named Transient Search Optimization (TSO) algorithm. This algorithm is inspired by the transient behavior of switched electrical circuits that include storage elements such as inductance and capacitance. The exploration and exploitation of the TSO algorithm are verified by using twenty-three benchmark, where its statistical (average and standard deviation) results are compared with the most recent 15 optimization algorithms. Furthermore, the non-parametric sign test,pvalue test, execution time, and convergence curves proved the superiority of the TSO against other algorithms. Also, the TSO algorithm is applied for the optimal design of three well-known constrained engineering problems (coil spring, welded beam, and pressure vessel). In conclusion, the comparison revealed that the TSO is promising and very competitive algorithm for solving different engineering problems.
Keywords:
Benchmark functions
Optimization methods
Transient search optimization algorithm

Journal

Applied Intelligence cover
Applied Intelligence
IF:
3.5
Papers:
7.6K
Citations:
1.7W

Organization

K
King Saud University
Scholars:
3.4W
Papers: 3.8W
Citations: 815
E
egyptian knowledge bank (ekb)
Scholars:
11.6W
Papers: 9.3W
Citations: 84
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