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Using situational simulations to collect and analyze dynamic construction management decision-making data

Published: 07 December 2008 Publication History

Abstract

In this paper we lay the foundations for studying decision-making in complex dynamic construction management scenarios using situational simulations as experimental testbeds. We draw on research conducted in dynamic decision making, construction data-mining and situational simulations to develop methods to study human decision-making data collected in ICDMA - a situational simulation of a real four story steel frame office building construction project. Specifically, we address challenges in the collection, organization and analysis of human subject data. We define a discipline driving the collection of human decision-making data, establish a semantics to organize the data and a simple mathematical syntax to represent it. We also present an analysis of preliminary experimental work and show that our method can be used to analyze patterns in complex construction decision-making. Finally, we present an agenda of research in construction decision-making using situational simulations that can be conducted using our proposed methods.

References

[1]
Anderson, G. R., N. Onder, and A. Mukherjee. 2007. Expecting the unexpected: Representing and reasoning about construction crisis scenarios. In Winter Simulation Conference, ACM/SIGSIM.
[2]
Bransford, J. D., A. L. Brown, and R. R. Cocking. 1999. How people learn. National Academy Press.
[3]
Chi, M. T. 1988. The nature of expertise. Lawrence Earlbaum, First Edition.
[4]
Daccarett, V., and T. Mrozowski. 2005. Aisc digital library: Construction management of steel construction. Available via <http://www.aisc.org/>{accessed 01/10/2007}.
[5]
De Keyser, V. 1990. Temporal decision making in complex environments.
[6]
Diehl, E., and J. Sterman. 1995. Effects of feedback complexity on dynamic decision making. Organizational Behavior and Human Decision Processes 62:198--215.
[7]
Dissanayake, M., and S. AbouRizk. 2007. Qualitative simulation of construction performance using fuzzy cognitive maps. In Winter Simulation Conference, ACM/SIGSIM.
[8]
Edwards, W. 1962. Dynamic decision theory and probabilistic information processing. Human Factors 4:59--73.
[9]
Ford, J. K., N. Schmitt, S. L. Schechtman, B. M. Hults, and M. Doherty. 1989. Process tracing methods: contributions, problems and neglected research questions. Organizational Behavior and Human Decision Processes 43:75--117.
[10]
Gonzalez, C., R. P. Thomas, and P. Vanyukov. 2005. The relationships between cognitive ability and dynamic decision making. Intelligence 33:169--186.
[11]
Gonzalez, C., P. Vanyukov, and M. K. Martin. 2005. The use of microworlds to study dynamic decision making. Human Factors 21:273--286.
[12]
Kerstholt, J. H. 1994. The effect of time pressure on decision making behavior in a dynamic task environment. Acta Psychologia 86:89--104.
[13]
Kerstholt, J. H. 1995. Decision making in dynamic situations: the effect of false alarms and time pressure. Journal of Behavioral Decision Making 8:181--200.
[14]
Kerstholt, J. H., and J. G. Raaijmakers. 1997. Decision making: Cognitive models and explanations, Chapter 12, Decision making in dynamic task environments, 205--217. Routledge.
[15]
Lusk, C. M., and K. R. Hammond. 1991. Judgment in a dynamic task: microburst forecasting. Journal of Decision Making 4:55--73.
[16]
Payne, J. W., J. R. Bettman, and E. J. Johnson. 1993. The adaptive decision maker. New York, Cambridge University Press.
[17]
Pennell, R., M. Durham, C. Ozog, and A. Spark. 1997. Writing in context: situated learning on the web. In ASCILITE 97.
[18]
Rojas, E., and A. Mukherjee. 2003. Modeling the construction management process to support situational simulations. Journal of Computing in Civil Engineering, ASCE 17 (4): 273--280.
[19]
Rojas, E., and A. Mukherjee. 2005. Interval temporal logic in general purpose situational simulations. Journal of Computing in Civil Engineering, ASCE 19 (1): 83--93.
[20]
Rojas, E., and A. Mukherjee. 2006. A multi-agent framework for general purpose situational simulations in the construction management domain. Journal of Computing in Civil Engineering, ASCE 20 (6): 1--12.
[21]
Soibelman, L., M. ASCE, and H. Kim. 2002. Data preparation process for construction knowledge generation through knowledge discovery in databases. Journal of Computing in Civil Engineering 16 (1).
[22]
Sterman, J. D. 1992. Systems dynamics modeling for project management. Systems Dynamics Group.
[23]
Thomas, H. R. 2000. Schedule acceleration, work flow and labor productivity. Journal of Construction Engineering and Management, ASCE 126 (4): 261--267.
[24]
Thomas, H. R., M. J. Horman, R. E. M. Jr., and D. Chen. 2003. Improving labor flow reliability for better productivity as lean construction principle. Journal of Construction Engineering and Management, ASCE 129 (3): 251--261.

Cited By

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  • (2010)Construction management applicationsProceedings of the Twentieth International Conference on International Conference on Automated Planning and Scheduling10.5555/3037334.3037376(263-266)Online publication date: 12-May-2010
  • (2010)A multipurpose simulation platform for decision-making in construction managementProceedings of the Winter Simulation Conference10.5555/2433508.2433896(3123-3131)Online publication date: 5-Dec-2010
  • (2010)Strategy optimization and generation for construction project management using an interactive simulationProceedings of the Winter Simulation Conference10.5555/2433508.2433892(3088-3099)Online publication date: 5-Dec-2010
  • Show More Cited By
  1. Using situational simulations to collect and analyze dynamic construction management decision-making data

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    Published In

    cover image ACM Conferences
    WSC '08: Proceedings of the 40th Conference on Winter Simulation
    December 2008
    3189 pages
    ISBN:9781424427086

    Sponsors

    • IIE: Institute of Industrial Engineers
    • INFORMS-SIM: Institute for Operations Research and the Management Sciences: Simulation Society
    • ASA: American Statistical Association
    • IEEE/SMC: Institute of Electrical and Electronics Engineers: Systems, Man, and Cybernetics Society
    • SIGSIM: ACM Special Interest Group on Simulation and Modeling
    • NIST: National Institute of Standards and Technology
    • (SCS): The Society for Modeling and Simulation International

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    Winter Simulation Conference

    Publication History

    Published: 07 December 2008

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    WSC08
    Sponsor:
    • IIE
    • INFORMS-SIM
    • ASA
    • IEEE/SMC
    • SIGSIM
    • NIST
    • (SCS)
    WSC08: Winter Simulation Conference
    December 7 - 10, 2008
    Florida, Miami

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    WSC '08 Paper Acceptance Rate 249 of 304 submissions, 82%;
    Overall Acceptance Rate 3,413 of 5,075 submissions, 67%

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    Cited By

    View all
    • (2010)Construction management applicationsProceedings of the Twentieth International Conference on International Conference on Automated Planning and Scheduling10.5555/3037334.3037376(263-266)Online publication date: 12-May-2010
    • (2010)A multipurpose simulation platform for decision-making in construction managementProceedings of the Winter Simulation Conference10.5555/2433508.2433896(3123-3131)Online publication date: 5-Dec-2010
    • (2010)Strategy optimization and generation for construction project management using an interactive simulationProceedings of the Winter Simulation Conference10.5555/2433508.2433892(3088-3099)Online publication date: 5-Dec-2010
    • (2009)An experimental framework to analyze alternative decision-making strategies using situational simulations in construction managementWinter Simulation Conference10.5555/1995456.1995824(2703-2711)Online publication date: 13-Dec-2009

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