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Erschienen in: Cluster Computing 3/2016

01.09.2016

Cost estimation method based on parallel Monte Carlo simulation and market investigation for engineering construction project

verfasst von: Bao Zhu, Le-An Yu, Zhi-Qiang Geng

Erschienen in: Cluster Computing | Ausgabe 3/2016

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Abstract

In this paper, a new cost estimation method based on parallel Monte Carlo simulation and market investigation for the chemical engineering construction project is proposed to consider both the uncertainties of cost estimation and market drivers. The critical items of exerting large impacts on the cost estimation are selected by the market investigation. Then important critical items are chosen by the sensitivity analysis based on the parallel Monte-Carlo simulation combining with the Likert scale method from critical items. The Relative Important Indices and Normalized Important Indices are obtained according to the discipline and procurement experts’ experience in the relative construction market. Then re-rankings of market drivers will be acted as guidelines for carrying out project cost simulations based on the parallel Monte-Carlo method, with inquired information of important critical items with more efficiency. An illustrative example in a petrochemical Engineering Procurement Construction contracting project in Saudi verified the validity and practicability of the proposed method.

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Literatur
1.
Zurück zum Zitat Oh, S., Rhodes, J., Strong, R.: Impact of cost uncertainty on pricing decisions under risk aversion. Eur. J. Oper. Res. 253, 144–153 (2016)MathSciNetCrossRef Oh, S., Rhodes, J., Strong, R.: Impact of cost uncertainty on pricing decisions under risk aversion. Eur. J. Oper. Res. 253, 144–153 (2016)MathSciNetCrossRef
2.
Zurück zum Zitat Leyva-Suarez, E., Herrera, G.S., de la Cruz, L.M.: A parallel computing strategy for Monte Carlo simulation using groundwater models. Geofis. Intern. 54, 245–254 (2015) Leyva-Suarez, E., Herrera, G.S., de la Cruz, L.M.: A parallel computing strategy for Monte Carlo simulation using groundwater models. Geofis. Intern. 54, 245–254 (2015)
3.
Zurück zum Zitat Rajabi, M.M., Ataie-Ashtiani, B., Simmons, C.T.: Polynomial chaos expansions for uncertainty propagation and moment independent sensitivity analysis of seawater intrusion simulations. J. Hydrol. 520, 101–122 (2015)CrossRef Rajabi, M.M., Ataie-Ashtiani, B., Simmons, C.T.: Polynomial chaos expansions for uncertainty propagation and moment independent sensitivity analysis of seawater intrusion simulations. J. Hydrol. 520, 101–122 (2015)CrossRef
4.
Zurück zum Zitat Sousa, V., Almeida, N.M., Luís, A.: Dias. Risk-based management of occupational safety and health in the construction industry-Part 2: quantitative model. Saf. Sci. 74, 184–194 (2015)CrossRef Sousa, V., Almeida, N.M., Luís, A.: Dias. Risk-based management of occupational safety and health in the construction industry-Part 2: quantitative model. Saf. Sci. 74, 184–194 (2015)CrossRef
5.
Zurück zum Zitat Gideon, A.K., Wasek, J.S.: Predicting the likelihood of cost overruns: an empirical examination of major department of defense acquisition programs. J. Cost Anal. paramet. 8, 34–48 (2015)CrossRef Gideon, A.K., Wasek, J.S.: Predicting the likelihood of cost overruns: an empirical examination of major department of defense acquisition programs. J. Cost Anal. paramet. 8, 34–48 (2015)CrossRef
6.
Zurück zum Zitat Mochtar, K., Arditi, D.: Role of marketing intelligence in making pricing policy in construction. J. Manage. Eng. 17(2), 140–148 (2011) Mochtar, K., Arditi, D.: Role of marketing intelligence in making pricing policy in construction. J. Manage. Eng. 17(2), 140–148 (2011)
7.
Zurück zum Zitat Akintoye, A.S., Skitmore, M.: A conceptual model of construction contractors. Pricing strategies, Proceeding 6th annual conference. Association of researchers in construction management, Standford University, (1990), pp. 31-47 Akintoye, A.S., Skitmore, M.: A conceptual model of construction contractors. Pricing strategies, Proceeding 6th annual conference. Association of researchers in construction management, Standford University, (1990), pp. 31-47
8.
Zurück zum Zitat Mochtar, K., Arditi, D.: Alternate pricing strategies in construction. J. Civil Eng. Sci. Appl. 2(1), 56–64 (2000) Mochtar, K., Arditi, D.: Alternate pricing strategies in construction. J. Civil Eng. Sci. Appl. 2(1), 56–64 (2000)
9.
Zurück zum Zitat David, T.H.: Integrated Cost-Schedule Risk Analysis. Gowering Publishing House, Aldershot (2011) David, T.H.: Integrated Cost-Schedule Risk Analysis. Gowering Publishing House, Aldershot (2011)
10.
Zurück zum Zitat Salling, K.B., Leleur, S.: Accounting for the inaccuracies in demand forecasts and construction cost estimations in transport project evaluation. Trans. Policy 38(9), 8–18 (2015)CrossRef Salling, K.B., Leleur, S.: Accounting for the inaccuracies in demand forecasts and construction cost estimations in transport project evaluation. Trans. Policy 38(9), 8–18 (2015)CrossRef
11.
Zurück zum Zitat Oztas, A., Okmen, O.: Judgmental risk analysis process development in construction projects. Build. Environ. 40, 1244–1254 (2005)CrossRef Oztas, A., Okmen, O.: Judgmental risk analysis process development in construction projects. Build. Environ. 40, 1244–1254 (2005)CrossRef
12.
Zurück zum Zitat Cheung, F.K.T., Skitmore, M.: Application of cross validation techniques for modelling construction costs during the very early design stage. Build. Environ. 41(12), 1973–1990 (2006)CrossRef Cheung, F.K.T., Skitmore, M.: Application of cross validation techniques for modelling construction costs during the very early design stage. Build. Environ. 41(12), 1973–1990 (2006)CrossRef
13.
Zurück zum Zitat Ali, T.: Probabilistic model for cost contingency. J. Constr. Eng. Manag. 129(2), 280–284 (2003) Ali, T.: Probabilistic model for cost contingency. J. Constr. Eng. Manag. 129(2), 280–284 (2003)
14.
Zurück zum Zitat Yang, I.T.: Simulation-based estimation for correlated cost elements. Int. J. Proj. Manag. 23, 275–282 (2005)CrossRef Yang, I.T.: Simulation-based estimation for correlated cost elements. Int. J. Proj. Manag. 23, 275–282 (2005)CrossRef
15.
Zurück zum Zitat Wang, W.C.: SIM-UTILITY: model for project ceiling price determination. J. Constr. Eng. Manag. 128(1), 76–84 (2002)CrossRef Wang, W.C.: SIM-UTILITY: model for project ceiling price determination. J. Constr. Eng. Manag. 128(1), 76–84 (2002)CrossRef
16.
Zurück zum Zitat Chau, K.W.: The validity of the triangular distribution assumption in Monte Carlo simulation of construction costs: empirical evidence from Hong Kong. Constr. Manag. Econ. 13(10), 15–21 (1995)MathSciNetCrossRef Chau, K.W.: The validity of the triangular distribution assumption in Monte Carlo simulation of construction costs: empirical evidence from Hong Kong. Constr. Manag. Econ. 13(10), 15–21 (1995)MathSciNetCrossRef
17.
Zurück zum Zitat Nie, J.: The quantified management model for science and technology talent based on the ability and its application. Petrol. Petrochem. Today 10(1), 32–36 (2012) Nie, J.: The quantified management model for science and technology talent based on the ability and its application. Petrol. Petrochem. Today 10(1), 32–36 (2012)
18.
Zurück zum Zitat Sanghi, S.: The Handbook of Competency Mapping: Understanding, Designing and Implementing Competency Models in Organizations. Sage Publications Ltd., London (2007) Sanghi, S.: The Handbook of Competency Mapping: Understanding, Designing and Implementing Competency Models in Organizations. Sage Publications Ltd., London (2007)
19.
Zurück zum Zitat Lubke, G.H.: B.O. Muthén, applying multigroup confirmatory factor models for continuous outcomes to Likert scale data complicates meaningful group comparisons. Struct. Eq. Model. 11(3), 514–534 (2004)MathSciNetCrossRef Lubke, G.H.: B.O. Muthén, applying multigroup confirmatory factor models for continuous outcomes to Likert scale data complicates meaningful group comparisons. Struct. Eq. Model. 11(3), 514–534 (2004)MathSciNetCrossRef
20.
Zurück zum Zitat Esselink, K., Loyens, L.D.J.C., Smit, B.: Parallel Monte Carlo simulations. Phys. Rev. E 51, 1560–1568 (1995)CrossRef Esselink, K., Loyens, L.D.J.C., Smit, B.: Parallel Monte Carlo simulations. Phys. Rev. E 51, 1560–1568 (1995)CrossRef
21.
Zurück zum Zitat Khan, M.O., Kennedy, G., Chan, D.Y.C.: A scalable Parallel Monte Carlo method for free energy simulations of molecular systems. J. Comput. Chem. 26, 72–77 (2005)CrossRef Khan, M.O., Kennedy, G., Chan, D.Y.C.: A scalable Parallel Monte Carlo method for free energy simulations of molecular systems. J. Comput. Chem. 26, 72–77 (2005)CrossRef
22.
Zurück zum Zitat Jiménez, F., Ortiz, C.J.: A GPU-based parallel object kinetic Monte Carlo algorithm for the evolution of defects in irradiated materials. Comput. Mater. Sci. 113, 178–186 (2016)CrossRef Jiménez, F., Ortiz, C.J.: A GPU-based parallel object kinetic Monte Carlo algorithm for the evolution of defects in irradiated materials. Comput. Mater. Sci. 113, 178–186 (2016)CrossRef
23.
Zurück zum Zitat van der Kaap, N.J., Koster, L.J.A.: Massively parallel kinetic Monte Carlo simulations of charge carrier transport in organic semiconductors. J. Comput. Phys. 307, 321–332 (2016)MathSciNetCrossRef van der Kaap, N.J., Koster, L.J.A.: Massively parallel kinetic Monte Carlo simulations of charge carrier transport in organic semiconductors. J. Comput. Phys. 307, 321–332 (2016)MathSciNetCrossRef
24.
Zurück zum Zitat Pandya, T.M., Johnson, S.R., Evans, T.M., Davidson, G.G., Hamilton, S.P., Godfrey, A.T.: Implementation, capabilities, and benchmarking of shift, a massively parallel Monte Carlo radiation transport code. J. Comput. Phys. 308, 239–272 (2016)MathSciNetCrossRef Pandya, T.M., Johnson, S.R., Evans, T.M., Davidson, G.G., Hamilton, S.P., Godfrey, A.T.: Implementation, capabilities, and benchmarking of shift, a massively parallel Monte Carlo radiation transport code. J. Comput. Phys. 308, 239–272 (2016)MathSciNetCrossRef
25.
Zurück zum Zitat Millán, E.N., Goirán, S.B., Piccoli, M.F., Garino, C.G., Aranibar, J.N., Bringa, E.M.: Monte Carlo simulations of settlement dynamics in GPUs. Cluster Comput. 19(1), 557–566 (2016)CrossRef Millán, E.N., Goirán, S.B., Piccoli, M.F., Garino, C.G., Aranibar, J.N., Bringa, E.M.: Monte Carlo simulations of settlement dynamics in GPUs. Cluster Comput. 19(1), 557–566 (2016)CrossRef
26.
Zurück zum Zitat Ye, Jun, Zheng, Xu, Ding, Yong: Secure outsourcing of modular exponentiations in cloud and cluster computing. Clust. Comput. 19(2), 811–820 (2016)CrossRef Ye, Jun, Zheng, Xu, Ding, Yong: Secure outsourcing of modular exponentiations in cloud and cluster computing. Clust. Comput. 19(2), 811–820 (2016)CrossRef
Metadaten
Titel
Cost estimation method based on parallel Monte Carlo simulation and market investigation for engineering construction project
verfasst von
Bao Zhu
Le-An Yu
Zhi-Qiang Geng
Publikationsdatum
01.09.2016
Verlag
Springer US
Erschienen in
Cluster Computing / Ausgabe 3/2016
Print ISSN: 1386-7857
Elektronische ISSN: 1573-7543
DOI
https://doi.org/10.1007/s10586-016-0585-6

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