Technical Papers
Feb 9, 2021

Application of Multiagent Simulation for Maintenance Workflow Management and Resource Allocation in Hospital Buildings

Publication: Journal of Architectural Engineering
Volume 27, Issue 2

Abstract

Facility managers of hospitals face complex maintenance decisions as they deal with a multitude of maintenance requests in an environment of limited resources and segmented information. Responding to a growing demand for maintenance, on one hand, and lack of proper maintenance management systems, on the other, has led to delays in repair and maintenance of the building components and systems in hospitals. Such delays could cause significant distress to patients and health care personnel. This paper introduces a new method for facility managers to address these challenges. The multimethod simulation approach is developed to integrate segmented information at different levels of maintenance management, with the aim of minimizing maintenance delays in hospital buildings. The developed simulation model consists of two components: a status tracking system (STS) and a resource allocation system (RAS). A discrete event simulation (DES) is used to simulate the maintenance process flow while a multi-agent system (MAS) is used to simulate the process of allocating resources for maintenance activities in hospital buildings. The STS simulation is a DES process that registers, arranges, and distributes maintenance tasks (orders) to the appropriate resources. For the RAS component, a multi-agent resource allocation system (MARAS) is developed to simulate different resource allocation scenarios, accounting for interactions among various agents (decision-makers) in the maintenance process. A case example is presented to demonstrate the essential features of the developed method. The simulation results show that the implementation of MARAS significantly reduces maintenance delays in the case study.

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Acknowledgments

This research was made possible by a scholarship from the “Pierre Arbour Foundation.” We would like to thank for collaboration of Mrs. Firoozeh Sadeghi and Dr. Kobra Khanmohammadi.

References

Akhoundan, M. R., K. Khademi, S. Bahmanoo, K. Wakil, E. T. Mohamad, and M. Khorami. 2018. “Practical use of computational building information modeling in repairing and maintenance of hospital building- case study.” Smart Struct. Syst. 22 (5): 575–586. https://doi.org/10.12989/sss.2018.22.5.000.
Alzaben, H., C. McCollin, and L. Eugene. 2014. “Maintenance planning in a Saudi Arabian hospital.” Saf. Reliab. 34 (2): 25–40. https://doi.org/10.1080/09617353.2014.11691004.
Amos, D., Z. N. Musa, and C. P. Au-Yong. 2020. “Performance measurement of facilities management services in Ghana’s public hospitals.” Build. Res. Inf. 48 (2): 218–238. https://doi.org/10.1080/09613218.2019.1660607.
Ani, A. I. C., and R. Ali. 2019. “Facility management demand theory: Impact of proactive maintenance on corrective maintenance.” J. Facil. Manage. 17 (4): 344–355. https://doi.org/10.1108/JFM-09-2018-0057.
Barbati, M., G. Bruno, and A. Genovese. 2012. “Applications of agent-based models for optimization problems: A literature review.” Expert Syst. Appl. 39 (5): 6020–6028. https://doi.org/10.1016/j.eswa.2011.12.015.
Beckman, K. 2014. A difficult road ahead: Canada’s economic and fiscal prospects. Ottawa: Conference Board of Canada.
Ben-Alon, L., and R. Sacks. 2017. “Simulating the behavior of trade crews in construction using agents and building information modeling.” Autom. Constr. 74: 12–27. https://doi.org/10.1016/j.autcon.2016.11.002.
Borshchev, A. 2013. The big book of simulation modeling: Multimethod modeling with AnyLogic 6. Hampton, NJ: Anylogic North America.
Bortoluzzi, B., I. Efremov, C. Medina, D. Sobieraj, and J. J. McArthur. 2019. “Automating the creation of building information models for existing buildings.” Autom. Constr. 105: 102838. https://doi.org/10.1016/j.autcon.2019.102838.
Cao, Y., T. Wang, and X. Song. 2015. “An energy-aware, agent-based maintenance-scheduling framework to improve occupant satisfaction.” Autom. Constr. 60: 49–57. https://doi.org/10.1016/j.autcon.2015.09.002.
CBC News. 2016a. “Broken elevators reaching ‘crisis' proportions across Canada.” Accessed March 14, 2019. https://www.cbc.ca/news/business/elevator-broken-1.3689394.
CBC News. 2016b. “St. Boniface Hospital's aging elevators leave people grounded.” Accessed March 14, 2019. https://www.cbc.ca/news/canada/manitoba/st-boniface-hospital-elevators-grounded-1.3719670.
Chen, Y., A. Bouferguene, and M. Al-Hussein. 2018. “Analytic hierarchy process–simulation framework for lighting maintenance decision-making based on the clustered network.” J. Perform. Constr. Facil. 32 (1): 04017114. https://doi.org/10.1061/(ASCE)CF.1943-5509.0001101.
Chevaleyre, Y., P. E. Dunne, U. Endriss, J. Lang, M. Lemaitre, N. Maudet, J. Padget, P. Phelps, L. A. Rodrígues-Aguilar, and P. Sousa. 2005. “Issues in multi agent resource allocation.” Informatica 30 (1): 3–31.
Cotts, D. G., Roper, K. O., and R. P. Payant. 2010. The facility management handbook. New York: American Management Association.
Dignum, V. 2017. “Social agents: Bridging simulation and engineering: Seeking better integration of two research communities.” Commun. ACM 60 (11): 32–34. https://doi.org/ 10.1145/3148265.
García-Sanz-Calcedoa, J., and M. Gómez-Chaparro. 2017. “Quantitative analysis of the impact of maintenance management on the energy consumption of a hospital in Extremadura (Spain).” Sustainable Cities Soc. 30: 217–222. https://doi.org/10.1016/j.scs.2017.01.019.
Goh, M., and Y. M. Goh. 2019. “Lean production theory-based simulation of modular construction processes.” Autom. Constr. 101: 227–244. https://doi.org/10.1016/j.autcon.2018.12.017.
Gómez-Chaparro, M., J. García-Sanz-Calcedo, and J. Aunión-Villa. 2019. “Maintenance in hospitals with less than 200 beds: Efficiency indicators.” Build. Res. Inf. 48 (5): 526–537. https://doi.org/10.1080/09613218.2019.1678007.
Gómez-Chaparro, M., J. Garca-Sanz-Calcedo, and L. A. Mrquez. 2018. “Analytical determination of medical gases consumption and their impact on hospital sustainability.” Sustainability 10 (8): 2948. https://doi.org/10.3390/su10082948.
Kim, S., S. Lee, and Y. Ahn. 2019. “Evaluating housing maintenance costs with loss-distribution approach in South Korean apartment housing.” J. Manage. Eng. 35 (2): 04018062. https://doi.org/10.1061/(ASCE)ME.1943-5479.0000672.
Kwon, N., K. Song, Y. Ahn, M. Park, and Y. Jang. 2020. “Maintenance cost prediction for aging residential buildings based on case-based reasoning and genetic algorithm.” J. Build. Eng. 28: 101006. https://doi.org/10.1016/j.jobe.2019.101006.
Lavy, S., and I. M. Shohet. 2007a. “On the effect of service life conditions on the maintenance costs of healthcare facilities.” Construct. Manage. Econ. 25: 1087–1098. https://doi.org/10.1080/01446190701393034.
Lavy, S., and I. M. Shohet. 2007b. “Computer-aided healthcare facility management.” J. Comput. Civil Eng. 21 (5): 363–372. https://doi.org/10.1061/(ASCE)0887-3801(2007)21:5(363).
Lee, C. W., and N. K. Kwak. 2011. “Strategic enterprise resource planning in a health-care system using a multicriteria decision-making model.” J. Med. Syst. 35 (2): 265–275. https://doi.org/10.1007/s10916-009-9362-x.
Li, Y., L. Cao, Y. Han, and J. Wei. 2020. “Development of a conceptual benchmarking framework for healthcare facilities management: Case study of shanghai municipal hospitals.” J. Constr. Eng. Manage. 146 (1): 05019016. https://doi.org/10.1061/(ASCE)CO.1943-7862.0001731.
Lim, M. K., K. Tan, and S. C. H. Leung. 2013. “Using a multi-agent system to optimise resource utilisation in multi-site manufacturing facilities.” Int. J. Prod. Res. 51 (9): 2620–2638. https://doi.org/10.1080/00207543.2012.737953.
Liu, H. J., and J. X. Wu. 2018. “Research on preventive maintenance strategy of elevator equipment.” Open J. Soc. Sci. 6: 165–174. https://doi.org/10.4236/jss.2018.61012.
Liu, Y., and Y. Mohamed. 2008. “Multi-agent resource allocation (MARA) for modeling construction processes.” In Winter Simulation Conf., 2361–2369. New York: IEEE.
Lucas, J., T. Bulbul, W. Thabet, and C. Anumba. 2013. “Case analysis to identify information links between facility management and healthcare delivery information in a hospital setting.” J. Archit. Eng. 19 (2): 134–145. https://doi.org/10.1061/(ASCE)AE.1943-5568.0000111.
Ma, Z., Y. Ren, X. Xiang, and Z. Turk. 2020. “Data-driven decision-making for equipment maintenance.” Autom. Constr. 112: 103103. https://doi.org/10.1016/j.autcon.2020.103103.
NGC (National Gallery of Canada). 2017. Elevator Preventative Maintenance. Service contract. Nepean, ON: Priestman Neilson & Associated Ltd., Elevator and Escalator Consultant.
Njuangang, S., C. Liyanage, and A. Akintoye. 2018. The history of healthcare facilities management services: A UK perspective on infection control. Facilities 36 (7–8): 369–385. https://doi.org/10.1108/F-07-2016-0078.
Nongaillard, A. 2009. An agent-based approach for distributed resource allocations. [In English.] Lille, France: Universite des Sciences et Technologie de Lille.
Osman, H. 2012. “Agent-based simulation of urban infrastructure asset management activities.” Autom. Constr. 28: 45–57. https://doi.org/10.1016/j.autcon.2012.06.004.
Phummanee, K. 2015. “Improvement of preventive maintenance plan of new elevator product.” Ph.D. thesis, Faculty of Engineering, Chulalongkorn Univ.
Rani, N. A. A., M. R. Baharum, A. R. N. Akbar, and A. H. Nawawi. 2015. “Perception of maintenance management strategy on healthcare facilities.” Procedia – Soc. Behav. Sci. 170: 272–281. https://doi.org/10.1016/j.sbspro.2015.01.037.
Roberts, G., and C. Samuelson. 2016. “Deferred hospital maintenance in Canada.” Accessed April 20, 2019. https://www.healthcarecan.ca/wp-content/themes/camyno/assets/document/Reports/2015/HCC/EN/Deferred%20Maintenance_EN.pdf.
Salah, M., H. Osman, and O. Hosny. 2018. “Performance-based reliability-centered maintenance planning for hospital facilities.” J. Perform. Constr. Facil. 32 (1): 04017113. https://doi.org/10.1061/(ASCE)CF.1943-5509.0001112.
Shamayleh, A., M. Awad, and A. O. Abdulla. 2019. “Criticality-based reliability-centered maintenance for healthcare.” J. Qual. Maint. Eng. 26 (2): 311–334. https://doi.org/10.1108/JQME-10-2018-0084.
Sharma, V., J. Abel, M. Al-Hussein, K. Lennerts, and U. Pfrunder. 2007. “Simulation application for resource allocation in facility management processes in hospitals.” Facilities 25: 493–506. https://doi.org/10.1108/02632770710822599.
Shohet, I. M. 2006. “Key performance indicators for strategic healthcare facilities maintenance.” J. Constr. Eng. Manage. 132 (4): 345–352. https://doi.org/10.1061/(ASCE)0733-9364(2006)132:4(345).
Shohet, I. M., and L. Nobili. 2016. “Enterprise resource planning system for performance-based-maintenance of clinics.” Autom. Constr. 65: 33–41. https://doi.org/10.1016/j.autcon.2016.01.008.
Shohet, I. M., and L. Nobili. 2017. “Application of key performance indicators for maintenance management of clinics facilities.” Int. J. Strateg. Prop. Manage. 21 (1): 58–71. https://doi.org/10.3846/1648715X.2016.1245684.
Shohet, I. M., and S. Lavy. 2017. “Facility maintenance and management: A health care case study.” Int. J. Strateg. Prop. Manage. 21(2), 170–182. https://doi.org/10.3846/1648715X.2016.1258374.
Siebers, P. O., C. M. Macal, J. Garnett, D. Buxton, and M. Pidd. 2010. “Discrete-event simulation is dead, long live agent-based simulation!.” J. Simul. 4 (3): 204–210. https://doi.org/10.1057/jos.2010.14.
Xiao, N., H.-Z. Huang, Y. Li, L. He, and T. Jin. 2011. “Multiple failure modes analysis and weighted risk priority number evaluation in FMEA.” Eng. Fail. Anal. 18 (4): 1162–1170. https://doi.org/10.1016/j.engfailanal.2011.02.004.
Yousefli, Z., F. Nasiri, and O. Moselhi. 2017. “Healthcare facilities maintenance management: A literature review.” J. Facil. Manage. 15 (4): 352–375. https://doi.org/10.1108/JFM-10-2016-0040.
Yousefli, Z., F. Nasiri, and O. Moselhi. 2020. “Maintenance workflow management in hospitals: An automated multi-agent facility management system.” J. Build. Eng. 32: 101431. https://doi.org/10.1016/j.jobe.2020.101431.

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Go to Journal of Architectural Engineering
Journal of Architectural Engineering
Volume 27Issue 2June 2021

History

Received: Jan 28, 2020
Accepted: Nov 9, 2020
Published online: Feb 9, 2021
Published in print: Jun 1, 2021
Discussion open until: Jul 9, 2021

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Ph.D. Candidate, Dept. of Building, Civil, and Environmental Engineering, Concordia Univ., Montreal, QC, Canada H3G 2W1; presently, S-EV 9412, Engineering, Computer Science and Visual Arts Integrated Complex, 1515 St. Catherine W., Montréal, QC, Canada H3G 2W1 (corresponding author). ORCID: https://orcid.org/0000-0002-4861-4664. Email: [email protected]
P.Eng.
Associate Professor, Dept. of Building, Civil, and Environmental Engineering, Concordia Univ., Montreal, QC, Canada H3G 2W1; presently, S-EV 6207, Engineering, Computer Science and Visual Arts Integrated Complex, 1515 St. Catherine W., Montréal, QC, Canada H3G 2W1. ORCID: https://orcid.org/0000-0002-7423-0621. Email: [email protected]
Osama Moselhi, Ph.D., F.ASCE [email protected]
P.Eng.
Professor, Dept of Building, Civil, and Environmental Engineering, Concordia Univ., Montreal, QC, Canada H3G 2W1; presently, S-EV 6109, Engineering, Computer Science and Visual Arts Integrated Complex, 1515 St. Catherine W., Montréal, QC, Canada H3G 2W1. Email: [email protected]; [email protected]

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  • A Hybrid Prioritization Model for Funding School Maintenance and Rehabilitation Projects Using Data Envelopment Analysis and Linear Programming Algorithms, Journal of Architectural Engineering, 10.1061/(ASCE)AE.1943-5568.0000540, 28, 2, (2022).

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