A Multi-Objective Optimization Approach for the Cost-Time-Quality Trade-off in Construction Projects

Authors

  • Kamal Jaafar University of Wollongong in Dubai United Arab Emirates
  • Mohamad Watfa University of Wollongong in Dubai United Arab Emirates

DOI:

https://doi.org/10.19255/JMPM02713

Keywords:

Project Control, triple constraints, Multi Objective Optimization, Non-dominated Sorting Genetic Algorithms

Abstract

The project management triangle is described as the factors of time, cost, and quality of a project. These triple constraints are considered part of the major tangible criteria for determining the success of a project (Joslin and Müller 2016; Kabirifar and Mojtahedi 2019). In order to maintain a successful standing for a project, constant monitoring and modification is done to these three factors throughout a project’s lifetime. However, modifying one factor has effects on other factors which is a trade-off that many construction projects struggle with (Van Wyngaard et al. 2011). This trade-off can have a considerable measure of negative impacts on the project by diminishing the quality, and increasing the actual duration or incurred costs. Hence, project managers and planners must put a considerable amount of effort in ensuring suitable valuation of the variables which effect those factors. Although many studies have been conducted on the optimization of time, cost, and quality, most of them fail to address some of the main components of the triple constraints such as labor allocation, productivity, and quality. Additionally, managing the quality of a project is done during the construction phase rather than the planning phase which can have tremendous effects on the final quality of the project (Aljassmi and Abduljalil, 2018). The primary aim of this paper is to present a functional model of time, cost, and quality trade-off optimization while taking into consideration the effects and values of variables such as labor count, productivity, and quality through the use of Multi Objective Optimization (MOO) and Non-dominated Sorting Genetic Algorithms (NSGA II). This function model will provide a set of optimal solutions and hence provide decision makers with tools to analyse the state of the project and take actions suiting the project requirements. To demonstrate the effectivity and capabilities of the model, an example from previous literature is analysed to present and visualize several optimal solutions to the variables and trade-off of the time, cost, and quality functions.

Author Biographies

  • Kamal Jaafar, University of Wollongong in Dubai United Arab Emirates

    Dr Kamal Jaafar is an Associate Professor at the Faculty of Engineering and Information Sciences, University of Wollongong in Dubai. He is the Program Director for the Master of Information Technology Management, Master of Engineering Management and the Master of Engineering Asset Management.

    He holds BS, MPhil and PhD degrees in Civil Engineering from the University of Cambridge and an MBA from the Ashcroft International Business School in Cambridge.

    His research interests focuses on project and construction management. His research has been published in well known engineering journals such as the ACI Journal, Canadian Journal for Civil Engineers, and Magazine of Concrete Research.

    Dr Jaafar is a corporate consultant and a trainer in Project Management.

  • Mohamad Watfa, University of Wollongong in Dubai United Arab Emirates

    Prof Mohamed Watfa is the Associate Dean (Research) in the Faculty of Engineering and Information Sciences at the University of Wollongong in Dubai. Prior to this, he was an Assistant Professor at the American University of Beirut (AUB).Prof Watfa received his PhD from the School of Electrical and Computer Engineering at the University of Oklahoma in Norman, Oklahoma, USA. Prof Watfa received the competitive UOWD Research Excellence Award which was a direct result of his ambitious research track record. He recently was chosen as the outstanding professor of the year by the Middle East PR Awards.

References

Abdelkhalek, H., H. Refaie, and R. Aziz. 2020. “Optimization of Time and Cost through Learning Curve Analysis,” Ain Shams Engineering Journal 10.1016/j.asej.2019.12.007.

Abdel-Razek, R., A. Diab, S. Hafez, R. Aziz. (2010). “Time-Cost-Quality Trade-off Software by using Simplified Genetic Algorithm for Typical Repetitive Construction Projects.” World Academy of Science, Engineering and Technology. 61.

Aljassmi, H., and Y. Abduljalil. 2018. “Towards Cost-Time-Quality Optimized Construction Plans: An Experimental Approach,” International Journal of Innovation, Management and Technology: 70–73 10.18178/ijimt.2018.9.1.790.

Banihashemi, S. A., M.Khalilzadeh, A. Shahraki, M. R. Malkhalifeh, and S. S. R. Ahmadizadeh. 2020. “Optimization of Environmental Impacts of Construction Projects: A Time–Cost–Quality Trade-off Approach,” International Journal of Environmental Science and Technology 10.1007/s13762-020-02838-2.

Brown, N.C. 2016. “Multi-Objective Optimization for the Conceptual Design of Structures,” Dspace.mit.edu 1721.1/106367.

Cui, Y., Z. Geng, Q.Zhu, and Y. Han. 2017. “Review: Multi-Objective Optimization Methods and Application in Energy Saving,” Energy, 125: 681–704 10.1016/j.energy.2017.02.174.

Deb, K., A. Pratap, S. Agarwal, and T. Meyarivan. 2002. “A Fast and Elitist Multiobjective Genetic Algorithm: NSGA-II,” IEEE Transactions on Evolutionary Computation, 6.2: 182–97 10.1109/4235.996017.

Durdyev, S., S. Ismail, and N. Kandymov. 2018. “Structural Equation Model of the Factors Affecting Construction Labor Productivity,” Journal of Construction Engineering and Management, 144.4: 04018007 10.1061/(asce)co.1943-7862.0001452.

El-Gohary, K.M., and R. F. Aziz. 2014. “Factors Influencing Construction Labor Productivity in Egypt,” Journal of Management in Engineering, 30.1: 1–9 10.1061/(asce)me.1943-5479.0000168

.

El-Rayes, K., and A. Kandil. 2005. “Time-Cost-Quality Trade-off Analysis for Highway Construction,” Journal of Construction Engineering and Management, 131.4: 477–86 10.1061/(asce)0733-9364(2005)131:4(477).

Fu, F., and T. Zhang. 2016. “A New Model for Solving Time-Cost-Quality Trade-off Problems in Construction,” PLOS ONE, 11.12, ed. by Houbing Song: e0167142 10.1371/journal.pone.0167142.

Fu, H. C., and P. Liu. 2019. “A Multi-Objective Optimization Model Based on Non-Dominated Sorting Genetic Algorithm,” International Journal of Simulation Modelling, 18.3: 510–20 10.2507/ijsimm18(3)co12.

Heravi, G., and S. Faeghi. 2014. “Group Decision Making for Stochastic Optimization of Time, Cost, and Quality in Construction Projects,” Journal of Computing in Civil Engineering, 28.2: 275–83 10.1061/(asce)cp.1943-5487.0000264.

Insja, D., and L. Sihombing. 2017. “Identification of Factors Affecting Cost Overrun in the Construction of Industrial Buildings,” Malaysian Journal of Industrial Technology, 2.1.

Isikyildiz, S., and A. Cemil. 2020. “Multi-objective optimization of time-cost-quality in construction projects using genetic algorithm”. Revista de la construcción, 19(3), 335-346. 10.7764/rdlc.19.3.335.

Jaafar K, and Shaylo R. 2021, “Project Resource Optimization Considering Labor Productivity Factors”. The Journal of Modern Project Management. 9(1).

Joslin, R., and R. Müller. 2016. “The Relationship between Project Governance and Project Success,” International Journal of Project Management, 34.4: 613–26 10.1016/j.ijproman.2016.01.008.

Kabirifar, K., and M. Mojtahedi. 2019. “The Impact of Engineering, Procurement and Construction (EPC) Phases on Project Performance: A Case of Large-Scale Residential Construction Project,” Buildings, 9.1: 15 10.3390/buildings9010015.

Kannimuthu, M., B. Raphael, E. Palaneeswaran, and A. Kuppuswamy. 2019. “Optimizing Time, Cost and Quality in Multi-Mode Resource-Constrained Project Scheduling,” Built Environment Project and Asset Management, 9.1: 44–63 10.1108/bepam-04-2018-0075.

Kim, J.L. 2013. “Genetic Algorithm Stopping Criteria for Optimization of Construction Resource Scheduling Problems,” Construction Management and Economics, 31.1: 3–19 10.1080/01446193.2012.697181.

Koo, C., T. Hong, and S. Kim. 2015. “An Integrated Multi-Objective Optimization Model for Solving the Construction Time-Cost-Quality Trade-off Problem.” Journal of Civil Engineering and Management, 21.3: 323–33 10.3846/13923730.2013.802733.

Kramer, O. 2017. “Genetic Algorithms,” Genetic Algorithm Essentials: 11–19 10.1007/978-3-319-52156-5_2.

Lotfi, R., Z. Yadegari, S.H. Hosseini, A. H. Khameneh, E.B. Tirkolaee, et al. 2017. “A Robust Time-Cost-Quality-Energy-Environment Trade-off with Resource-Constrained in Project Management: A Case Study for a Bridge Construction Project,” Journal of Industrial & Management Optimization, 13.5 10.3934/jimo.2020158.

Mojahed, S., and F. Aghazadeh. 2008. “Major Factors Influencing Productivity of Water and Wastewater Treatment Plant Construction: Evidence from the Deep South USA,” International Journal of Project Management, 26.2: 195–202 10.1016/j.ijproman.2007.06.003.

Monghasemi, S., M. R. Nikoo, M. A. K. Fasaee, and J. Adamowski. 2015. “A Novel Multi Criteria Decision Making Model for Optimizing Time–Cost–Quality Trade-off Problems in Construction Projects,” Expert Systems with Applications, 42.6: 3089–3104 10.1016/j.eswa.2014.11.032.

Ngowtanasuwan, G. 2013. “Mathematical Model for Optimization of Construction Contracting in Housing Development Project,” Procedia - Social and Behavioral Sciences, 105: 94–105 10.1016/j.sbspro.2013.11.011.

Panwar, A., K. K. Tripathi, and K. N. Jha. 2019. “A Qualitative Framework for Selection of Optimization Algorithm for Multi-Objective Trade-off Problem in Construction Projects,” Engineering, Construction and Architectural Management, 26.9: 1924–45 10.1108/ecam-06-2018-0246.

Saeed, G. 2013. “Structural Optimization for Frequency Constraints,” Metaheuristic Applications in Structures and Infrastructures: 389–417 10.1016/b978-0-12-398364-0.00016-4.

Shi, J., Z. Liu, L. Tang, and J. Xiong. 2017. “Multi-Objective Optimization for a Closed-Loop Network Design Problem Using an Improved Genetic Algorithm,” Applied Mathematical Modelling, 45: 14–30 10.1016/j.apm.2016.11.004.

Silva, G. A., S. Kumara, and B.N.F. Warnakulasooriya. 2016. “Criteria for Construction Project Success: A Literature Review,” SSRN Electronic Journal 10.2139/ssrn.2910305.

Sorrentino, M. 2013. “Genetic Algorithms for Construction Time-Cost-Quality Trade-Off: A Road Project Case Study.” Ricerche e progetti per il territorio, la città e l’architettura. 2036 1602.

Srinivas, N., and K. Deb. 1994. “Muiltiobjective Optimization Using Nondominated Sorting in Genetic Algorithms,” Evolutionary Computation, 2.3: 221–48 10.1162/evco.1994.2.3.221.

Toğan, V., and M. A. Eirgash. 2018. “Time-Cost Trade-off Optimization of Construction Projects Using Teaching Learning Based Optimization,” KSCE Journal of Civil Engineering, 23.1: 10–20 10.1007/s12205-018-1670-6.

Tran, D.H., M.Y. Cheng, and D. Prayogo. 2016. “A Novel Multiple Objective Symbiotic Organisms Search (MOSOS) for Time–Cost–Labor Utilization Tradeoff Problem,” Knowledge-Based Systems, 94: 132–45 10.1016/j.knosys.2015.11.016.

Van Wyngaard, C. J., H. C. Pretorius, and L. Pretorius. 2011. “Strategic Management of the Triple Constraint Trade-off Dynamics - a Polarity Management Approach,” 2011 IEEE International Conference on Industrial Engineering and Engineering Management 10.1109/ieem.2011.6118031.

Wang, R. 2016. “An Improved Nondominated Sorting Genetic Algorithm for Multiobjective Problem,” Mathematical Problems in Engineering, 2016: 1–7 10.1155/2016/1519542.

Wu, D., J. Li, T. Xia, C. Bao, Y. Zhao, et al. 2018. “A Multiobjective Optimization Method Considering Process Risk Correlation for Project Risk Response Planning,” Information Sciences, 467: 282–95 10.1016/j.ins.2018.07.013.

Zhang, L., J. Du, and S. Zhang. 2014. “Solution to the Time-Cost-Quality Trade-off Problem in Construction Projects Based on Immune Genetic Particle Swarm Optimization,” Journal of Management in Engineering, 30.2: 163–72 10.1061/(asce)me.1943-5479.0000189.

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Published

2022-05-20

How to Cite

A Multi-Objective Optimization Approach for the Cost-Time-Quality Trade-off in Construction Projects. (2022). The Journal of Modern Project Management, 9(2). https://doi.org/10.19255/JMPM02713

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