Reliability Analysis Based on LSSVM and Particle Swarm Optimization

被引：0

作者：

Guo, Zhiwei ^{[1
]}

Bai, Guangchen ^{[1
]}

Chen, Deli ^{[1
]}

机构：

[1] Beijing Univ Aeronaut & Astronaut, Sch Jet Prop, Beijing 100191, Peoples R China

来源：

PROCEEDINGS OF THE THIRD INTERNATIONAL CONFERENCE ON MECHANICAL ENGINEERING AND MECHANICS, VOLS 1 AND 2 | 2009年

关键词：

reliability engineering; least squares support vector machine; particle swarm optimization; parameter selection; classification; RESPONSE-SURFACE; NEURAL-NETWORK;

D O I：

暂无

中图分类号：

TH [机械、仪表工业];

学科分类号：

0802 ;

摘要：

In the paper, the computation about failure probability of reliability analysis is considered as a classification problem. The least squares support vector machine is introduced to construct a classifier and the particle swarm optimization technique is used to find optimum parameters of the classifier. Both the examples show that the proposed method can give an approximate result as the monte carlo simulation does.

引用

页码：361 / 366

页数：6

共 50 条

[21] A particle swarm algorithm for optimization of complex system reliability
Pant, Sangeeta
Anand, Dhiraj
Kishor, Amar
Singh, Suraj Bhan
International Journal of Performability Engineering, 2015, 11 (01) : 33 - 42
[22] An improved particle swarm optimization algorithm for reliability problems
Wu, Peifeng
Gao, Liqun
Zou, Dexuan
Li, Steven
ISA TRANSACTIONS, 2011, 50 (01) : 71 - 81
[23] Formalized model and analysis of mixed swarm based cooperative particle swarm optimization
Jie, Jing
Zhang, Jing
Zheng, Hui
Hou, Beiping
NEUROCOMPUTING, 2016, 174 : 542 - 552
[24] Reliability based and robust design optimization of truss and composite plate using particle swarm optimization
Yadav, Ravi
Ganguli, Ranjan
MECHANICS OF ADVANCED MATERIALS AND STRUCTURES, 2022, 29 (13) : 1892 - 1902
[25] Analysis of particle interaction in particle swarm optimization
Chen, Ying-ping
Jiang, Pei
THEORETICAL COMPUTER SCIENCE, 2010, 411 (21) : 2101 - 2115
[26] Particle swarm optimization based on Multiobjective Optimization
Ma, Zirui
INFORMATION TECHNOLOGY APPLICATIONS IN INDUSTRY, PTS 1-4, 2013, 263-266 : 2146 - 2149
[27] A Modified Particle Swarm Optimization Algorithm for Reliability Redundancy Optimization Problem
Liu, Yubao
Qin, Guihe
JOURNAL OF COMPUTERS, 2014, 9 (09) : 2124 - 2131
[28] An improved particle swarm optimization based on difference equation analysis
Yang, Qiaohe
Tian, Jinpeng
Si, Wen
JOURNAL OF DIFFERENCE EQUATIONS AND APPLICATIONS, 2017, 23 (1-2) : 135 - 152
[29] Analysis and Improvement of Particle Swarm Optimization Based on the Control Theory
Wang, Guanghui
BASIC & CLINICAL PHARMACOLOGY & TOXICOLOGY, 2020, 127 : 198 - 198
[30] Independent component analysis based on quantum particle swarm optimization
Abbas, Nidaa AbdulMohsin
Salman, Hussein Mohammed
EGYPTIAN INFORMATICS JOURNAL, 2018, 19 (02) : 101 - 105

← 1 2 3 4 5 →