predicting the dynamic modulus of asphalt mixture using

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Predicting the dynamic modulus of asphalt mixture using ...

10/01/2021  The dynamic modulus E ∗ of asphalt mixtures can be used to characterize the behavior of asphalt pavements at a wide range of traffic and climate conditions. The use of E ∗ predictive models instead of direct laboratory-based measurements can provide several advantages as they do not need trained personnel and expensive equipment.

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Predicting the dynamic modulus of hot mix asphalt mixtures ...

10/11/2020  Comparing artificial neural networks with regression models for hot-mix asphalt dynamic modulus prediction. J. Mater. Civ. Eng., 30 (7) (2018), p. 04018128, 10.1061/(ASCE)MT.1943-5533.0002282. CrossRef View Record in Scopus Google Scholar. T.K. Pellinen. Investigation of the use of dynamic modulus as an indicator of hot-mix asphalt performance . Ph.D. thesis. Arizona State

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Predicting the dynamic modulus of asphalt mixture using ...

The dynamic modulus E∗ of asphalt mixtures can be used to characterize the behavior of asphalt pavements at a wide range of traffic and climate condit

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Predicting Dynamic Modulus of Asphalt Mixture Using Data ...

08/05/2019  Dynamic modulus is a function of material properties, loading, and environmental conditions. Developing predictive models for dynamic modulus is efficient and cost effective. This article focuses on developing an accurate Finite Element (FE) model using mixture elastic modulus and asphalt binder properties to predict dynamic modulus of asphalt ...

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Predicting the dynamic modulus of asphalt mixture using ...

Abstract The dynamic modulus E ∗ of asphalt mixtures can be used to characterize the behavior of asphalt pavements at a wide range of traffic and climate conditions. The use of E ∗ predictive models instead of direct laboratory-based measurements can provide several advantages as they do not need trained personnel and expensive equipment. In this study, biogeography-based programming (BBP ...

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Predicting Dynamic Modulus of Asphalt Mixture Using Data ...

08/05/2019  Dynamic modulus is a function of material properties, loading, and environmental conditions. Developing predictive models for dynamic modulus is efficient and cost effective. This article focuses on developing an accurate Finite Element (FE) model using mixture elastic modulus and asphalt binder properties to predict dynamic modulus of asphalt ...

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Predicting Dynamic Modulus of Asphalt Mixture Using Data ...

08/05/2019  Dynamic modulus is a function of material properties, loading, and environmental conditions. Developing predictive models for dynamic modulus is efficient and cost effective. This article focuses on developing an accurate Finite Element (FE) model using mixture elastic modulus and asphalt binder properties to predict dynamic modulus of asphalt ...

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Predicting the dynamic modulus of asphalt mixture using ...

Abstract The dynamic modulus E ∗ of asphalt mixtures can be used to characterize the behavior of asphalt pavements at a wide range of traffic and climate conditions. The use of E ∗ predictive models instead of direct laboratory-based measurements can provide several advantages as they do not need trained personnel and expensive equipment. In this study, biogeography-based programming (BBP ...

Get Price

Predicting Dynamic Modulus of Asphalt Mixture Using Data ...

08/05/2019  Dynamic modulus is a function of material properties, loading, and environmental conditions. Developing predictive models for dynamic modulus is efficient and cost effective. This article focuses on developing an accurate Finite Element (FE) model using mixture elastic modulus and asphalt binder properties to predict dynamic modulus of asphalt ...

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"Predicting Dynamic Modulus of Asphalt Mixture Using Data ...

This article focuses on developing an accurate Finite Element (FE) model using mixture elastic modulus and asphalt binder properties to predict dynamic modulus of asphalt mix in indirect tension mode. An Artificial Neural Network (ANN) is used to back-calculate the elastic modulus of asphalt mixtures. The developed FE model was verified against experimental results of field cores from nine ...

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Predicting the dynamic modulus of asphalt mixture using ...

Predicting the dynamic modulus of asphalt mixture using machine learning techniques: An application of multi biogeography-based programming . The dynamic modulus E∗ of asphalt mixtures can be used to characterize the behavior of asphalt pavements at a wide range of traffic and climate conditions. The use of E∗ predictive models instead of direct laboratory-based measurements can

Get Price

[PDF] Predicting Dynamic Modulus of Asphalt Mixture Using ...

Dynamic modulus is a function of material properties, loading, and environmental conditions. Developing predictive models for dynamic modulus is efficient and cost effective. This article focuses on developing an accurate Finite Element (FE) model using mixture elastic modulus and asphalt binder properties to predict dynamic modulus of asphalt ...

Get Price

Predicting Dynamic Modulus of Asphalt Mixture Using Data ...

Understanding stress-strain behavior of asphalt pavement under repetitive traffic loading is of critical importance to predict pavement performance and service life. For viscoelastic materials, the stress-strain relationship can be represented by the dynamic modulus. The dynamic modulus test in indirect tension mode can be used to measure the modulus of each specific layer of asphalt pavements ...

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Predicting Dynamic Modulus of Asphalt Mixture Using Data ...

Request PDF Predicting Dynamic Modulus of Asphalt Mixture Using Data Obtained from Indirect Tension Mode of Testing Understanding stress-strain behavior of asphalt pavement under repetitive ...

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Accurately predicting dynamic modulus of asphalt mixtures ...

To correct the inaccuracy of the Witczak 1-40D model in the low-temperature regions, this study employed the artificial intelligence model for the first time, using the input from the Witczak 1-40D model to predict the dynamic modulus of the asphalt mixtures, avoiding the interference of the raw materials on the prediction model. Compared with the conventional regression-based techniques, the ...

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Predicting Dynamic Modulus of Asphalt Mixtures with ...

Dynamic modulus (/E*/) is one of the fundamental engineering properties of asphalt mixtures and has been selected as a basic material property input in the new American Association of State Highway and Transportation Officials (AASHTO) Mechanicstic-Empirical (M-E) Design Guide. The M-E design guide either requires the direct laboratory testing for/E*/values or recommends using the Witczak ...

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Predicting the Dynamic Modulus of Asphalt Mixtures ...

Predicting the Dynamic Modulus of Asphalt Mixtures Containing Recycled Asphalt Shingles using Artificial Neural Networks. The hot mix asphalt (HMA) containing recycled asphalt shingles (RAS) are substantially different in composition and properties compared with virgin HMA, leading it hard to predict the performance of asphalt mixture containing RAS. This paper explored an ANN model to predict ...

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"Predicting Dynamic Modulus of Asphalt Mixture Using Data ...

This article focuses on developing an accurate Finite Element (FE) model using mixture elastic modulus and asphalt binder properties to predict dynamic modulus of asphalt mix in indirect tension mode. An Artificial Neural Network (ANN) is used to back-calculate the elastic modulus of asphalt mixtures. The developed FE model was verified against experimental results of field cores from nine ...

Get Price

Predicting the dynamic modulus of asphalt mixture using ...

Predicting the dynamic modulus of asphalt mixture using machine learning techniques: An application of multi biogeography-based programming . The dynamic modulus E∗ of asphalt mixtures can be used to characterize the behavior of asphalt pavements at a wide range of traffic and climate conditions. The use of E∗ predictive models instead of direct laboratory-based measurements can

Get Price

[PDF] Predicting Dynamic Modulus of Asphalt Mixture Using ...

Dynamic modulus is a function of material properties, loading, and environmental conditions. Developing predictive models for dynamic modulus is efficient and cost effective. This article focuses on developing an accurate Finite Element (FE) model using mixture elastic modulus and asphalt binder properties to predict dynamic modulus of asphalt ...

Get Price

Predicting the Dynamic Modulus of Asphalt Mixtures ...

dynamic modulus. The developed ANN model was compared with the Iowa model and the developed ANN model showed significantly higher prediction accuracy than the Iowa model. The results show that ANN has great potential to be used as a tool to predict the dynamic modulus (E*) of asphalt mixture containing recycled asphalt shingles.

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Predicting Dynamic Modulus of Asphalt Mixture Using Data ...

Understanding stress-strain behavior of asphalt pavement under repetitive traffic loading is of critical importance to predict pavement performance and service life. For viscoelastic materials, the stress-strain relationship can be represented by the dynamic modulus. The dynamic modulus test in indirect tension mode can be used to measure the modulus of each specific layer of asphalt pavements ...

Get Price

Predicting Dynamic Modulus of Asphalt Mixture Using Data ...

Request PDF Predicting Dynamic Modulus of Asphalt Mixture Using Data Obtained from Indirect Tension Mode of Testing Understanding stress-strain behavior of asphalt pavement under repetitive ...

Get Price

Predicting Dynamic Modulus of Asphalt Mixtures with ...

Dynamic modulus (/E*/) is one of the fundamental engineering properties of asphalt mixtures and has been selected as a basic material property input in the new American Association of State Highway and Transportation Officials (AASHTO) Mechanicstic-Empirical (M-E) Design Guide. The M-E design guide either requires the direct laboratory testing for/E*/values or recommends using the Witczak ...

Get Price

Predicting Dynamic Modulus of Asphalt Mixtures with ...

ABSTRACT Dynamic modulus (/E*/) is one of the fundamental engineering properties of asphalt mixtures and has been selected as a basic material property input in the new American Association of State Highway and Transportation Officials (AASHTO) Mechanicstic-Empirical (M-E) Design Guide. The M-E design guide either requires the direct laboratory testing for/E*/values or recommends using the ...

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Accurately predicting dynamic modulus of asphalt mixtures ...

Accurately predicting dynamic modulus of asphalt mixtures in low-temperature regions using hybrid artificial intelligence model. August 2021 ; Construction and Building Materials 297:123655; DOI ...

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