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Published in: Arabian Journal for Science and Engineering 5/2020

02-01-2020 | Research Article - Civil Engineering

Comparison of Master Sigmoidal Curve and Markov Chain Techniques for Pavement Performance Prediction

Authors: Mohamed El-Khawaga, Sherif El-Badawy, Alaa Gabr

Published in: Arabian Journal for Science and Engineering | Issue 5/2020

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Abstract

Recently, highway agencies have become in need to enhance their pavement management systems (PMSs) using sound engineering and economic principles that find more prudent solutions to support wise investment choices and preserve the value of infrastructure assets. As pavement performance prediction models are one of the most important and fundamental components in any PMS, this paper focuses on comparing the master sigmoidal curve-based model as a deterministic technique with the Markov chain-based model as a probabilistic technique for the prediction of the international roughness index (IRI) as a pavement performance indicator. The IRI data obtained from the long-term pavement performance (LTPP) program were used to evaluate and compare both methods. In this paper, 44 flexible pavement sections from the GPS-1 experiment incorporating 432 IRI measurements ranging from 0.32 to 5.12 m/km were selected. Results showed that the predictive ability of the investigated models for the selected LTPP data was good with a reasonable coincidence ratio of about 65 percent between the predicted results of the two modeling techniques.

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Literature
3.
go back to reference Prasad, J.; Kanuganti, S.; Bhanegaonkar, P.; Sarkar, A.; Arkatkar, S.: Development of relationship between roughness (IRI) and visible surface distresses: a study on PMGSY roads. Procedia—Soc. Behav. Sci. 104, 322–331 (2013)CrossRef Prasad, J.; Kanuganti, S.; Bhanegaonkar, P.; Sarkar, A.; Arkatkar, S.: Development of relationship between roughness (IRI) and visible surface distresses: a study on PMGSY roads. Procedia—Soc. Behav. Sci. 104, 322–331 (2013)CrossRef
4.
go back to reference Lytton, R.: Concepts of pavement performance prediction and modeling. In: 2nd North American Conference on Managing Pavements, vol. 2, pp. 2.3–19. Toronto, Ontario, Canada (1987) Lytton, R.: Concepts of pavement performance prediction and modeling. In: 2nd North American Conference on Managing Pavements, vol. 2, pp. 2.3–19. Toronto, Ontario, Canada (1987)
8.
go back to reference Beckley, M.E.: Pavement deterioration modeling using historical roughness data. M.Sc. thesis, Arizona State University, Arizona, USA (2016) Beckley, M.E.: Pavement deterioration modeling using historical roughness data. M.Sc. thesis, Arizona State University, Arizona, USA (2016)
9.
go back to reference Darter, M.I.; Hudson, W.R.: Probabilistic design concepts applied to flexible pavement system design. Research Report No. CFHR 1-8-69-123-18, Center for Highway Research, The University of Texas, Austin, Texas, USA (1973) Darter, M.I.; Hudson, W.R.: Probabilistic design concepts applied to flexible pavement system design. Research Report No. CFHR 1-8-69-123-18, Center for Highway Research, The University of Texas, Austin, Texas, USA (1973)
11.
go back to reference Li, Z.: A probabilistic and adaptive approach to modeling performance of pavement infrastructure. Ph.D. dissertation, The University of Texas, Austin, Texas, USA (2005) Li, Z.: A probabilistic and adaptive approach to modeling performance of pavement infrastructure. Ph.D. dissertation, The University of Texas, Austin, Texas, USA (2005)
14.
go back to reference Abaza, K.A.; Murad, M.M.: Dynamic probabilistic approach for long-term pavement restoration program with added user cost. Transp. Res. Rec. 1990(1), 48–56 (2007)CrossRef Abaza, K.A.; Murad, M.M.: Dynamic probabilistic approach for long-term pavement restoration program with added user cost. Transp. Res. Rec. 1990(1), 48–56 (2007)CrossRef
Metadata
Title
Comparison of Master Sigmoidal Curve and Markov Chain Techniques for Pavement Performance Prediction
Authors
Mohamed El-Khawaga
Sherif El-Badawy
Alaa Gabr
Publication date
02-01-2020
Publisher
Springer Berlin Heidelberg
Published in
Arabian Journal for Science and Engineering / Issue 5/2020
Print ISSN: 2193-567X
Electronic ISSN: 2191-4281
DOI
https://doi.org/10.1007/s13369-019-04321-8

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