Analysis of rigid pavement distresses on interstate highway using decision tree algorithms

KSCE Journal of Civil Engineering

Volumn 14, Issue 2, 2010, Pages 123-130

  Kang, Myungook ^a   Kim, Minkwan ^b   Lee, Joo Hyoung ^c  

^a Wisconsin Electric Machines and Power Electronics Consortium   (United States)

^b THORNTON TOMASETTI   (United States)

^c PURDUE UNIVERSITY CALUMET   (United States)

Author keywords

Decision tree algorithm; Field distress survey; Highway maintenance factors; Maintenance decision support; Pavement Management System (PMS)

Indexed keywords

ANALYSIS MODELS; CLASSIFICATION RULES; DECISION MAKING PROCESS; DECISION TREE ALGORITHM; HIGHWAY MAINTENANCE; IDENTIFICATION PROCEDURE; INTERSTATE HIGHWAY; LOGISTIC REGRESSIONS; MAINTENANCE DECISIONS; MAINTENANCE PRACTICES; MAKING DECISION; MODEL DEVELOPMENT; PAVEMENT MAINTENANCE; PAVEMENT MANAGEMENT; PAVEMENT MANAGEMENT SYSTEMS; PRIMARY OBJECTIVE; RIGID PAVEMENTS; SPECIFIC LOCATION; STATE HIGHWAY AGENCIES; SURVEY DATA; WISCONSIN;

ALGORITHMS; DECISION SUPPORT SYSTEMS; DECISION TREES; HIGHWAY PLANNING; LOCATION; MAINTENANCE; OCEANOGRAPHIC EQUIPMENT; PAVEMENTS; SURVEYS;

HIGHWAY ADMINISTRATION;

EID: 77649199469     PISSN: 12267988     EISSN: 19763808     Source Type: Journal    
DOI: 10.1007/s12205-010-0123-7     Document Type: Article

References (12)

1. Chan, K. W. (2005). LOTUS user manual, Department of Statistics and Applied Probability National University of Singapore.
2. Chan, K. W. and Loh, W. Y. (2004). LOTUS: An algorithm for building accurate and comprehensible logistic regression trees. Journal of Computational and Graphical Statistics, Vol. 13, No. 4, pp. 826-852.
3. Federal Highway Administration (FHWA) (2003). Distress identification manual, Report No. FHWA-RD-03-031, Federal Highway Administration, Washington, D. C. pp. 33-58.
4. Friedrichs, D. A. (1999). PDI survey manual, Wisconsin Department of Transportation, Madison, WI.
5. Indiana Department of Transportation (INDOT). (2006). Maintenance quality survey and Organizational Performance Index (OPI) measures manual, Roadway Services/Traffic, Indianapolis, IN.
6. Kim, H. and Loh, W. Y. (2001). Classification trees with unbiased multiway splits. Journal of the American Statistical Association, Vol. 96, No. 454, pp. 589-604.
7. Kim, H. and Loh, W. Y. (2008). CRUISE user manual, Madison Technical Report 989, Department of Statistics at University of Wisconsin, Madison, WI.
8. Loh, W. Y. and Shih, Y. S. (1997). Split selection methods for classification trees. Statistica Sinica, Vol. 7, No. 4, pp. 815-840.
9. Montgomery, D. C. and Runger, G. C (2007). Applied statistics and probability for engineers, John Wiley & Sons, Inc. New York, N. Y.
10. Ohio Department of Transportation (ODOT). (2001). Maintenance quality survey manual, Office of Maintenance Administration, Columbus, OH.
11. Shober, S. F. and Friedrichs, D. A. (1998). Pavement preservation strategy. Transportation Research Record, TRB, National Research Council, Washington, D. C., Vol. 1643, pp. 44-53.
12. Walker, D. (2002). Concrete Pavement Surface Evaluation and Rating (PASER) manual, Wisconsin Transportation Information Center, Madison, WI.