TECHNICAL PAPERS
Jun 15, 2004

Panel Data Analysis of Factors Affecting As-Built Roughness of Asphaltic Concrete Pavements

Publication: Journal of Transportation Engineering
Volume 130, Issue 4

Abstract

This paper investigates the relationship between the as-built roughness of asphaltic concrete pavement and construction characteristics factors using panel (longitudinal) data analysis. This panel study utilizes as-built roughness measurements and pavement and contractor’s characteristics for reconstructed, replaced, and resurfaced pavement projects in Wisconsin from 1996 through 2000. Several panel models, both fixed and random effects models, were developed from the basic model proposed in the study. The research shows that the random effects model provides the best estimate of proposed models on the basis of Akaike’s information criterion (AIC). The results indicate that some pavement and construction characteristics significantly affect as-built pavement roughness. The findings also reveal that contractor’s quality history from past pavement projects is a statistically significant factor that affects as-built roughness and can possibly be converted to contractor’s accumulated performance indicator on pavement construction.

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References

Akaike H.(1974). “A new look at the statistical model identification.” IEEE Trans. Autom. Control, 19, 716–722.
Hsiao, C. (1986). Analysis of panel data, Cambridge University Press, Cambridge, U.K.
Postama, S. S., Carlile, F., and Roberts, J. E. (1999). “Use of best value selection process.” Transportation Research Record 1654, Transportation Research Board, Washington, D.C., 171–180.
Turkey, J. W. (1977). Exploratory data analysis, Addison-Wesley, Reading, Mass.
Zaghloul, S. M. (1996). “Effect of poor workmanship and lack of smoothness testing on pavement life-cycle costs.” Transportation Research Record 1539, Transportation Research Board, Washington, D.C., 102–109.

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Published In

Go to Journal of Transportation Engineering
Journal of Transportation Engineering
Volume 130Issue 4July 2004
Pages: 479 - 485

History

Received: Nov 6, 2001
Accepted: May 30, 2003
Published online: Jun 15, 2004
Published in print: Jul 2004

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Authors

Affiliations

Duk Gyoo Lee, S.M.ASCE
PhD Candidate, Dept. of Civil and Environmental Engineering, Univ. of Wisconsin–Madison, Madison, WI 53706; and, Project Engineer, URS Corp. (O’Brien Kreitzberg), 83-98 Woodhaven Blvd., Woodhaven, NY 11421.
Jeffrey S. Russell, M.ASCE
Professor, Dept. of Civil and Environmental Engineering, Univ. of Wisconsin–Madison, 2258 Engineering Hall, 1415 Engineering Dr., Madison, WI 53706.

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