BAYESIAN STATISTICAL FUSION RELIABILITY EVALUATION MODEL OF MULTI-SOURCE HETEROGENEOUS DATA
In order to solve the reliability evaluation of small samples for the high reliability, long-life products and to improve the accuracy of reliability evaluation, the Bayesian reliability evaluation model of multiple information source data fusion was carried out. First, a set of data as the initial...
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| Format: | Article |
| Language: | zho |
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Editorial Office of Journal of Mechanical Strength
2022-01-01
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| Series: | Jixie qiangdu |
| Subjects: | |
| Online Access: | http://www.jxqd.net.cn/thesisDetails#10.16579/j.issn.1001.9669.2022.01.017 |
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| _version_ | 1841535910431162368 |
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| author | TANG Li TANG JiaYin CHENG ShiJuan |
| author_facet | TANG Li TANG JiaYin CHENG ShiJuan |
| author_sort | TANG Li |
| collection | DOAJ |
| description | In order to solve the reliability evaluation of small samples for the high reliability, long-life products and to improve the accuracy of reliability evaluation, the Bayesian reliability evaluation model of multiple information source data fusion was carried out. First, a set of data as the initial prior information of another information source in this model was selected, by using the posterior density according to Bayesian estimation. Then, it as the prior distribution of the next information source was used. Through iteration, the joint posterior density and reliability index data of multi-source heterogeneous data are obtained, and the corresponding reliability analysis is completed. Finally, a simulation example verifies the rationality and effectiveness of the model. |
| format | Article |
| id | doaj-art-06952107f1d5408aa2b7d415ffda6490 |
| institution | Kabale University |
| issn | 1001-9669 |
| language | zho |
| publishDate | 2022-01-01 |
| publisher | Editorial Office of Journal of Mechanical Strength |
| record_format | Article |
| series | Jixie qiangdu |
| spelling | doaj-art-06952107f1d5408aa2b7d415ffda64902025-01-15T02:24:49ZzhoEditorial Office of Journal of Mechanical StrengthJixie qiangdu1001-96692022-01-014412613229910279BAYESIAN STATISTICAL FUSION RELIABILITY EVALUATION MODEL OF MULTI-SOURCE HETEROGENEOUS DATATANG LiTANG JiaYinCHENG ShiJuanIn order to solve the reliability evaluation of small samples for the high reliability, long-life products and to improve the accuracy of reliability evaluation, the Bayesian reliability evaluation model of multiple information source data fusion was carried out. First, a set of data as the initial prior information of another information source in this model was selected, by using the posterior density according to Bayesian estimation. Then, it as the prior distribution of the next information source was used. Through iteration, the joint posterior density and reliability index data of multi-source heterogeneous data are obtained, and the corresponding reliability analysis is completed. Finally, a simulation example verifies the rationality and effectiveness of the model.http://www.jxqd.net.cn/thesisDetails#10.16579/j.issn.1001.9669.2022.01.017DataInformation fusionBayesian estimationReliability assessment |
| spellingShingle | TANG Li TANG JiaYin CHENG ShiJuan BAYESIAN STATISTICAL FUSION RELIABILITY EVALUATION MODEL OF MULTI-SOURCE HETEROGENEOUS DATA Jixie qiangdu Data Information fusion Bayesian estimation Reliability assessment |
| title | BAYESIAN STATISTICAL FUSION RELIABILITY EVALUATION MODEL OF MULTI-SOURCE HETEROGENEOUS DATA |
| title_full | BAYESIAN STATISTICAL FUSION RELIABILITY EVALUATION MODEL OF MULTI-SOURCE HETEROGENEOUS DATA |
| title_fullStr | BAYESIAN STATISTICAL FUSION RELIABILITY EVALUATION MODEL OF MULTI-SOURCE HETEROGENEOUS DATA |
| title_full_unstemmed | BAYESIAN STATISTICAL FUSION RELIABILITY EVALUATION MODEL OF MULTI-SOURCE HETEROGENEOUS DATA |
| title_short | BAYESIAN STATISTICAL FUSION RELIABILITY EVALUATION MODEL OF MULTI-SOURCE HETEROGENEOUS DATA |
| title_sort | bayesian statistical fusion reliability evaluation model of multi source heterogeneous data |
| topic | Data Information fusion Bayesian estimation Reliability assessment |
| url | http://www.jxqd.net.cn/thesisDetails#10.16579/j.issn.1001.9669.2022.01.017 |
| work_keys_str_mv | AT tangli bayesianstatisticalfusionreliabilityevaluationmodelofmultisourceheterogeneousdata AT tangjiayin bayesianstatisticalfusionreliabilityevaluationmodelofmultisourceheterogeneousdata AT chengshijuan bayesianstatisticalfusionreliabilityevaluationmodelofmultisourceheterogeneousdata |