Optimal sensor placement for nonlinear dynamic response prediction updating of civil engineering structures

The objective of this final year project is to optimize the locations for sensors’ placement which function to collect data of buildings in terms of their structural properties. The collected data will be used for further prediction of real life cases such as earthquakes. The more accurate the colle...

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Main Author: Choo, Kian Tatt
Other Authors: Cheung Sai Hung
Format: Final Year Project
Language:English
Published: 2019
Subjects:
Online Access:http://hdl.handle.net/10356/77858
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-778582023-03-03T17:25:07Z Optimal sensor placement for nonlinear dynamic response prediction updating of civil engineering structures Choo, Kian Tatt Cheung Sai Hung School of Civil and Environmental Engineering DRNTU::Engineering::Civil engineering The objective of this final year project is to optimize the locations for sensors’ placement which function to collect data of buildings in terms of their structural properties. The collected data will be used for further prediction of real life cases such as earthquakes. The more accurate the collected data, the more effective in updating the model structures. Furthermore, the data could be used for analysing structural conditions, especially deterioration and damage, also predicting the response of the structure, for instance, its durability and life cycle sustainability. A statistical approach is being adopted to compute uncertainties which may be arouse from model parameters. The method called ‘Bayesian’ statistical methodology could be applied to estimate a range of errors resulting from uncertainties and hence providing a significant level of confidence. In addition, information entropy is being used to optimize the sensors’ location by computing the least errors from the combinations. In this project, focus will be on a five-storey buildings which consists of five degree of freedom for uncertainties modelling and analysing purposes. Bachelor of Engineering (Civil) 2019-06-07T03:41:09Z 2019-06-07T03:41:09Z 2019 Final Year Project (FYP) http://hdl.handle.net/10356/77858 en Nanyang Technological University 55 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Engineering::Civil engineering
spellingShingle DRNTU::Engineering::Civil engineering
Choo, Kian Tatt
Optimal sensor placement for nonlinear dynamic response prediction updating of civil engineering structures
description The objective of this final year project is to optimize the locations for sensors’ placement which function to collect data of buildings in terms of their structural properties. The collected data will be used for further prediction of real life cases such as earthquakes. The more accurate the collected data, the more effective in updating the model structures. Furthermore, the data could be used for analysing structural conditions, especially deterioration and damage, also predicting the response of the structure, for instance, its durability and life cycle sustainability. A statistical approach is being adopted to compute uncertainties which may be arouse from model parameters. The method called ‘Bayesian’ statistical methodology could be applied to estimate a range of errors resulting from uncertainties and hence providing a significant level of confidence. In addition, information entropy is being used to optimize the sensors’ location by computing the least errors from the combinations. In this project, focus will be on a five-storey buildings which consists of five degree of freedom for uncertainties modelling and analysing purposes.
author2 Cheung Sai Hung
author_facet Cheung Sai Hung
Choo, Kian Tatt
format Final Year Project
author Choo, Kian Tatt
author_sort Choo, Kian Tatt
title Optimal sensor placement for nonlinear dynamic response prediction updating of civil engineering structures
title_short Optimal sensor placement for nonlinear dynamic response prediction updating of civil engineering structures
title_full Optimal sensor placement for nonlinear dynamic response prediction updating of civil engineering structures
title_fullStr Optimal sensor placement for nonlinear dynamic response prediction updating of civil engineering structures
title_full_unstemmed Optimal sensor placement for nonlinear dynamic response prediction updating of civil engineering structures
title_sort optimal sensor placement for nonlinear dynamic response prediction updating of civil engineering structures
publishDate 2019
url http://hdl.handle.net/10356/77858
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