Performance Evaluation of an Entropy-based Structural Health Monitoring by Utilizing Modified Cross-sample Entropy
碩士 === 國立交通大學 === 土木工程系所 === 107 === This study aimed to solve the issue which was unstable entropy values when multiscale cross-sample entropy (MSCE) was employed to assess the damage of real structure. Therefore, composite multiscale cross-sample entropy (CMSCE) was utilized to enhance the reliabi...
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ndltd-TW-107NCTU50150052019-05-16T01:40:47Z http://ndltd.ncl.edu.tw/handle/e2t23n Performance Evaluation of an Entropy-based Structural Health Monitoring by Utilizing Modified Cross-sample Entropy 應用改良交叉取樣熵於基於熵分析之結構健康診斷系統表現評估 Chien, Yi-Hsiu 簡義修 碩士 國立交通大學 土木工程系所 107 This study aimed to solve the issue which was unstable entropy values when multiscale cross-sample entropy (MSCE) was employed to assess the damage of real structure. Therefore, composite multiscale cross-sample entropy (CMSCE) was utilized to enhance the reliability of entropy value under every scale. Additionally, the first mode of structure was extracted by using ensemble empirical mode decomposition (EEMD) to conduct entropy analysis and evaluate the performance of damage assessment. A seven-story model was created to validate the efficiency of proposed method and damage index. Subsequently, a seven-story steel benchmark experiment, including fifteen damage cases, was conduct to compare the difference between numerical and experimental model. The confusion matrix was applied to classify the results and evaluate the performance by three indexes: accuracy, precision, and recall. The result showed the increase of modified structural health monitoring system and demonstrated the potential on the field of structural long-term monitoring. Lin, Tzu-Kang 林子剛 2018 學位論文 ; thesis 102 zh-TW |
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碩士 === 國立交通大學 === 土木工程系所 === 107 === This study aimed to solve the issue which was unstable entropy values when multiscale cross-sample entropy (MSCE) was employed to assess the damage of real structure. Therefore, composite multiscale cross-sample entropy (CMSCE) was utilized to enhance the reliability of entropy value under every scale. Additionally, the first mode of structure was extracted by using ensemble empirical mode decomposition (EEMD) to conduct entropy analysis and evaluate the performance of damage assessment.
A seven-story model was created to validate the efficiency of proposed method and damage index. Subsequently, a seven-story steel benchmark experiment, including fifteen damage cases, was conduct to compare the difference between numerical and experimental model. The confusion matrix was applied to classify the results and evaluate the performance by three indexes: accuracy, precision, and recall. The result showed the increase of modified structural health monitoring system and demonstrated the potential on the field of structural long-term monitoring.
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Lin, Tzu-Kang |
author_facet |
Lin, Tzu-Kang Chien, Yi-Hsiu 簡義修 |
author |
Chien, Yi-Hsiu 簡義修 |
spellingShingle |
Chien, Yi-Hsiu 簡義修 Performance Evaluation of an Entropy-based Structural Health Monitoring by Utilizing Modified Cross-sample Entropy |
author_sort |
Chien, Yi-Hsiu |
title |
Performance Evaluation of an Entropy-based Structural Health Monitoring by Utilizing Modified Cross-sample Entropy |
title_short |
Performance Evaluation of an Entropy-based Structural Health Monitoring by Utilizing Modified Cross-sample Entropy |
title_full |
Performance Evaluation of an Entropy-based Structural Health Monitoring by Utilizing Modified Cross-sample Entropy |
title_fullStr |
Performance Evaluation of an Entropy-based Structural Health Monitoring by Utilizing Modified Cross-sample Entropy |
title_full_unstemmed |
Performance Evaluation of an Entropy-based Structural Health Monitoring by Utilizing Modified Cross-sample Entropy |
title_sort |
performance evaluation of an entropy-based structural health monitoring by utilizing modified cross-sample entropy |
publishDate |
2018 |
url |
http://ndltd.ncl.edu.tw/handle/e2t23n |
work_keys_str_mv |
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