Parameter Optimization of Transformer Model Based onSimulation Credibility Evaluation

In order to explore an effective method to enhance the credibility of simulation system, this paper proposes a model parameter optimization method based on simulation credibility evaluation. Traction transformer is selected as the research object. The concept of simulation credibility is introduced,...

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Main Authors: YING Ting, LI Jianghong
Format: Article
Language:zho
Published: Editorial Office of Control and Information Technology 2021-01-01
Series:Kongzhi Yu Xinxi Jishu
Subjects:
Online Access:http://ctet.csrzic.com/thesisDetails#10.13889/j.issn.2096-5427.2021.01.010
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author YING Ting
LI Jianghong
author_facet YING Ting
LI Jianghong
author_sort YING Ting
collection DOAJ
description In order to explore an effective method to enhance the credibility of simulation system, this paper proposes a model parameter optimization method based on simulation credibility evaluation. Traction transformer is selected as the research object. The concept of simulation credibility is introduced, and the quantitative error of simulation and test data is taken as the optimization objective. At the same time, the input signal is selected according to the demand of solving the optimization problem, and the optimization parameters are selected according to the sensitivity analysis results, and an optimization model is established to optimize the key parameters. Simulation reliability of the optimized results has been greatly improved in both quantitative and qualitative analysis, which proves the effectiveness of the research content in this paper.
format Article
id doaj-art-66401b87575b4f95aed39dd9f0532019
institution Kabale University
issn 2096-5427
language zho
publishDate 2021-01-01
publisher Editorial Office of Control and Information Technology
record_format Article
series Kongzhi Yu Xinxi Jishu
spelling doaj-art-66401b87575b4f95aed39dd9f05320192025-08-25T06:53:29ZzhoEditorial Office of Control and Information TechnologyKongzhi Yu Xinxi Jishu2096-54272021-01-0138586382322941Parameter Optimization of Transformer Model Based onSimulation Credibility EvaluationYING TingLI JianghongIn order to explore an effective method to enhance the credibility of simulation system, this paper proposes a model parameter optimization method based on simulation credibility evaluation. Traction transformer is selected as the research object. The concept of simulation credibility is introduced, and the quantitative error of simulation and test data is taken as the optimization objective. At the same time, the input signal is selected according to the demand of solving the optimization problem, and the optimization parameters are selected according to the sensitivity analysis results, and an optimization model is established to optimize the key parameters. Simulation reliability of the optimized results has been greatly improved in both quantitative and qualitative analysis, which proves the effectiveness of the research content in this paper.http://ctet.csrzic.com/thesisDetails#10.13889/j.issn.2096-5427.2021.01.010simulation credibilitytraction transformer modelparameter optimizationquantitative errorsensitivity analysis
spellingShingle YING Ting
LI Jianghong
Parameter Optimization of Transformer Model Based onSimulation Credibility Evaluation
Kongzhi Yu Xinxi Jishu
simulation credibility
traction transformer model
parameter optimization
quantitative error
sensitivity analysis
title Parameter Optimization of Transformer Model Based onSimulation Credibility Evaluation
title_full Parameter Optimization of Transformer Model Based onSimulation Credibility Evaluation
title_fullStr Parameter Optimization of Transformer Model Based onSimulation Credibility Evaluation
title_full_unstemmed Parameter Optimization of Transformer Model Based onSimulation Credibility Evaluation
title_short Parameter Optimization of Transformer Model Based onSimulation Credibility Evaluation
title_sort parameter optimization of transformer model based onsimulation credibility evaluation
topic simulation credibility
traction transformer model
parameter optimization
quantitative error
sensitivity analysis
url http://ctet.csrzic.com/thesisDetails#10.13889/j.issn.2096-5427.2021.01.010
work_keys_str_mv AT yingting parameteroptimizationoftransformermodelbasedonsimulationcredibilityevaluation
AT lijianghong parameteroptimizationoftransformermodelbasedonsimulationcredibilityevaluation