Developing a Hybrid ANN-Jaya Procedure for Backcalculation of Flexible Pavements Moduli
This research aim is to develop a procedure for backcalculation of flexible pavements moduli based on the hybridization of the Artificial Neural Network (ANN) and the Jaya optimization algorithm. The ANN was applied to predict the pavement deflection basin, and the Jaya was employed for moduli backc...
| Main Authors: | , , |
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| Format: | Article |
| Language: | English |
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University of Tehran Press
2022-06-01
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| Series: | Civil Engineering Infrastructures Journal |
| Subjects: | |
| Online Access: | https://ceij.ut.ac.ir/article_87619_461c24a04324f47d8ecc475f6c2164b1.pdf |
| _version_ | 1811343895178510336 |
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| author | Ali Reza Ghanizadeh Nasrin Heidarabadizadeh Vahid Khalifeh |
| author_facet | Ali Reza Ghanizadeh Nasrin Heidarabadizadeh Vahid Khalifeh |
| author_sort | Ali Reza Ghanizadeh |
| collection | DOAJ |
| description | This research aim is to develop a procedure for backcalculation of flexible pavements moduli based on the hybridization of the Artificial Neural Network (ANN) and the Jaya optimization algorithm. The ANN was applied to predict the pavement deflection basin, and the Jaya was employed for moduli backcalculation. The comparison of hybrid ANN-Jaya procedure with some backcalculation software indicates the high ability of the developed method to perform backcalculation of flexible pavements moduli. The comparison of the computational speed and accuracy of hybrid ANN-Jaya with ANN-PSO and ANN-GA indicates the superior performance of ANN-Jaya compared to other methods. |
| first_indexed | 2024-04-13T19:38:14Z |
| format | Article |
| id | doaj.art-bc71f5b445b84ce2861153216da53678 |
| institution | Directory Open Access Journal |
| issn | 2322-2093 2423-6691 |
| language | English |
| last_indexed | 2024-04-13T19:38:14Z |
| publishDate | 2022-06-01 |
| publisher | University of Tehran Press |
| record_format | Article |
| series | Civil Engineering Infrastructures Journal |
| spelling | doaj.art-bc71f5b445b84ce2861153216da536782022-12-22T02:32:58ZengUniversity of Tehran PressCivil Engineering Infrastructures Journal2322-20932423-66912022-06-015518910810.22059/ceij.2021.310767.171087619Developing a Hybrid ANN-Jaya Procedure for Backcalculation of Flexible Pavements ModuliAli Reza Ghanizadeh0Nasrin Heidarabadizadeh1Vahid Khalifeh2Associate Professor, Department of Civil Engineering, Sirjan University of Technology, Sirjan, Iran.Research Assistant, Department of Civil Engineering, Sirjan University of Technology, Sirjan, Iran.Assistant Professor, Department of Civil Engineering, Sirjan University of Technology, Sirjan, Iran.This research aim is to develop a procedure for backcalculation of flexible pavements moduli based on the hybridization of the Artificial Neural Network (ANN) and the Jaya optimization algorithm. The ANN was applied to predict the pavement deflection basin, and the Jaya was employed for moduli backcalculation. The comparison of hybrid ANN-Jaya procedure with some backcalculation software indicates the high ability of the developed method to perform backcalculation of flexible pavements moduli. The comparison of the computational speed and accuracy of hybrid ANN-Jaya with ANN-PSO and ANN-GA indicates the superior performance of ANN-Jaya compared to other methods.https://ceij.ut.ac.ir/article_87619_461c24a04324f47d8ecc475f6c2164b1.pdfartificial neural network (ann)backcalculationfalling weight deflectometer (fwd)flexible pavementsjaya optimization algorithm |
| spellingShingle | Ali Reza Ghanizadeh Nasrin Heidarabadizadeh Vahid Khalifeh Developing a Hybrid ANN-Jaya Procedure for Backcalculation of Flexible Pavements Moduli Civil Engineering Infrastructures Journal artificial neural network (ann) backcalculation falling weight deflectometer (fwd) flexible pavements jaya optimization algorithm |
| title | Developing a Hybrid ANN-Jaya Procedure for Backcalculation of Flexible Pavements Moduli |
| title_full | Developing a Hybrid ANN-Jaya Procedure for Backcalculation of Flexible Pavements Moduli |
| title_fullStr | Developing a Hybrid ANN-Jaya Procedure for Backcalculation of Flexible Pavements Moduli |
| title_full_unstemmed | Developing a Hybrid ANN-Jaya Procedure for Backcalculation of Flexible Pavements Moduli |
| title_short | Developing a Hybrid ANN-Jaya Procedure for Backcalculation of Flexible Pavements Moduli |
| title_sort | developing a hybrid ann jaya procedure for backcalculation of flexible pavements moduli |
| topic | artificial neural network (ann) backcalculation falling weight deflectometer (fwd) flexible pavements jaya optimization algorithm |
| url | https://ceij.ut.ac.ir/article_87619_461c24a04324f47d8ecc475f6c2164b1.pdf |
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