Predicting Concrete Compressive Strength and Modulus of Rupture Using Different NDT Techniques
Quality tests applied to hydraulic concrete such as compressive, tension, and bending strength are used to guarantee proper characteristics of materials. All these assessments are performed by destructive tests (DTs). The trend is to carry out quality analysis using nondestructive tests (NDTs) as ha...
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doaj-44380d0d3862409d999bc017f84a75002020-11-25T01:57:55ZengHindawi LimitedAdvances in Materials Science and Engineering1687-84341687-84422014-01-01201410.1155/2014/742129742129Predicting Concrete Compressive Strength and Modulus of Rupture Using Different NDT TechniquesWilfrido Martínez-Molina0Andrés Antonio Torres-Acosta1Juan Carlos Jáuregui2Hugo Luis Chávez-García3Elia Mercedes Alonso-Guzmán4Mario Graff5Juan Carlos Arteaga-Arcos6Facultad de Ingeniería Civil, Laboratorio de Materiales, Ciudad Universitaria, Universidad Michoacana de San Nicolás de Hidalgo, Avenida Francisco J. Múgica s/n, Colonia Felicitas del Río, 58040 Morelia, MICH, MexicoFacultad de Ingeniería, Ciudad Universitaria, Universidad Autónoma de Querétaro, Cerro de las Campanas s/n, 76010 Santiago de Querétaro, QRO, MexicoFacultad de Ingeniería, Ciudad Universitaria, Universidad Autónoma de Querétaro, Cerro de las Campanas s/n, 76010 Santiago de Querétaro, QRO, MexicoFacultad de Ingeniería Civil, Laboratorio de Materiales, Ciudad Universitaria, Universidad Michoacana de San Nicolás de Hidalgo, Avenida Francisco J. Múgica s/n, Colonia Felicitas del Río, 58040 Morelia, MICH, MexicoFacultad de Ingeniería Civil, Laboratorio de Materiales, Ciudad Universitaria, Universidad Michoacana de San Nicolás de Hidalgo, Avenida Francisco J. Múgica s/n, Colonia Felicitas del Río, 58040 Morelia, MICH, MexicoINFOTEC, Centro de Investigación e Innovación en Tecnologías de la Información y Comunicación, Cátedras-CONACyT, Circuito Tecnopolo Sur, No. 112 Colonia Fracc. Tecnopolo Pocitos, 20313 Aguascalientes, AGS, MexicoFacultad de Ciencias, Universidad Autónoma del Estado de México, Campus Universitario “El Cerrillo”, El Cerrillo Piedras Blancas, 50200 Toluca, MEX, MexicoQuality tests applied to hydraulic concrete such as compressive, tension, and bending strength are used to guarantee proper characteristics of materials. All these assessments are performed by destructive tests (DTs). The trend is to carry out quality analysis using nondestructive tests (NDTs) as has been widely used for decades. This paper proposes a framework for predicting concrete compressive strength and modulus of rupture by combining data from four NDTs: electrical resistivity, ultrasonic pulse velocity, resonant frequency, and hammer test rebound with DTs data. The model, determined from the multiple linear regression technique, produces accurate indicators predictions and categorizes the importance of each NDT estimate. However, the model is identified from all the possible linear combinations of the available NDT, and it was selected using a cross-validation technique. Furthermore, the generality of the model was assessed by comparing results from additional specimens fabricated afterwards.http://dx.doi.org/10.1155/2014/742129 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Wilfrido Martínez-Molina Andrés Antonio Torres-Acosta Juan Carlos Jáuregui Hugo Luis Chávez-García Elia Mercedes Alonso-Guzmán Mario Graff Juan Carlos Arteaga-Arcos |
spellingShingle |
Wilfrido Martínez-Molina Andrés Antonio Torres-Acosta Juan Carlos Jáuregui Hugo Luis Chávez-García Elia Mercedes Alonso-Guzmán Mario Graff Juan Carlos Arteaga-Arcos Predicting Concrete Compressive Strength and Modulus of Rupture Using Different NDT Techniques Advances in Materials Science and Engineering |
author_facet |
Wilfrido Martínez-Molina Andrés Antonio Torres-Acosta Juan Carlos Jáuregui Hugo Luis Chávez-García Elia Mercedes Alonso-Guzmán Mario Graff Juan Carlos Arteaga-Arcos |
author_sort |
Wilfrido Martínez-Molina |
title |
Predicting Concrete Compressive Strength and Modulus of Rupture Using Different NDT Techniques |
title_short |
Predicting Concrete Compressive Strength and Modulus of Rupture Using Different NDT Techniques |
title_full |
Predicting Concrete Compressive Strength and Modulus of Rupture Using Different NDT Techniques |
title_fullStr |
Predicting Concrete Compressive Strength and Modulus of Rupture Using Different NDT Techniques |
title_full_unstemmed |
Predicting Concrete Compressive Strength and Modulus of Rupture Using Different NDT Techniques |
title_sort |
predicting concrete compressive strength and modulus of rupture using different ndt techniques |
publisher |
Hindawi Limited |
series |
Advances in Materials Science and Engineering |
issn |
1687-8434 1687-8442 |
publishDate |
2014-01-01 |
description |
Quality tests applied to hydraulic concrete such as compressive, tension, and bending strength are used to guarantee proper characteristics of materials. All these assessments are performed by destructive tests (DTs). The trend is to carry out quality analysis using nondestructive tests (NDTs) as has been widely used for decades. This paper proposes a framework for predicting concrete compressive strength and modulus of rupture by combining data from four NDTs: electrical resistivity, ultrasonic pulse velocity, resonant frequency, and hammer test rebound with DTs data. The model, determined from the multiple linear regression technique, produces accurate indicators predictions and categorizes the importance of each NDT estimate. However, the model is identified from all the possible linear combinations of the available NDT, and it was selected using a cross-validation technique. Furthermore, the generality of the model was assessed by comparing results from additional specimens fabricated afterwards. |
url |
http://dx.doi.org/10.1155/2014/742129 |
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