Effect of aggregate gradation and asphalt mix volumetrics on the thermal properties of asphalt concrete
The objective of this study is to investigate the impact of aggregate gradation and Superpave volumetrics on thermal properties of asphalt mixtures. Thirty asphalt concrete specimens with three different Nominal Maximum Aggregate Sizes (NMAS) of 19.0, 12.5 and 9.5 mm and two levels of gradation coar...
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Language: | English |
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Elsevier
2023-07-01
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Series: | Case Studies in Construction Materials |
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Online Access: | http://www.sciencedirect.com/science/article/pii/S2214509522008579 |
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author | Mohammad Ali Khasawneh Ansam Adnan Sawalha Mohannad Theeb Aljarrah Mohammad Ahmad Alsheyab |
author_facet | Mohammad Ali Khasawneh Ansam Adnan Sawalha Mohannad Theeb Aljarrah Mohammad Ahmad Alsheyab |
author_sort | Mohammad Ali Khasawneh |
collection | DOAJ |
description | The objective of this study is to investigate the impact of aggregate gradation and Superpave volumetrics on thermal properties of asphalt mixtures. Thirty asphalt concrete specimens with three different Nominal Maximum Aggregate Sizes (NMAS) of 19.0, 12.5 and 9.5 mm and two levels of gradation coarseness: fine gradation (FG) and coarse gradation (CG) were prepared. The Transient Plane Source (TPS) method was used to determine thermal properties. Based on the analyses performed, it was concluded visually that heat transfer is highly dependent on the contact area which, in turn, is related to air void volume. Unlike NMAS, the gradation coarseness (G) has some effect on thermal conductivity (TC) (p-value = 0.008 < 0.05). On the contrary, the NMAS, unlike gradation coarseness, has a significant effect on thermal diffusivity (TD) with a p-value of 0.025. Both gradation coarseness and NMAS have a significant effect on thermal diffusivity (p-value = 0.029 < 0.05) and do not have much effect on specific heat (SH) where p-value is greater than 0.05. Nevertheless, it was noticed that the thermal diffusivity increased linearly with an increase in aggregate size from 85.64 mm2/s to 125.79 mm2/s at 9.5 NMAS FG and 19 mm NMAS FG, respectively. Whereas the specific heat and thermal conductivity increase as the asphalt content (AC) increases. Consequently, the highest average values of thermal conductivity and specific heat are 2 W/m.K and 0.025 M.J/m3. K, respectively, at the highest asphalt content of 6.1%. Multiple linear regression, non-linear regression and deep learning (MLR, NLR and DL) equations were developed. The non-linear regression resulted relatively in the best predictive power of all equations. Finally, larger datasets are needed to predict thermal properties with higher confidence. |
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id | doaj.art-5279b917cece4c3598d2e8fde4c577b7 |
institution | Directory Open Access Journal |
issn | 2214-5095 |
language | English |
last_indexed | 2024-03-13T04:12:26Z |
publishDate | 2023-07-01 |
publisher | Elsevier |
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series | Case Studies in Construction Materials |
spelling | doaj.art-5279b917cece4c3598d2e8fde4c577b72023-06-21T06:52:59ZengElsevierCase Studies in Construction Materials2214-50952023-07-0118e01725Effect of aggregate gradation and asphalt mix volumetrics on the thermal properties of asphalt concreteMohammad Ali Khasawneh0Ansam Adnan Sawalha1Mohannad Theeb Aljarrah2Mohammad Ahmad Alsheyab3Civil Engineering Department, Prince Mohammad Bin Fahd University, Al Azeziya, Eastern Province, Kingdom of Saudi Arabia; Civil Engineering Department, Jordan University of Science and Technology, Irbid, Jordan; Corresponding author at:Civil Engineering Department, Prince Mohammad Bin Fahd University, Al Azeziya, Eastern Province, Kingdom of Saudi Arabia.Civil Engineering Department, Jordan University of Science and Technology, Irbid, JordanCivil Engineering Department, Jordan University of Science and Technology, Irbid, JordanDepartment of Civil, Construction and Environmental Engineering, Iowa State University, 813 Bissell Road, Ames, IA, United StatesThe objective of this study is to investigate the impact of aggregate gradation and Superpave volumetrics on thermal properties of asphalt mixtures. Thirty asphalt concrete specimens with three different Nominal Maximum Aggregate Sizes (NMAS) of 19.0, 12.5 and 9.5 mm and two levels of gradation coarseness: fine gradation (FG) and coarse gradation (CG) were prepared. The Transient Plane Source (TPS) method was used to determine thermal properties. Based on the analyses performed, it was concluded visually that heat transfer is highly dependent on the contact area which, in turn, is related to air void volume. Unlike NMAS, the gradation coarseness (G) has some effect on thermal conductivity (TC) (p-value = 0.008 < 0.05). On the contrary, the NMAS, unlike gradation coarseness, has a significant effect on thermal diffusivity (TD) with a p-value of 0.025. Both gradation coarseness and NMAS have a significant effect on thermal diffusivity (p-value = 0.029 < 0.05) and do not have much effect on specific heat (SH) where p-value is greater than 0.05. Nevertheless, it was noticed that the thermal diffusivity increased linearly with an increase in aggregate size from 85.64 mm2/s to 125.79 mm2/s at 9.5 NMAS FG and 19 mm NMAS FG, respectively. Whereas the specific heat and thermal conductivity increase as the asphalt content (AC) increases. Consequently, the highest average values of thermal conductivity and specific heat are 2 W/m.K and 0.025 M.J/m3. K, respectively, at the highest asphalt content of 6.1%. Multiple linear regression, non-linear regression and deep learning (MLR, NLR and DL) equations were developed. The non-linear regression resulted relatively in the best predictive power of all equations. Finally, larger datasets are needed to predict thermal properties with higher confidence.http://www.sciencedirect.com/science/article/pii/S2214509522008579Thermal propertiesTransient plane source (TPS)Asphalt concrete specimensGradationNominal maximum aggregate sizes (NMAS)Statistical analysis |
spellingShingle | Mohammad Ali Khasawneh Ansam Adnan Sawalha Mohannad Theeb Aljarrah Mohammad Ahmad Alsheyab Effect of aggregate gradation and asphalt mix volumetrics on the thermal properties of asphalt concrete Case Studies in Construction Materials Thermal properties Transient plane source (TPS) Asphalt concrete specimens Gradation Nominal maximum aggregate sizes (NMAS) Statistical analysis |
title | Effect of aggregate gradation and asphalt mix volumetrics on the thermal properties of asphalt concrete |
title_full | Effect of aggregate gradation and asphalt mix volumetrics on the thermal properties of asphalt concrete |
title_fullStr | Effect of aggregate gradation and asphalt mix volumetrics on the thermal properties of asphalt concrete |
title_full_unstemmed | Effect of aggregate gradation and asphalt mix volumetrics on the thermal properties of asphalt concrete |
title_short | Effect of aggregate gradation and asphalt mix volumetrics on the thermal properties of asphalt concrete |
title_sort | effect of aggregate gradation and asphalt mix volumetrics on the thermal properties of asphalt concrete |
topic | Thermal properties Transient plane source (TPS) Asphalt concrete specimens Gradation Nominal maximum aggregate sizes (NMAS) Statistical analysis |
url | http://www.sciencedirect.com/science/article/pii/S2214509522008579 |
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