Technical Papers
Feb 11, 2021

Facility Defect and Cost Reduction by Incorporating Maintainability Knowledge Transfer Using Maintenance Management System Data

Publication: Journal of Performance of Constructed Facilities
Volume 35, Issue 2

Abstract

Facility maintenance is critical to the proper function and utilization of facilities and fit and function are highly important to dormitories. This study analyzed 39,093 work orders from a US Air Force Computerized Maintenance Management System (CMMS) in order to holistically reveal the most common dormitory facility defects and their associated costs and the effect of preventative maintenance. Actual deficiencies and concrete costs can motivate owners, designers, and facility managers (FMs) to incorporate maintainability in early planning and design stages to reduce the overall life-cycle costs of the facility. The study found that most maintenance costs were associated with heating, ventilation and air conditioning (HVAC), water and gas systems, and architectural finishes and paint. The study also found that the total cost of the average work order was primarily influenced by labor costs. Critically, this study quantified the correlation between preventative maintenance (PM) and corrective maintenance (CM) and emergency work order labor hours, finding that PM was inversely related to CM and emergency labor hours. Finally, this paper suggests ways to improve maintainability decision-making in design, and operations and maintenance.

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Data Availability Statement

All data, models, and code generated or used during the study appear in the published paper.

Acknowledgments

The authors would like to acknowledge and thank Mr. Bryan Muller from the Air Force Civil Engineer Center, a champion of data-driven decision-making, for his help collecting the data. To my wife and son, thank you for all the love and support. Finally, to the crew in Leite Lab for the encouragement and friendship.

References

Air Force. 2019. Civil engineer operations. Washington, DC: United States Air Force.
Akcamete, A., B. Akinci, and J. H. Garrett. 2010. “Potential utilization of building information models for planning maintenance activities.” In Proc., EG-ICE 2010—17th Int. Workshop on Intelligent Computing in Engineering, edited by W. Tizani. Nottingham, UK: Nottingham University Press.
Al-Hammad, A., S. Assaf, and M. Al-Shihah. 1997. “The effect of faulty design on building maintenance.” J. Qual. Maint. Eng. 3 (1): 29–39. https://doi.org/10.1108/13552519710161526.
Alshibani, A., and M. A. Hassanain. 2018. “Estimating facilities maintenance cost using post-occupancy evaluation and fuzzy set theory.” J. Qual. Maint. Eng. 24 (4): 449–467. https://doi.org/10.1108/JQME-05-2017-0038.
Arditi, D., and M. Nawakorawit. 1999. “Designing buildings for maintenance: Designers’ perspective.” J. Archit. Eng. 5 (4): 107–116. https://doi.org/10.1061/(ASCE)1076-0431(1999)5:4(107).
Army Material Command. 1976. Engineering design handbook maintainability engineering theory and US army materiel command maintainability engineering theory and practice section I. Alexandria, VA: United States Department of the Army.
Assaf, S., M. A. Hassanain, and A. Abdallah. 2018. “Review and assessment of the causes of deficiencies in design documents for large construction projects.” Int. J. Build. Pathol. Adapt. 36 (3): 300–317. https://doi.org/10.1108/IJBPA-10-2017-0050.
Becerik-Gerber, B., F. Jazizadeh, N. Li, and G. Calis. 2012. “Application areas and data requirements for BIM-enabled facilities management.” J. Constr. Eng. Manage. 138 (3): 431–442. https://doi.org/10.1061/(ASCE)CO.1943-7862.0000433.
Bortolini, R., and N. Forcada. 2020. “Analysis of building maintenance requests using a text mining approach: Building services evaluation.” Build. Res. Inf. 48 (2): 207–217. https://doi.org/10.1080/09613218.2019.1609291.
Cao, Y., T. Wang, and X. Song. 2015. “An energy-aware, agent-based maintenance-scheduling framework to improve occupant satisfaction.” Autom. Constr. 60 (Dec): 49–57. https://doi.org/10.1016/j.autcon.2015.09.002.
Chang, K. M., R. J. Dzeng, and Y. J. Wu. 2018. “An automated IOT visualization BIM platform for decision support in facilities management.” Appl. Sci. 8 (7): 1086. https://doi.org/10.3390/app8071086.
Chew, M. Y. L., S. Conejos, and F. H. Azril. 2019. “Design for maintainability of high-rise vertical green facades.” Build. Res. Inf. 47 (4): 453–467. https://doi.org/10.1080/09613218.2018.1440716.
Chew, M. Y. L., S. S. Tan, and K. H. Kang. 2004. “Building maintainability-review of state of the art.” J. Archit. Eng. 10 (3): 80–87. https://doi.org/10.1061/ASCE1076-0431200410:380.
CII (Construction Industry Institute). 1999. A model process for maintainability implementation. Austin, TX: Univ. of Texas.
Corder, G. W., and D. I. Freeman. 2014. Nonparametric statistics: A step-by-step approach. Hoboken, NJ: Wiley.
Das, S., and M. Y. L. Chew. 2011. “Generic method of grading building defects using FMECA to improve maintainability decisions.” J. Perform. Constr. Facil. 25 (6): 522–533. https://doi.org/10.1061/(ASCE)CF.1943-5509.0000206.
Das, S., M. Y. L. Chew, and K. L. Poh. 2010. “Multi-criteria decision analysis in building maintainability using analytical hierarchy process.” Constr. Manage. Econ. 28 (10): 1043–1056. https://doi.org/10.1080/01446193.2010.501806.
de Silva, N., M. F. Dulaimi, F. Y. Y. Ling, and G. Ofori. 2004. “Improving the maintainability of buildings in Singapore.” Build. Environ. 39 (10): 1243–1251. https://doi.org/10.1016/j.buildenv.2004.02.011.
de Silva, N., M. Ranasinghe, and C. R. De Silva. 2016. “Risk analysis in maintainability of high-rise buildings under tropical conditions using ensemble neural network.” Facilities 34 (1–2): 2–27. https://doi.org/10.1108/F-05-2014-0047.
Doane, D. P., and L. E. Seward. 2011. “Measuring Skewness: A forgotten statistic?” J. Stat. Educ. 19 (2): 1–18. https://doi.org/10.1080/10691898.2011.11889611.
DOD (Department of Defense). 2019. Operation and maintenance overview fiscal year 2020 budget estimates. Washington, DC: DOD.
Dunston, P. S., and C. E. Williamson. 1999. “Incorporating maintainability in constructability review process.” J. Manage. Eng. 15 (5): 56–60. https://doi.org/10.1061/(ASCE)0742-597X(1999)15:5(56).
East, E. W., N. Nisbet, and T. Liebich. 2013. “Facility management handover model view.” J. Comput. Civ. Eng. 27 (1): 61–67. https://doi.org/10.1061/(ASCE)CP.1943-5487.0000196.
Federspiel, C. C., B. Bridges, and G. Langkilde. 1998. “Statistical analysis of unsolicited thermal sensation complaints in commercial buildings.” ASHRAE Trans. 104 (1): 912–923.
Federspiel, C. C., and L. Villafana. 2003. “Design of an energy and maintenance system user interface for building occupants.” ASHRAE Trans. 109 (2): 693–704.
Gallaher, M. P., A. C. O’Conor, J. L. Dettbarn, and L. T. Gilday. 2004. Cost analysis of inadequate interoperability in the U.S. capital facilities industry. Gaithersburg, MD: NIST.
Gober, T. A. 2008. “Chapter 7 computerized planning and scheduling.” In Maintenance engineering handbook, 8th ed., 79–90. New York: McGraw-Hill.
Grussing, M. N., and L. Y. Liu. 2014. “Knowledge-Based optimization of building maintenance, repair, and renovation activities to improve facility life cycle investments.” J. Perform. Constr. Facil. 28 (3): 539–548. https://doi.org/10.1061/(ASCE)CF.1943-5509.0000449.
Gunay, H. B., W. Shen, and C. Yang. 2019. “Text-mining building maintenance work orders for component fault frequency.” Build. Res. Inf. 47 (5): 518–533. https://doi.org/10.1080/09613218.2018.1459004.
Hassanain, M. A., A. M. Al-Hammad, and F. Fatayer. 2014. “Assessment of architectural defects attributed to lack of maintenance feedback to the design team.” Archit. Sci. Rev. 57 (2): 132–138. https://doi.org/10.1080/00038628.2013.783459.
Hassanain, M. A., F. Fatayer, and A. M. Al-Hammad. 2015. “Design phase maintenance checklist for water supply and drainage systems.” J. Perform. Constr. Facil. 29 (3): 04014082. https://doi.org/10.1061/(ASCE)CF.1943-5509.0000613.
Hassanain, M. A., F. Fatayer, and A. M. Al-Hammad. 2016. “Design-phase maintenance checklist for electrical systems.” J. Perform. Constr. Facil. 30 (2): 06015003. https://doi.org/10.1061/(ASCE)CF.1943-5509.0000774.
Islam, R., T. H. Nazifa, and S. F. Mohamed. 2019. “Factors influencing facilities management cost performance in building projects.” J. Perform. Constr. Facil. 33 (3): 04019036. https://doi.org/10.1061/(ASCE)CF.1943-5509.0001284.
Jian, X., S. Cai, and Q. Chen. 2017. “A study on the evaluation of product maintainability based on the life cycle theory.” J. Cleaner Prod. 141 (Jan): 481–491. https://doi.org/10.1016/j.jclepro.2016.09.073.
Kanniyapan, G., L. J. Nesan, I. S. Mohammad, S. K. Tan, and V. Ponniah. 2019. “Selection criteria of building material for optimising maintainability.” Constr. Build. Mater. 221 (Oct): 651–660. https://doi.org/10.1016/j.conbuildmat.2019.06.108.
Khalek, I. A., J. M. Chalhoub, and S. K. Ayer. 2019. “Augmented reality for identifying maintainability concerns during design.” Adv. Civ. Eng. 2019 (Jan): 8547928. https://doi.org/10.1155/2019/8547928.
Kim, K., H. Kim, W. Kim, C. Kim, J. Kim, and J. Yu. 2018. “Integration of IFC objects and facility management work information using semantic web.” Autom. Constr. 87 (Mar): 173–187. https://doi.org/10.1016/j.autcon.2017.12.019.
Kordestani Ghaleenoe, N., E. Saghatforoush, S. JadidolEslami, and C. Preece. 2017. “Research trends on benefits of implementing constructability, operability, and maintainability.” J. Eng. Project Prod. Manage. 7 (2): 55–62. https://doi.org/10.32738/JEPPM.201707.0002.
Kvam, P. H., and B. Vidakovic. 2007. Nonparametric statistics with applications to science and engineering. New York: Wiley.
Lavy, S., N. Saxena, and M. Dixit. 2019. “Effects of BIM and COBIE database facility management on work order processing times: Case study.” J. Perform. Constr. Facil. 33 (6): 04019069. https://doi.org/10.1061/(ASCE)CF.1943-5509.0001333.
Liu, R., and R. R. A. Issa. 2014. “Design for maintenance accessibility using BIM tools.” Facilities 32 (3): 153–159. https://doi.org/10.1108/F-09-2011-0078.
Liu, R., and R. R. A. Issa. 2016. “Survey: Common knowledge in BIM for facility maintenance.” J. Perform. Constr. Facil. 30 (3): 04015033. https://doi.org/10.1061/(ASCE)CF.1943-5509.0000778.
Lucas, J., T. Bulbul, and W. Thabet. 2013. “An object-oriented model to support healthcare facility information management.” Autom. Constr. 31 (May): 281–291. https://doi.org/10.1016/j.autcon.2012.12.014.
Ma, Z., Y. Ren, X. Xiang, and Z. Turk. 2020. “Data-driven decision-making for equipment maintenance.” Autom. Constr. 112 (Apr): 103103. https://doi.org/10.1016/j.autcon.2020.103103.
Madureira, S., I. Flores-Colen, J. de Brito, and C. Pereira. 2017. “Maintenance planning of facades in current buildings.” Constr. Build. Mater. 147 (Aug): 790–802. https://doi.org/10.1016/j.conbuildmat.2017.04.195.
McArthur, J. J., and B. Bortoluzzi. 2018. “Lean-agile FM-BIM: A demonstrated approach.” Facilities 36 (13–14): 676–695. https://doi.org/10.1108/F-04-2017-0045.
Meier, J. R., and J. S. Russell. 2000. “Model process for implementing maintainability.” J. Constr. Eng. Manage. 126 (6): 440–450. https://doi.org/10.1061/(ASCE)0733-9364(2000)126:6(440).
Meng, X. 2013. “Involvement of facilities management specialists in building design: United Kingdom experience.” J. Perform. Constr. Facil. 27 (5): 500–507. https://doi.org/10.1061/(ASCE)CF.1943-5509.0000343.
Mo, Y., D. Zhao, M. Syal, and A. Aziz. 2017. “Construction work plan prediction for facility management using text mining.” In Proc., Computing in Civil Engineering, 92–100. Reston, VA: ASCE. https://doi.org/10.1061/9780784480847.012.
Mobley, R. K. 2004. “Fundamental requirements of effective preventive maintenance.” In Maintenance fundamentals, 11–24. New York: McGraw-Hill.
Mobley, R. K. 2014. “Sustaining maintenance.” In Maintenance engineering handbook. New York: McGraw-Hill.
Ng, H. S., and L. Soibelman. 2003. “Knowledge discovery in maintenance databases: Enhancing the maintainability in higher education facilities.” In Proc., Contruction Research Congress, Winds of Change: Integration and Innovation in Construction, 803–811. Reston, VA: ASCE. https://doi.org/10.1061/40671(2003)94.
NRC (National Research Council). 2008. Core competencies for federal facilities asset management through 2020: Transformational strategies. Washington, DC: National Academies Press.
O’Connor, J. T., and B. D. Mock. 2019. “Construction, commissioning, and startup execution: Problematic activities on capital projects.” J. Constr. Eng. Manage. 145 (4): 04019009. https://doi.org/10.1061/(ASCE)CO.1943-7862.0001621.
Peng, Y., J. R. Lin, J. P. Zhang, and Z. Z. Hu. 2017. “A hybrid data mining approach on BIM-based building operation and maintenance.” Build. Environ. 126 (Dec): 483–495. https://doi.org/10.1016/j.buildenv.2017.09.030.
Pradhan, N., D. Patlolla, and R. Sawhney. 2017. “Scheduling and route optimization for labor cost reduction in facility custodial maintenance.” J. Facil. Manage. 15 (2): 190–206. https://doi.org/10.1108/JFM-11-2016-0048.
Róka-Madarász, L., L. Mályusz, and P. Tuczai. 2016. “Benchmarking facilities operation and maintenance management using CAFM database: Data analysis and new results.” J. Build. Eng. 6 (Jun): 184–195. https://doi.org/10.1016/j.jobe.2016.03.007.
Shalabi, F., and Y. Turkan. 2017. “IFC BIM-based facility management approach to optimize data collection for corrective maintenance.” J. Perform. Constr. Facil. 31 (1): 04016081. https://doi.org/10.1061/(ASCE)CF.1943-5509.0000941.
Yang, X., and S. Ergan. 2016. “Leveraging BIM to provide automated support for efficient troubleshooting of HVAC-related problems.” J. Comput. Civ. Eng. 30 (2): 04015023. https://doi.org/10.1061/(ASCE)CP.1943-5487.0000492.
Zhu, L., M. Shan, and B. G. Hwang. 2018. “Overview of design for maintainability in building and construction research.” J. Perform. Constr. Facil. 32 (1): 04015023. https://doi.org/10.1061/(ASCE)CF.1943-5509.0001116.

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Go to Journal of Performance of Constructed Facilities
Journal of Performance of Constructed Facilities
Volume 35Issue 2April 2021

History

Received: Aug 28, 2020
Accepted: Oct 29, 2020
Published online: Feb 11, 2021
Published in print: Apr 1, 2021
Discussion open until: Jul 11, 2021

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Authors

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Graduate Student, Construction Engineering and Project Management, Dept. of Civil, Architectural and Environmental Engineering, Univ. of Texas at Austin, 301E Dean Keeton St. Stop C1752, Austin, TX 78712 (corresponding author). ORCID: https://orcid.org/0000-0002-5108-3614. Email: [email protected]
Fernanda Leite, Ph.D., M.ASCE [email protected]
P.E.
Associate Professor, Construction Engineering and Project Management, Dept. of Civil, Architectural and Environmental Engineering, Univ. of Texas at Austin, 301E Dean Keeton St. Stop C1752, Austin, TX 78712. Email: [email protected]

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