Alternative Modeling Framework for Pavement Serviceability Analysis
Publication: Journal of Transportation Engineering
Volume 123, Issue 6
Abstract
This paper presents an alternative modeling framework for serviceability analysis that is conceptually based on fuzzy set theory and uses discriminant analysis as the estimation tool. The proposed approach respects the ordinal characteristics of serviceability ratings because it does not assume that the ratings are a ratio scale, which is implicitly required when using regression analyses. The practicality of the proposed approach is tested in a case study, which indicates that the proposed approach provides a consistent classification of the pavement sections, though it underestimates pavement serviceability. Since the serviceability ratings are not needed for the estimation of the model (ratings are only required for validation), assembling a panel of users is not required to create the calibration data set. This feature may produce significant savings in the data collection process.
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References
1.
Bernstein, I. H., Garbin, C., and Teng, G. (1988). Applied multivariate analysis. Springer-Verlag New York, Inc., New York, N.Y.
2.
Carey, W. N., and Irick, P. E. (1960). “The pavement serviceability-performance concept.”Hwy. Res. Board Bull. 250, Hwy. Res. Board, Washington, D.C.
3.
Chankong, V., and Haimes, Y. (1983). Multiobjective decision making. Elsevier Science Publishing Co., Inc., New York, N.Y.
4.
Guilford, J. P. (1954). Psychometric methods. McGraw-Hill, Inc., New York, N.Y.
5.
Haas, R., and Hudson, W. R. (1971). “The importance of rational and compatible pavement performance evaluation.”Hwy. Res. Board Special Rep. 116, Hwy. Res. Board, Washington, D.C., 92–111.
6.
Haas, R., Hudson, R. W., and Zaniewski, J. (1994). Modern pavement management systems. Robert E. Krieger Publishing Co., Malabar, Fla.
7.
Hudson, W. R., and Roberts, F. (1970). Pavement serviceability equations using the surface dynamics profilometer. Ctr. for Hwy. Res., Proj. 73-3, Univ. of Texas at Austin, Austin, Tex.
8.
Hutchinson, B. G. (1964). “Principles of subjective rating scale construction.”Hwy. Res. Rec. No. 46, Hwy. Res. Board, Washington, D.C., 60–70.
9.
Jackson, B. B. (1983). Multivariate data analysis. Richard D. Irwin, Homewood, Ill.
10.
Janoff, M. S., Nick, J. B., Davit, P. S., and Hayhoe, G. F. (1985). “Pavement roughness and rideability.”Transp. Res. Board Rep. No. 275, Transp. Res. Board, Washington, D.C.
11.
Nakamura, V., and Michael, H. L. (1963). “Serviceability ratings of highway pavements.”Hwy. Res. Rec. No. 40, Hwy. Res. Board, Washington, D.C., 21–36.
12.
“Output measurements for pavement management systems in Canada.” (1972). Proc., Third Int. Conf. on the Struct. Des. of Asphalt Pavements, Univ. of Michigan, Ann Arbor, Mich., 978–989.
13.
Roberts, F., and Hudson, W. R. (1971). “Pavement serviceability equations using the surface dynamics profilometer.”Hwy. Res. Board Special Rep. 116, Hwy. Res. Board, Washington, D.C., 68–79.
14.
Scrivner, F. H., and Hudson, W. R. (1964). “A modification of the AASHO road test serviceability formula.”Hwy. Res. Rec. No. 46, Hwy. Res. Board, Washington, D.C., 71–87.
15.
Stevens, S. S.(1946). “On the theory of scales of measurement.”Sci., 103(2684), 667–680.
16.
Stevens, S. S. (1951). “Mathematics, measurement and psychophysics.”Handbook of experimental psychology, S. Stevens, ed., John Wiley & Sons, Inc., New York, N.Y.
17.
Stevens, S. S. (1959). “Measurements, psychophysics and utility.”Measurements: definitions and theories, C. Churchman and P. Ratoosh, eds., John Wiley & Sons, Inc., New York, N.Y., 18–63.
18.
Zadeh, L. A.(1965a). “Fuzzy sets.”Information and Control, 8, 338–353.
19.
Zadeh, L. A. (1965b). “Fuzzy sets and systems.”Proc. Symp. on System Theory, Polytechnic Press of the Polytechnic Institute of Brooklyn, Brooklyn, N.Y., 29–37.
20.
Zadeh, L. A.(1968). “Communication fuzzy algorithms.”Information and Control, 12, 94–102.
21.
Zadeh, L. A. (1971). “Towards a theory of fuzzy systems.”Aspects of network and system theory, R. E. Kalman and N. DeClaris, eds., Holt, Rinehart and Winston, New York, N.Y., 469–490.
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Copyright © 1997 American Society of Civil Engineers.
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Published online: Nov 1, 1997
Published in print: Nov 1997
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