Improved Decision Model for Evaluating Risks in Construction Projects
Publication: Journal of Construction Engineering and Management
Volume 145, Issue 5
Abstract
The paper develops an innovative risk evaluation methodology to address the challenges of multicriteria decision-making problem of project evaluation and selection. The methodology considers the fuzzy analytic network process (FANP) to incorporate the interdependencies of different risk factors, and failure mode and effect analysis (FMEA) to conduct the rating analysis of projects to develop the decision matrix. Finally, evaluation based on the distance from the average solution compares alternative projects and reports the optimal solution. The proposed approach allows project managers to engage in the evaluation process and to use fuzzy linguistic values in the assessment process. A case study from the construction sector is selected to verify the efficacy of the proposed approach over other popular approaches in the literature.
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Data Availability Statement
Data generated or analyzed during the study are available from the corresponding author by request. Information about the Journal’s data-sharing policy can be found here: http://ascelibrary.org/doi/10.1061/(ASCE)CO.1943-7862.0001263.
References
Abdelgawad, M., and A. R. Fayek. 2010. “Risk management in the construction industry using combined fuzzy FMEA and fuzzy AHP.” J. Constr. Eng. Manage. 136 (9): 1028–1036. https://doi.org/10.1061/(ASCE)CO.1943-7862.0000210.
Abdi, M. R. 2009. “Fuzzy multi-criteria decision model for evaluating reconfigurable machines.” Int. J. Prod. Econ. 117 (1): 1–15. https://doi.org/10.1016/j.ijpe.2008.06.009.
Abdi, M. R., and A. W. Labib. 2004. “Feasibility study on the tactical-design justification of Reconfigurable Manufacturing Systems (RMSs) using fuzzy AHP.” Int. J. Prod. Res. 42 (15): 3055–3076. https://doi.org/10.1080/00207540410001696041.
Akintoye, A. S., and M. J. MacLeod. 1997. “Risk analysis and management in construction.” Int. J. Project Manage. 15 (1): 31–38. https://doi.org/10.1016/S0263-7863(96)00035-X.
Andery, P. R., C. Vanni, and G. Borges. 2000. “Failure analysis applied to design optimisation.” In Proc., 8th Annual Conf. of Int. Group for Lean Construction. Brighton, UK: IGLC.
Antuchevičiene, J., E. K. Zavadskas, and A. Zakarevičius. 2010. “Multiple criteria construction management decisions considering relations between criteria.” Technol. Econ. Dev. Econ. 16 (1): 109–125. https://doi.org/10.3846/tede.2010.07.
Chan, A. P., D. Scott, and A. P. Chan. 2004. “Factors affecting the success of a construction project.” J. Constr. Eng. Manage. 130 (1): 153–155. https://doi.org/10.1061/(ASCE)0733-9364(2004)130:1(153).
Chan, F. T. S., and N. Kumar. 2007. “Global supplier development considering risk factors using fuzzy extended AHP-based approach.” Omega Int. J. Manage. Sci. 35 (4): 417–431. https://doi.org/10.1016/j.omega.2005.08.004.
Chan, F. T. S., N. Kumar, M. K. Tiwari, H. C. W. Lau, and K. L. Choy. 2008. “Global supplier selection: A fuzzy-AHP approach.” Int. J. Prod. Res. 46 (14): 3825–3857. https://doi.org/10.1080/00207540600787200.
Chang, D. Y. 1996. “Theory and methodology: Application of the extent analysis method on fuzzy AHP.” Eur. J. Oper. Res. 95 (3): 649–655. https://doi.org/10.1016/0377-2217(95)00300-2.
Chang, K. L. 2013. “Combined MCDM approaches for century-old Taiwanese food firm new product development project selection.” Br. Food J. 115 (8): 1197–1210. https://doi.org/10.1108/BFJ-08-2011-0204.
Chin, K. S., Y. M. Wang, G. K. K. Poon, and J. B. Yang. 2009. “Failure mode and effects analysis using a group-based evidential reasoning approach.” Comput. Oper. Res. 36 (6): 1768–1779. https://doi.org/10.1016/j.cor.2008.05.002.
Dikmen, I., M. T. Birgonul, C. Anac, J. H. M. Tah, and G. Aouad. 2008. “Learning from risks: A tool for post-project risk assessment.” Autom. Constr. 18 (1): 42–50. https://doi.org/10.1016/j.autcon.2008.04.008.
Dinmohammadi, F., and M. Shafiee. 2013. “A fuzzy-FMEA risk assessment approach for offshore wind turbines.” Int. J. Progn. Health Manage. 4 (13): 59–68.
Franceschini, F., and M. Galetto. 2001. “A new approach for evaluation of risk priorities of failure modes in FMEA.” Int. J. Prod. Res. 39 (13): 2991–3002. https://doi.org/10.1080/00207540110056162.
Ghorabaee, M. K., E. K. Zavadskas, M. Amiri, and Z. Turskis. 2016. “Extended EDAS method for fuzzy multi-criteria decision-making: An application to supplier selection.” Int. J. Comput. Commun. Control 11 (3): 358–371. https://doi.org/10.15837/ijccc.2016.3.2557.
Ghorabaee, M. K., E. K. Zavadskas, L. Olfat, and Z. Turskis. 2015. “Multi-criteria inventory classification using a new method of evaluation based on distance from average solution (EDAS).” Informatica 26 (3): 435–451. https://doi.org/10.15388/Informatica.2015.57.
Gu, X., and Q. Zhu. 2006. “Fuzzy multi-attribute decision-making method based on eigenvector of fuzzy attribute evaluation space.” Decis. Support Syst. 41 (2): 400–410. https://doi.org/10.1016/j.dss.2004.08.001.
Hashemi, S. H., A. Karimi, and M. Tavana. 2015. “An integrated green supplier selection approach with analytic network process and improved Grey relational analysis.” Int. J. Prod. Econ. 159: 178–191. https://doi.org/10.1016/j.ijpe.2014.09.027.
He, Q., L. Luo, Y. Hu, and A. P. Chan. 2015. “Measuring the complexity of mega construction projects in China—A fuzzy analytic network process analysis.” Int. J. Project Manage. 33 (3): 549–563. https://doi.org/10.1016/j.ijproman.2014.07.009.
Ho, W., T. He, C. K. M. Lee, and A. Emrouznejad. 2012. “Strategic logistics outsourcing: An integrated QFD and fuzzy AHP approach.” Expert Syst. Appl. 39 (12): 10841–10850. https://doi.org/10.1016/j.eswa.2012.03.009.
Hu, A. H., C. W. Hsu, T. C. Kuo, and W. C. Wu. 2009. “Risk evaluation of green components to hazardous substance using FMEA and FAHP.” Expert Syst. Appl. 36 (3): 7142–7147. https://doi.org/10.1016/j.eswa.2008.08.031.
Ignatius, J., A. Rahman, M. Yazdani, J. Šaparauskas, and S. H. Haron. 2016. “An integrated fuzzy ANP-QFD approach for green building assessment.” J. Civ. Eng. Manage. 22 (4): 551–563. https://doi.org/10.3846/13923730.2015.1120772.
Kang, H. Y., A. H. Lee, and C. Y. Yang. 2012. “A fuzzy ANP model for supplier selection as applied to IC packaging.” J. Intell. Manuf. 23 (5): 1477–1488. https://doi.org/10.1007/s10845-010-0448-6.
Kerzner, H. R. 2011. Project management metrics, KPIs, and dashboards: A guide to measuring and monitoring project performance. New York: Wiley.
Lavender, S. A., J. P. Mehta, and W. G. Allread. 2013. “Comparisons of tibial accelerations when walking on a wood composite versus a concrete mezzanine surface.” Appl. Ergon. 44 (5): 824–827. https://doi.org/10.1016/j.apergo.2013.02.004.
Liu, H. C., L. Liu, and N. Liu. 2013. “Risk evaluation approaches in failure mode and effects analysis: A literature review.” Expert Syst. Appl. 40 (2): 828–838. https://doi.org/10.1016/j.eswa.2012.08.010.
Liu, H. C., L. Liu, N. Liu, and L. X. Mao. 2012. “Risk evaluation in failure mode and effects analysis with extended VIKOR method under fuzzy environment.” Expert Syst. Appl. 39 (17): 12926–12934. https://doi.org/10.1016/j.eswa.2012.05.031.
Lowe, D. 2013. Commercial management: Theory and practice. New York: Wiley.
Mantel, S. J., Jr., J. R. Meredith, S. M. Shafer, and M. M. Sutton. 2001. Project management in practice. New York: Wiley.
Maytorena, E., G. M. Winch, J. Freeman, and T. Kiely. 2007. “The influence of experience and information search styles on project risk identification performance.” IEEE Trans. Eng. Manage. 54 (2): 315–326. https://doi.org/10.1109/TEM.2007.893993.
Nielsen, A. 2002. “Failure modes and effects analysis (FMEA) used on moisture problems.” In Proc., Indoor Air, 38–43. Rotterdam, Netherlands.
Peng, X., and G. Selvachandran. 2017. “Pythagorean fuzzy set: State of the art and future directions.” Artif. Intell. Rev.,1–55. https://doi.org/10.1007/s10462-017-9596-9.
Prakash, C., and M. K. Barua. 2016. “A combined MCDM approach for evaluation and selection of third-party reverse logistics partner for Indian electronics industry.” Sustainable Prod. Consumption 7: 66–78. https://doi.org/10.1016/j.spc.2016.04.001.
PwC. 2013. “Coal mining: Is private participation the answer?” Accessed February 9, 2015. http://www.pwc.in/en_In/in/assets/pdfs/industries/power-mining/coal-mining-iccreport-v2-300613.pdf.
Saaty, T. L. 1980. The analytic hierarchy process: Planning, priority setting, resources allocation. New York: McGraw-Hill.
Saaty, T. L. 1996. Multi-criteria decision making: The analytic hierarchy process. Pittsburgh, CA: RWS Publications.
Safari, H., Z. Faraji, and S. Majidian. 2016. “Identifying and evaluating enterprise architecture risks using FMEA and fuzzy VIKOR.” J. Intell. Manuf. 27 (2): 475–486. https://doi.org/10.1007/s10845-014-0880-0.
Sharma, R. K., D. Kumar, and P. Kumar. 2005. “Systematic failure mode effect analysis (FMEA) using fuzzy linguistic modelling.” Int. J. Qual. Reliab. Manage. 22 (9): 986–1004. https://doi.org/10.1108/02656710510625248.
Shyur, H. J. 2006. “COTS evaluation using modified TOPSIS and ANP.” Appl. Math. Comput. 177 (1): 251–259. https://doi.org/10.1016/j.amc.2005.11.006.
Tadić, S., S. Zečević, and M. Krstić. 2014. “A novel hybrid MCDM model based on fuzzy DEMATEL, fuzzy ANP and fuzzy VIKOR for city logistics concept selection.” Expert Syst. Appl. 41 (18): 8112–8128. https://doi.org/10.1016/j.eswa.2014.07.021.
Tavana, M., M. Yazdani, and D. Di Caprio. 2016. “An application of an integrated ANP–QFD framework for sustainable supplier selection.” Int. J. Logistics Res. Appl. 20 (3): 254–275. https://doi.org/10.1080/13675567.2016.1219702.
Tsaur, S. H., and C. H. Wang. 2007. “The evaluation of sustainable tourism development by analytic hierarchy process and fuzzy set theory: An empirical study on the Green Island in Taiwan.” Asia Pac. J. Tourism Res. 12 (2): 127–145. https://doi.org/10.1080/10941660701243356.
Tserng, H. P., S. Y. Yin, R. J. Dzeng, B. Wou, M. D. Tsai, and W. Y. Chen. 2009. “A study of ontology-based risk management framework of construction projects through project life cycle.” Autom. Constr. 18 (7): 994–1008. https://doi.org/10.1016/j.autcon.2009.05.005.
Tzeng, G. H., C. H. Chiang, and C. W. Li. 2007. “Evaluating intertwined effects in e-learning programs: A novel hybrid MCDM model based on factor analysis and DEMATEL.” Expert Syst. Appl. 32 (4): 1028–1044. https://doi.org/10.1016/j.eswa.2006.02.004.
Wang, Y. M., K. S. Chin, G. K. K. Poon, and J. B. Yang. 2009. “Risk evaluation in failure mode and effects analysis using fuzzy weighted geometric mean.” Expert Syst. Appl. 36 (2): 1195–1207. https://doi.org/10.1016/j.eswa.2007.11.028.
Wheeler, D. J. 2011. “Problems with risk priority numbers, quality digest.” Accessed June 27, 2015. https://www.qualitydigest.com/inside/quality-insider-column/problems-risk-priority-numbers.html.
Yang, J. L., and G. H. Tzeng. 2011. “An integrated MCDM technique combined with DEMATEL for a novel cluster-weighted with ANP method.” Expert Syst. Appl. 38 (3): 1417–1424. https://doi.org/10.1016/j.eswa.2010.07.048.
Yazdani, M., and A. F. Payam. 2015. “A comparative study on material selection of microelectromechanical systems electrostatic actuators using Ashby, VIKOR and TOPSIS.” Mater. Des. 65: 328–334. https://doi.org/10.1016/j.matdes.2014.09.004.
Zadeh, L. A. 1965. “Fuzzy sets.” Inf. Control 8 (3): 338–353. https://doi.org/10.1016/S0019-9958(65)90241-X.
Zavadskas, E. K., Z. Turskis, and J. Tamošaitiene. 2010. “Risk assessment of construction projects.” J. Civ. Eng. Manage. 16 (1): 33–46. https://doi.org/10.3846/jcem.2010.03.
Zwikael, O., and S. Globerson. 2006. “Benchmarking of project planning and success in selected industries.” Benchmarking Int. J. 13 (6): 688–700. https://doi.org/10.1108/14635770610709059.
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©2019 American Society of Civil Engineers.
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Received: Feb 5, 2018
Accepted: Oct 1, 2018
Published online: Feb 20, 2019
Published in print: May 1, 2019
Discussion open until: Jul 20, 2019
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