Predictive Modeling for Developing Maintenance Management in Construction Projects
Abstract
Maintenance is one of the most important global issue and it taking an increasing recognition in numerous study field. Meanwhile, in Iraq with the absence of an efficient building maintenance management and a lack of appropriate predictive maintenance tool of the current buildings can have a significant negative impact on future building development. Currently, there is a paradigm shift in management of building maintenance from corrective to preventive and predictive approaches that is attainable through creating of an evaluative model to evaluate a variety of alternative decisions. This paper aimed at developing mathematical models for the buildings maintenance. This was achieved through the division of building according to the methods of division based on a number of global maintenance manuals and previous studies. Consequently, based on literature review and interviews with experts on building maintenance, questionnaire was designed that included most of the maintenance items of building. Then, the results of the questionnaire were processed using the Statistical Package for Social Sciences (SPSS), to determine the most important maintenance items, the Weighted Sum Model (WSM) technique was used. Finally, this research recommended adoption the model for quick evaluation and appropriately monitoring of buildings. It will also help architects and engineers to make predictions throughout scientific methods instead dependence on personal decisions.
Keywords
References
Noor, S.,Omar, Wadhah A. Hatem and Hafid I. Najy, "Developing of building maintenance management by using BIM." International Journal of Civil Engineering & Technology (IJCIET). no.9 (2018): 1371-1383.
Christodoulou, Symeon, and Raimar Scherer. "eWork and eBusiness in Architecture, Engineering and Construction: ECPPM 2016: Proceedings of the 11th European Conference on Product and Process Modelling (ECPPM 2016), Limassol, Cyprus, 7-9 September 2016." (2017). doi:10.1201/9781315386904.
Chew, M. Y. L., S. S. Tan, and K. H. Kang. "Building maintainability—Review of state of the art." Journal of Architectural Engineering 10, no. 3 (2004): 80-87. doi 10.1061/(ASCE)1076-0431(2004)10:3(80).
Akcamete, Asli, Burcu Akinci, and James H. Garrett. "Potential utilization of building information models for planning maintenance activities." In Proceedings of the international conference on computing in civil and building engineering, pp. 151-157. June, 2010.
Mostafa, Sherif, Sang-Heon Lee, Jantanee Dumrak, Nicholas Chileshe, and Hassan Soltan. “Lean Thinking for a Maintenance Process.” Production & Manufacturing Research 3, no. 1 (January 2015): 236–272. doi:10.1080/21693277.2015.1074124.
Waziri, Baba Shehu. “Design and Construction Defects Influencing Residential Building Maintenance in Nigeria.” Jordan Journal of Civil Engineering 10, no. 3 (July 1, 2016): 313–323. doi:10.14525/jjce.10.3.3605.
Olde Keizer, Minou C.A., Simme Douwe P. Flapper, and Ruud H. Teunter. “Condition-Based Maintenance Policies for Systems with Multiple Dependent Components: A Review.” European Journal of Operational Research 261, no. 2 (September 2017): 405–420. doi:10.1016/j.ejor.2017.02.044.
Ebeid, Akram A., Ingy A. El-Khouly, and Aziz E. El-Sayed. “Lean Maintenance Excellence in the Container Handling Industry: A Case Study.” 2016 IEEE International Conference on Industrial Engineering and Engineering Management (IEEM) (December 2016). doi:10.1109/ieem.2016.7798156.
Mohamed, M. J. "Pavement Maintenance Modeling Using Stochastic Simulation Based on Genetic Algorithm Approach", MSc Thesis, Department of Civil Engineering, University of Mustansiriya (2015).
Puķīte, Iveta, and Ineta Geipele. “Different Approaches to Building Management and Maintenance Meaning Explanation.” Procedia Engineering 172 (2017): 905–912. doi:10.1016/j.proeng.2017.02.099.
Aghimien, Douglas, Ayodeji Oke, and Clinton Aigbavboa. “Barriers of Building Maintenance in Private Tertiary Institutions in Nigeria.” Advances in Intelligent Systems and Computing (June 27, 2018): 312–323. doi:10.1007/978-3-319-94199-8_30.
Chanter, Barrie, and Peter Swallow, eds. “Building Maintenance Management” (January 1, 2007). doi:10.1002/9780470692011.
Wan, Jiafu, Shenglong Tang, Di Li, Shiyong Wang, Chengliang Liu, Haider Abbas, and Athanasios V. Vasilakos. “A Manufacturing Big Data Solution for Active Preventive Maintenance.” IEEE Transactions on Industrial Informatics 13, no. 4 (August 2017): 2039–2047. doi:10.1109/tii.2017.2670505.
Suleymanov, Magomed. "Cost-effective model for self-assessment of maintenance management: An update to the “Maintenance Baseline Study” early developed by Norwegian Petroleum Directorate." Master's thesis, University of Stavanger, Norway, 2017.
Track, Math. "Mathematical Modeling with Differential Equations." (2005).
Barnes, Belinda, and G. R. Fulford. Mathematical modelling with case studies: a differential equations approach using Maple and MATLAB. Chapman and Hall/CRC, 2011. doi:10.1201/9781420083507.
Olagunju, R. E. "Predictive modelling for sustainable residential building maintenance in developing countries: A Nigerian case." Interdisciplinary Journal of Contemporary Research in Business 4, no. 6 (2012): 1237-1283.
Farran, Mazen, and Tarek Zayed. “Comparative Analysis of Life-Cycle Costing for Rehabilitating Infrastructure Systems.” Journal of Performance of Constructed Facilities 23, no. 5 (October 2009): 320–326. doi:10.1061/(asce)cf.1943-5509.0000038.
Barnes, Belinda, and G. R. Fulford. Mathematical modelling with case studies: a differential equations approach using Maple and MATLAB. Chapman and Hall/CRC, 2011.
Salahuddin, Wael. "A methodology to improve the efficiency of hotel maintenance by evaluating actual performance after occupancy". Egypt University for Science and Technology. 1997, P22.
Kaddani, Sami, Daniel Vanderpooten, Jean-Michel Vanpeperstraete, and Hassene Aissi. “Weighted Sum Model with Partial Preference Information: Application to Multi-Objective Optimization.” European Journal of Operational Research 260, no. 2 (July 2017): 665–679. doi:10.1016/j.ejor.2017.01.003.
Simanjuntak, Paulus, Irma Irma, Nuning Kurniasih, Mesran Mesran, and Janner Simarmata. "Implementasi Metode Weighted Aggregated Sum Product Assessment (WASPAS) Dalam Penentuan Kayu Terbaik Untuk Bahan Gitar." JURIKOM (Jurnal Riset Komputer) 5, no. 1 (2018): 35-42.
Rehman, Shafiqur, and Salman A. “Multi-Criteria Wind Turbine Selection Using Weighted Sum Approach.” International Journal of Advanced Computer Science and Applications 8, no. 6 (2017). doi:10.14569/ijacsa.2017.080616.
Amaratunga, Dilanthi, and David Baldry. “Assessment of Facilities Management Performance in Higher Education Properties.” Facilities 18, no. 7/8 (July 2000): 293–301. doi:10.1108/02632770010340681.
DOI: 10.28991/cej-2019-03091297
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