An Image-based Seismic Damage Assessment System
碩士 === 國立雲林科技大學 === 資訊工程系 === 102 === Surveillance systems are commonly used by command centers to monitor and assess seismic damage inside buildings, such as schools, shopping malls, office buildings and apartments. However, checking camera images manually on monitors can be a very time-consuming a...
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ndltd-TW-102YUNT03920102019-05-15T21:23:35Z http://ndltd.ncl.edu.tw/handle/9x73kg An Image-based Seismic Damage Assessment System 基於影像處理之主動式地震災情辨識系統 Chung-Chih Wu 吳崇誌 碩士 國立雲林科技大學 資訊工程系 102 Surveillance systems are commonly used by command centers to monitor and assess seismic damage inside buildings, such as schools, shopping malls, office buildings and apartments. However, checking camera images manually on monitors can be a very time-consuming and inefficient process, especially for a large surveillance system. One of the alternative ways is to first deploy sensors to monitor objects inside buildings, such as tables, cabinets, bookcases and so on, and then fuse sensor data to assess damages. However, deploying sensors can be difficult and costly if there are too many objects needed to be monitored. In this work, we present IDEAS, an image-based disaster damage assessment system, to evaluate seismic damage inside buildings. IDEAS first compares images taken inside a building before and after an earthquake, it then maps the damage to a Mercalli intensity scale. In order to investigate the effectiveness and accuracy of IDEAS, we collect over forty pairs of closed-circuit television (CCTV) images from Youtube website. Each pair of images represents a real scenario of an earthquake inside a building. Our results show that IDEAS performs better than existing methods and can achieve an average accuracy of 98% in mapping Mercalli intensity scale. Edward T.-H. Chu 朱宗賢 2014 學位論文 ; thesis 49 en_US |
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碩士 === 國立雲林科技大學 === 資訊工程系 === 102 === Surveillance systems are commonly used by command centers to monitor and assess seismic damage inside buildings, such as schools, shopping malls, office buildings and apartments. However, checking camera images manually on monitors can be a very time-consuming and inefficient process, especially for a large surveillance system. One of the alternative ways is to first deploy sensors to monitor objects inside buildings, such as tables, cabinets, bookcases and so on, and then fuse sensor data to assess damages. However, deploying sensors can be difficult and costly if there are too many objects needed to be monitored. In this work, we present IDEAS, an image-based disaster damage assessment system, to evaluate seismic damage inside buildings. IDEAS first compares images taken inside a building before and after an earthquake, it then maps the damage to a Mercalli intensity scale. In order to investigate the effectiveness and accuracy of IDEAS, we collect over forty pairs of closed-circuit television (CCTV) images from Youtube website. Each pair of images represents a real scenario of an earthquake inside a building. Our results show that IDEAS performs better than existing methods and can achieve an average accuracy of 98% in mapping Mercalli intensity scale.
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author2 |
Edward T.-H. Chu |
author_facet |
Edward T.-H. Chu Chung-Chih Wu 吳崇誌 |
author |
Chung-Chih Wu 吳崇誌 |
spellingShingle |
Chung-Chih Wu 吳崇誌 An Image-based Seismic Damage Assessment System |
author_sort |
Chung-Chih Wu |
title |
An Image-based Seismic Damage Assessment System |
title_short |
An Image-based Seismic Damage Assessment System |
title_full |
An Image-based Seismic Damage Assessment System |
title_fullStr |
An Image-based Seismic Damage Assessment System |
title_full_unstemmed |
An Image-based Seismic Damage Assessment System |
title_sort |
image-based seismic damage assessment system |
publishDate |
2014 |
url |
http://ndltd.ncl.edu.tw/handle/9x73kg |
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