Skip navigation
Please use this identifier to cite or link to this item: http://repository.iitr.ac.in/handle/123456789/4566
Title: Development of Pavement Distress Deterioration Prediction Models for Urban Road Network Using Genetic Programming
Authors: Chopra T.
Parida, Manoranjan
Kwatra N.
Chopra P.
Published in: Advances in Civil Engineering
Abstract: The objective of the present study is to develop models to predict the deterioration of pavement distress of the urban road network. Genetic programming (GP) has been used to develop five models for the prediction of pavement distress: Model 1 for the cracking progression, Model 2 for the ravelling progression, Model 3 for the pothole progression, Model 4 for the rutting progression, and Model 5 for the roughness progression. The data have been collected from the roads of Patiala City, Punjab, India; during the years 2012-2015, the network of 16 roads have been selected for the data collection purposes. The data have been divided into two sets, that is, training dataset (data collected during the years 2012 and 2013) and validation dataset (data collected during the years 2014 and 2015). The two fitness functions have been used for the evaluation of the models, that is, coefficient of determination (R2) and root mean square error (RMSE), and it is inferred that GP models predict with high accuracy for pavement distress and help the decision makers for adequate and timely fund allocations for preservation of the urban road network. ¬© 2018 Tanuj Chopra et al.
Citation: Advances in Civil Engineering(2018), 2018(): -
URI: https://doi.org/10.1155/2018/1253108
http://repository.iitr.ac.in/handle/123456789/4566
Issue Date: 2018
Publisher: Hindawi Limited
ISSN: 16878086
Author Scopus IDs: 57194379195
8963649200
22135142900
57188761411
Author Affiliations: Chopra, T., Department of Civil Engineering, Thapar University, Patiala, India
Parida, M., Department of Civil Engineering, Indian Institute of Technology, Roorkee, India
Kwatra, N., Department of Civil Engineering, Thapar University, Patiala, India
Chopra, P., Department of Computer Science and Engineering, Thapar University, Patiala, India
Corresponding Author: Chopra, T.; Department of Civil Engineering, Thapar UniversityIndia; email: tchopra@thapar.edu
Appears in Collections:Journal Publications [CE]

Files in This Item:
There are no files associated with this item.
Show full item record


Items in Repository are protected by copyright, with all rights reserved, unless otherwise indicated.