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Please use this identifier to cite or link to this item: http://repository.iitr.ac.in/handle/123456789/26878
Title: Analysis of flexible pavement serviceability using ANN for urban roads
Authors: Shah Y.U.
Jain S.S.
Tiwari D.
Jain, Manoj Kumar
Published in: Airfield and Highway Pavement 2013: Sustainable and Efficient Pavements - Proceedings of the 2013 Airfield and Highway Pavement Conference
2013 Airfield and Highway Pavement Conference: Sustainable and Efficient Pavements
Abstract: Serviceability is an indicator that represents the level of service a pavement provides to the users. This subjective opinion is closely related to objective aspects, which can be measured on the pavement's surface. Modelling the present serviceability index is very important in pavement management systems. In the present study, the present serviceability index (PSI) has been analyzed using artificial neural networks (ANN) for the flexible pavements of urban roads. The study area considered constitutes 21 urban road sections for Noida city in the NCR of New Delhi, capital of India. Field data collected include slope variance, rut depth, patches, cracking, and longitudinal cracking for two consecutive years on the selected road network. The developed ANN model was also compared with a model developed using multilinear regression analysis. © 2013 American Society of Civil Engineers.
Citation: Airfield and Highway Pavement 2013: Sustainable and Efficient Pavements - Proceedings of the 2013 Airfield and Highway Pavement Conference (2013): 478-489
URI: https://doi.org/10.1061/9780784413005.038
http://repository.iitr.ac.in/handle/123456789/26878
Issue Date: 2013
Keywords: ANN modeling
Flexible pavements
Level of Service
Longitudinal cracking
Multilinear regression analysis
Pavement management systems
Present serviceability indices
Slope variance
Cracks
Neural networks
Regression analysis
Pavements
ISBN: 9780784413005
Author Scopus IDs: 55555569000
35594194300
56530330100
57225721930
Author Affiliations: Shah, Y.U., Centre for Transportation Systems (CTRANS), Indian Institute of Technology (IIT), Roorkee, India
Jain, S.S., Department of Civil Engineering, CTRANS, IIT Roorkee, India
Tiwari, D., Pavement Evaluation Division, Central Road Research Institute (CRRI), New Delhi, India
Jain, M.K., Hydrology Department, IIT, Roorkee, United States
Corresponding Author: Centre for Transportation Systems (CTRANS), Indian Institute of Technology (IIT), Roorkee, India
Appears in Collections:Conference Publications [HY]

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