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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Main Authors: Wilfrido Martínez-Molina, Andrés Antonio Torres-Acosta, Juan Carlos Jáuregui, Hugo Luis Chávez-García, Elia Mercedes Alonso-Guzmán, Mario Graff, Juan Carlos Arteaga-Arcos
Format: Article
Language:English
Published: Hindawi Limited 2014-01-01
Series:Advances in Materials Science and Engineering
Online Access:http://dx.doi.org/10.1155/2014/742129
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spelling 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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