Fathy, A E A E R; Abdel-Hamid, M and Abdelhaleem, H M (2025) Developing a predictive maintenance model for the rehabilitation of roads' assets. International Journal of Construction Management, 25(4), pp. 398-408. ISSN 1562-3599
Abstract
Maintaining road infrastructure is a significant challenge in minimizing public fund waste from reactive maintenance. Preventive maintenance is considered a new era in this field. To achieve cost savings and prolong the life cycle of road networks, it's crucial to determine their lifespan at the time of construction. This article proposes an emerging predictive methodology to select road network rehabilitation policy. This methodology facilitates long-term planning based on technical and budgetary perspectives to identify the most cost-effective rehabilitation policy for the road network's assets over the planning horizon. To accomplish this, the Pavement Rehabilitation Predictive Model (PRPM) is developed for long-term forecasting of future asset conditions as the network deteriorates over time. It takes into account effective planning for different rehabilitation policies predicts asset deterioration, and aids in making informed decisions by identifying the best rehabilitation policy for pavement sections. An empirical example is used to illustrate the proposed approach in detail, based on the evaluation of three scenarios of the rehabilitation policies. The results indicate that the prediction model is highly efficient, resulting in an average budget savings of up to 20% compared to other relevant maintenance methods.
| Item Type: | Article |
|---|---|
| Uncontrolled Keywords: | decision support model; Markov chains; nonlinear regression; optimization; sensitivity analysis |
| Index terms: | forecasting, Markov chain, life cycle, savings, cost saving, deterioration, sensitivity analysis, lifespan, predictive maintenance, decision support, prediction model, preventive maintenance, methodology |
| Subjects: | value management, mathematical modelling, prediction and forecasting, material degradation and durability, economics, decision analysis, economic analysis, maintenance engineering, research methods, environmental hazards |
| Topics: | Cost Management, Business Strategy, Research Practice, Construction Materials, Project Management, Risk Management, Sustainability |
| Descriptive scope: | 4 PCTA |
N.B. Descriptive scope is a count of how many of the five facets of empirical research are indicated by the words used in title, abstract and keywords. It is not intended as a judgement on the research; merely a count of the kind of word we would expect to indicate Phenomenon, Concepts, Theoretical framing, Empirical techniques, Analytical techniques. If all five are present, then a code of “5 PCTEA” will indicate this. If you feel the coding for this record is questionable, we welcome discussion around the terms we matched or the way we categorized them. The facet you would expect may not be coded, or a facet may be coded inappropriately. This can also bear on a larger question, of which facets should be treated as defining in construction management research. Please get in touch, and we will look at it. More details here