TECHNICAL PAPERS
Dec 1, 1992

Modeling and Simulating Learning Development in Construction

Publication: Journal of Construction Engineering and Management
Volume 118, Issue 4

Abstract

The time required to perform a given process in a repetitive construction environment tends to fall progressively as the same process is repeated for a sufficient number of successions. This paper discusses the aspects and fundamentals of learning development and its impact on the time requirement of repetitive construction processes from a simulation perspective. Common learning curves and their basic parameters and equations are highlighted. Factors that determine the level of learning rates for construction tasks are also investigated. We also introduce a statistically based approach for modeling learning development. Modeling learning phenomena in a simulation experiment is then introduced as applied in MicroCYCLONE (Halpin 1990). An example application is presented reflecting the impact of learning on the time requirement on a high‐rise building; the statistically based approach is compared to the currently used deterministric models. This paper presents a simulation‐based methodology for incorporating learning development in process simulation modeling and experimentation. In particular, it is suggested that a stochastic learning model be adopted due to the random factors affecting learning in construction. The paper highlights mathematical models often applied in modeling learning development and reviews the factors that contribute to these phenomena. An example application is also presented to illustrate how learning models can be incorporated into a simulation experiment. The effect of learning on the time required to complete a given process, and the significance of using stochastic versus deterministic learning models on various performance measures are also discussed.

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References

1.
Asher, H. (1956). Cost‐quantity relationship in airframe industry. The Rand Corporation, Santa Monica, Calif.
2.
Ashley, D. B. (1980). “Simulation of repetitive‐unit construction.” J. Constr. Div., ASCE, 106(2), 185–194.
3.
Baloff, N. (1970). “Startup management.” IEEE Trans. Engrg. Management, Vol. EM‐17, No. 4, 1970, pp. 132–141.
4.
Bricstone, C. A. (1978). “Training effectiveness through performance analysis.” Technical Report, Naval Training Center, Orlando, Fla.
5.
Carlson, J. G. (1961). “How management can use the improvement phenomenon.” California Mgmt. Rev., 3(2), 83–94.
6.
Carlson, J. G. (1973). “Cubic learning curves: Precision tool for labor estimating.” Manufact. Engrg. Mgmt., 71(5), 22–25.
7.
Cherrington, J. E., Lippert, S., and Towill, D. R. (1987). “The effect of prior experience on learning curve parameters.” Int. J. Product. Res., 25(3), 399–411.
8.
Cochran, E. B. (1960). “New concepts of learning curves.” J. Ind. Engrg., 11(4), 317–327.
9.
Conway, R., and Schultz, A. (1959). “The manufacturing progress function.” J. Ind. Engrg., 10(1), 39–53.
10.
Corlett, E. N., and Morcombe, V. J. (1970). “Straightening out the learning curve.” Personnel Mgmt., 2(6), 14–19.
11.
DeJong, J. R. (1957). “The effects of increasing skills on cycle time and its consequences for time standards.” Ergonomics, 1(1), 51–60.
12.
“Effect of repetition on building operations and processes on site.” (1965). ST/ECE/HOU/14, Economic Commission for Europe, United Nation, New York, N.Y.
13.
Garg, A., and Milliman, P. (1961). “The aircraft progress curve modified for design changes.” J. Ind. Engrg., 12(1), 23–27.
14.
Gates, M., and Scarpa, A. (1972). “Learning and experience curves.” J. Constr. Div., ASCE, 98(2), 79–101.
15.
Gates, M., and Scarpa, A. (1987). “Optimum number of crews.” J. Constr. Div., ASCE, 104(2), 123–132.
16.
Guibert, P. (1945). Le Plan de Fabrication Aeronautique, Dunod, Paris, France (in French).
17.
Halpin, D., and Woodhead, R. (1976). Design of construction process operations. John Wiley and Sons, Inc., New York, N.Y.
18.
Hijazi, A. (1989). “Simulation analysis of linear construction processes,” thesis presented to Purdue University, at West Lafayette, Ind., in partial fulfillment of the requirement for the degree of Doctor of Philosophy.
19.
Hoffman, J. R. (1968). “Effects of prior experience on learning curve parameters.” J. Ind. Engrg., 19(8), 412–413.
20.
Holdham, J. H. (1970). “Learning curves—Their applications in industry.” Product. Inventory Mgmt., 11(4), 40–55.
21.
An improved rational and mathematical explanation of the progress curve in airframe production. (1949). Stanford Research Institute, Stanford, Calif.
22.
Levy, F. K. (1965). “Adaptation in the production process.” Mgmt. Sci., 11(6), B136–B154.
23.
Pegels, C. C. (1969). “On startup or learning curves: An expanded view.” AIIE Trans., 1(3), 216–222.
24.
Pritsker, A. (1986). Introduction to simulation and SLAM II. John Wiley and Sons, Inc., New York, N.Y.
25.
Spears, W. (1985). “Measurement of learning and transfer through curve fitting.” Human Factors, 27(3), 251–266.
26.
Spencer, W. (1986). “Comparing learning curves?” Product. Engrg., 33(5), 56–58.
27.
Tanner, J. P. (1985). “The learning curve.” Product. Engrg., 32(5), 72–78.
28.
Thomas, R., Mathews, C., and Ward, J. (1986). “Learning curve models of construction.” J. Constr. Engrg. Mgmt., 112(2), 245–257.
29.
Thomopoulos, N. T., and Lehman, M. (1969). “The mixed model learning curve.” AIIE Trans., 1(2), 127–132.
30.
Touran, A., Burkhart, A., and Qabbani, Z. (1988). “Learning curve application in formwork construction.” Proc., ASCE 24th Annual Conf., San Luis, Calif., 20–24.
31.
Yelle, L. E. (1979). “The learning curve: Historical review and comprehensive survey.” Decision Sci., 10(2), 302–328.
32.
Wright, T. P. (1936). “Factors affecting the cost of airplanes.” J. Aeronaut. Sci., 3(4), 122–128.

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Go to Journal of Construction Engineering and Management
Journal of Construction Engineering and Management
Volume 118Issue 4December 1992
Pages: 685 - 700

History

Published online: Dec 1, 1992
Published in print: Dec 1992

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Authors

Affiliations

Adib M. Hijazi
Exec. Mgr., Contracting Div., Al‐Rasheed House Est., P.O. Box 6335, Riyadh 11442, Saudi Arabia
Simaan M. AbouRizk, Associate Member, ASCE
Asst. Prof., Dept. of Civ. Engrg., Univ. of Alberta, Edmonton, Alberta, Canada, T6G 2G7
Daniel W. Halpin, Member, ASCE
Prof. and Head, Div. of Constr. Engrg. and Mgmt., Purdue Univ., West Lafayette, IN 47907

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