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Wireless Concrete Strength Monitoring of Wind Turbine Foundations
Wind turbine foundations are typically cast in place, leaving the concrete to mature under environmental conditions that vary in time and space. As a result, there is uncertainty around the concrete’s initial performance, and this can encourage both costly over-design and inaccurate prognoses of str...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5750550/ https://www.ncbi.nlm.nih.gov/pubmed/29258176 http://dx.doi.org/10.3390/s17122928 |
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author | Perry, Marcus Fusiek, Grzegorz Niewczas, Pawel Rubert, Tim McAlorum, Jack |
author_facet | Perry, Marcus Fusiek, Grzegorz Niewczas, Pawel Rubert, Tim McAlorum, Jack |
author_sort | Perry, Marcus |
collection | PubMed |
description | Wind turbine foundations are typically cast in place, leaving the concrete to mature under environmental conditions that vary in time and space. As a result, there is uncertainty around the concrete’s initial performance, and this can encourage both costly over-design and inaccurate prognoses of structural health. Here, we demonstrate the field application of a dense, wireless thermocouple network to monitor the strength development of an onshore, reinforced-concrete wind turbine foundation. Up-to-date methods in fly ash concrete strength and maturity modelling are used to estimate the distribution and evolution of foundation strength over 29 days of curing. Strength estimates are verified by core samples, extracted from the foundation base. In addition, an artificial neural network, trained using temperature data, is exploited to demonstrate that distributed concrete strengths can be estimated for foundations using only sparse thermocouple data. Our techniques provide a practical alternative to computational models, and could assist site operators in making more informed decisions about foundation design, construction, operation and maintenance. |
format | Online Article Text |
id | pubmed-5750550 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-57505502018-01-10 Wireless Concrete Strength Monitoring of Wind Turbine Foundations Perry, Marcus Fusiek, Grzegorz Niewczas, Pawel Rubert, Tim McAlorum, Jack Sensors (Basel) Article Wind turbine foundations are typically cast in place, leaving the concrete to mature under environmental conditions that vary in time and space. As a result, there is uncertainty around the concrete’s initial performance, and this can encourage both costly over-design and inaccurate prognoses of structural health. Here, we demonstrate the field application of a dense, wireless thermocouple network to monitor the strength development of an onshore, reinforced-concrete wind turbine foundation. Up-to-date methods in fly ash concrete strength and maturity modelling are used to estimate the distribution and evolution of foundation strength over 29 days of curing. Strength estimates are verified by core samples, extracted from the foundation base. In addition, an artificial neural network, trained using temperature data, is exploited to demonstrate that distributed concrete strengths can be estimated for foundations using only sparse thermocouple data. Our techniques provide a practical alternative to computational models, and could assist site operators in making more informed decisions about foundation design, construction, operation and maintenance. MDPI 2017-12-16 /pmc/articles/PMC5750550/ /pubmed/29258176 http://dx.doi.org/10.3390/s17122928 Text en © 2017 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Perry, Marcus Fusiek, Grzegorz Niewczas, Pawel Rubert, Tim McAlorum, Jack Wireless Concrete Strength Monitoring of Wind Turbine Foundations |
title | Wireless Concrete Strength Monitoring of Wind Turbine Foundations |
title_full | Wireless Concrete Strength Monitoring of Wind Turbine Foundations |
title_fullStr | Wireless Concrete Strength Monitoring of Wind Turbine Foundations |
title_full_unstemmed | Wireless Concrete Strength Monitoring of Wind Turbine Foundations |
title_short | Wireless Concrete Strength Monitoring of Wind Turbine Foundations |
title_sort | wireless concrete strength monitoring of wind turbine foundations |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5750550/ https://www.ncbi.nlm.nih.gov/pubmed/29258176 http://dx.doi.org/10.3390/s17122928 |
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