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2018 | OriginalPaper | Chapter

Markov Chain Optimisation for Pavement Maintenance

Authors : Mohammed Al Aryani, Halim Boussabaine, Richard Kirkham

Published in: Proceedings of 3rd International Sustainable Buildings Symposium (ISBS 2017)

Publisher: Springer International Publishing

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Abstract

The highways network is crucial to the economic and social development of the United Arab Emirates (UAE). The increase in capital spend on highways projects across the UAE has emphasised the importance of optimising the long-term operational and maintenance spend. This paper presents a case study of the application of Markov chains in the optimisation of pavement maintenance decision-making. The theoretical model utilises a simplified staged-homogenous Markov chain to predict future pavement conditions at the network level by comparing the pavement condition with planned maintenance activities against pavement condition without maintenance activities using a Pavement Condition Index (PCI) as the basis of the calculation. Also estimated budget for maintenance work has been achieved.

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Literature
1.
go back to reference Abaza KA, Ashur SA, Al-Khatib IA (2004) Integrated pavement management system with a Markovian prediction model. J Transp Eng 130(1):24–33CrossRef Abaza KA, Ashur SA, Al-Khatib IA (2004) Integrated pavement management system with a Markovian prediction model. J Transp Eng 130(1):24–33CrossRef
2.
go back to reference Abaza KA (2002) Optimum pavement life-cycle analysis model. ASCE J Transp Eng 128(6):542–549CrossRef Abaza KA (2002) Optimum pavement life-cycle analysis model. ASCE J Transp Eng 128(6):542–549CrossRef
3.
go back to reference Abaza KA (2004) Deterministic performance prediction model for rehabilitation and management of flexible pavement. Int J Pavement Eng 5(2):111–121CrossRef Abaza KA (2004) Deterministic performance prediction model for rehabilitation and management of flexible pavement. Int J Pavement Eng 5(2):111–121CrossRef
4.
go back to reference Abaza KA (2017) Empirical Markovian-based models for rehabilitated pavement performance used in a life cycle analysis approach. Struct Infrastruct Eng 13(5):625–636 Abaza KA (2017) Empirical Markovian-based models for rehabilitated pavement performance used in a life cycle analysis approach. Struct Infrastruct Eng 13(5):625–636
5.
go back to reference Al-Turki UM, Ayar T, Yilbas BS, Sahin AZ (2014) Maintenance in manufacturing environment: an overview. In: Integrated maintenance planning in manufacturing systems, pp 5–23. American Conference on Managing Pavements (pp 2.3–2.19) and Hall, Springer Al-Turki UM, Ayar T, Yilbas BS, Sahin AZ (2014) Maintenance in manufacturing environment: an overview. In: Integrated maintenance planning in manufacturing systems, pp 5–23. American Conference on Managing Pavements (pp 2.3–2.19) and Hall, Springer
7.
go back to reference Austroads (2012) The scoping and development of probabilistic road deterioration (RD) models, Sydney Austroads (2012) The scoping and development of probabilistic road deterioration (RD) models, Sydney
8.
go back to reference Black M, Brint aT, Brailsford JR (2005) Comparing probabilistic methods for the asset Black M, Brint aT, Brailsford JR (2005) Comparing probabilistic methods for the asset
9.
go back to reference Butt AA, Shahin MY, Carpenter SH, Carnahan JV (1994) Application of Markov process to pavement management systems at network level. In: 3rd international conference on managing pavements, vol 2, TRB, pp 159–172 Butt AA, Shahin MY, Carpenter SH, Carnahan JV (1994) Application of Markov process to pavement management systems at network level. In: 3rd international conference on managing pavements, vol 2, TRB, pp 159–172
10.
go back to reference Dhillon B (2002) Engineering maintenance: a modern approach. CRC Press Dhillon B (2002) Engineering maintenance: a modern approach. CRC Press
11.
go back to reference Enright MP, Frangopol DM (1999) Condition prediction of deteriorating concrete bridges using Bayesian updating. J Struct Eng 125(10):1118–1125CrossRef Enright MP, Frangopol DM (1999) Condition prediction of deteriorating concrete bridges using Bayesian updating. J Struct Eng 125(10):1118–1125CrossRef
12.
go back to reference Federal Highway Administration (FHWA) (1993) PONTIS technical manual, Publ. No. FHWA-SA-94–031, US Department of Transportation, Washington, D.C Federal Highway Administration (FHWA) (1993) PONTIS technical manual, Publ. No. FHWA-SA-94–031, US Department of Transportation, Washington, D.C
13.
go back to reference Gini A (2015) Network-level pavement performance prediction modelling with Markov chains. Master dissertation, Delft University of Technology Gini A (2015) Network-level pavement performance prediction modelling with Markov chains. Master dissertation, Delft University of Technology
14.
go back to reference Haas R, Hudson WR, Zaniewski J (1994) Modern pavement management. Krieger Publishing Company, Malabar, FL Haas R, Hudson WR, Zaniewski J (1994) Modern pavement management. Krieger Publishing Company, Malabar, FL
15.
go back to reference Hall K, Darter M, Elliott R (1992) Revision of AASHTO pavement overlay design procedures. Transportation Research Record 1374. TRB, Washington, DC, pp 36–47 Hall K, Darter M, Elliott R (1992) Revision of AASHTO pavement overlay design procedures. Transportation Research Record 1374. TRB, Washington, DC, pp 36–47
16.
go back to reference Huang Y (2004) Pavement analysis and design, 2nd edn. Pearson/Prentice Hall, Upper Saddle River, NJ Huang Y (2004) Pavement analysis and design, 2nd edn. Pearson/Prentice Hall, Upper Saddle River, NJ
17.
go back to reference Jiang Y, Saito M, Sinha KC (1989) Bridge performance prediction model using the Markov chain. In: Transportation Research Record 1180, TRB, pp 25–32 Jiang Y, Saito M, Sinha KC (1989) Bridge performance prediction model using the Markov chain. In: Transportation Research Record 1180, TRB, pp 25–32
18.
go back to reference Kobayashi K, Do M, Han D (2010) Estimation of Markovian transition probabilities for pavement deterioration forecasting. KSCE J Civil Eng 14(3):343–351CrossRef Kobayashi K, Do M, Han D (2010) Estimation of Markovian transition probabilities for pavement deterioration forecasting. KSCE J Civil Eng 14(3):343–351CrossRef
19.
go back to reference Labi S, Sinha K, Transportation J, Lafayette W, Building SO, Report F (2003) The effectiveness of maintenance and its impact on capital expenditures Labi S, Sinha K, Transportation J, Lafayette W, Building SO, Report F (2003) The effectiveness of maintenance and its impact on capital expenditures
20.
go back to reference Lee J, Ni J, Djurdjanovic D, Qiu H, Liao H (2006) Intelligent prognostics tools and e-maintenance. Comput Ind 57(6):476–489 Lee J, Ni J, Djurdjanovic D, Qiu H, Liao H (2006) Intelligent prognostics tools and e-maintenance. Comput Ind 57(6):476–489
21.
go back to reference Lytton R (1987) Concepts of pavement performance prediction and modeling. In: Second North American Conference on Managing Pavements, pp 2.3–2.19 Lytton R (1987) Concepts of pavement performance prediction and modeling. In: Second North American Conference on Managing Pavements, pp 2.3–2.19
22.
go back to reference Madanat S, Mishalani R, Ibrahim WHW (1995) Estimation of infrastructure transition probabilities from condition rating data. J Infrastruct Syst 1(2):120–125CrossRef Madanat S, Mishalani R, Ibrahim WHW (1995) Estimation of infrastructure transition probabilities from condition rating data. J Infrastruct Syst 1(2):120–125CrossRef
24.
go back to reference Mills L, Attoh-Okine N, McNeil S (2012) Developing pavement performance models for Delaware. In: Transportation research record 2304. Washington, DC: TRB, pp 97–103 Mills L, Attoh-Okine N, McNeil S (2012) Developing pavement performance models for Delaware. In: Transportation research record 2304. Washington, DC: TRB, pp 97–103
25.
go back to reference Nams (2009) Building condition & performance assessment guidelines. Practice Note 3—Buildings. IPWEA Nams (2009) Building condition & performance assessment guidelines. Practice Note 3—Buildings. IPWEA
26.
go back to reference OECD (2001) Asset management for the roads sector, vol 1. OECD, Paris OECD (2001) Asset management for the roads sector, vol 1. OECD, Paris
28.
go back to reference Pantelias A (2005) Asset management data collection for supporting decision processes. Doctoral dissertation, Virginia Polytechnic Institute and State University Pantelias A (2005) Asset management data collection for supporting decision processes. Doctoral dissertation, Virginia Polytechnic Institute and State University
29.
go back to reference Park S (2004) Identifying the hazard characteristics of pipes in water distribution systems by using the proportional hazard model: 2. applications. KSCE J Civil Eng 8(6):669–677CrossRef Park S (2004) Identifying the hazard characteristics of pipes in water distribution systems by using the proportional hazard model: 2. applications. KSCE J Civil Eng 8(6):669–677CrossRef
30.
go back to reference Parzen E (1987) Stochastic processes. Soc Ind Appl Math, OaklandMATH Parzen E (1987) Stochastic processes. Soc Ind Appl Math, OaklandMATH
32.
go back to reference Shahin M (1994) Pavement management for airports, roads, and parking lots. Chapman, New YorkCrossRef Shahin M (1994) Pavement management for airports, roads, and parking lots. Chapman, New YorkCrossRef
33.
go back to reference Thom N (2014) Principles of pavement engineering, 2nd edn. ICE Publishing, London Thom N (2014) Principles of pavement engineering, 2nd edn. ICE Publishing, London
34.
go back to reference Uday K, Parida A, Crespo Márquez A, Moreu de León P, Gómez Fernández J, Parra Márquez C, López Campos M (2009) The maintenance management framework: a practical view to maintenance management. J Qual Maintenance Eng 15(2):167–178 Uday K, Parida A, Crespo Márquez A, Moreu de León P, Gómez Fernández J, Parra Márquez C, López Campos M (2009) The maintenance management framework: a practical view to maintenance management. J Qual Maintenance Eng 15(2):167–178
Metadata
Title
Markov Chain Optimisation for Pavement Maintenance
Authors
Mohammed Al Aryani
Halim Boussabaine
Richard Kirkham
Copyright Year
2018
DOI
https://doi.org/10.1007/978-3-319-63709-9_53