Framework for mitigating human bias in selection of explanatory variables for bridge deterioration modeling

Journal of Infrastructure Systems

Volumn 23, Issue 3, 2017, Pages

  Chang, Minwoo ^a   Maguire, Marc ^a   Sun, Yan ^b  

^a Utah State University   (United States)

^b UTAH STATE UNIVERSITY   (United States)

Author keywords

Bridge monitoring system; Deterioration model; Explanatory variables; National bridge inventory; Structural health monitoring

Indexed keywords

BRIDGES; CLIMATE MODELS; DETERIORATION; NETWORK FUNCTION VIRTUALIZATION; REGRESSION ANALYSIS; STOCHASTIC SYSTEMS; STRUCTURAL HEALTH MONITORING;

BRIDGE MONITORING; CROSS-VALIDATION ANALYSIS; DETERIORATION MODELING; DETERIORATION MODELS; EXPLANATORY VARIABLES; LEAST ABSOLUTE SHRINKAGE AND SELECTION OPERATORS; NATIONAL BRIDGE INVENTORY; STOCHASTIC DETERIORATION;

STOCHASTIC MODELS;

BRIDGE; MODELING; MONITORING SYSTEM;

UNITED STATES; WYOMING;

EID: 85018969146     PISSN: 10760342     EISSN: None     Source Type: Journal    
DOI: 10.1061/(ASCE)IS.1943-555X.0000352     Document Type: Article

References (23)

1. AASHTO. (2002). Standard specifications for highway bridges, 17th Ed., Washington, DC
2. Abed-Al-Rahim, I. J., and Johnston, D. W. (1995). "Bridge element deterioration rates". Transp. Res. Rec., 1490, 9-18
3. Agrawal, A. K., Kawaguchi, A., and Chen, Z. (2010). "Deterioration rates of typical bridge elements in New York". J. Bridge Eng., 10.1061/(ASCE)BE.1943-5592.0000123, 419-429
4. Ayyub, B. M., and McCuen, R. H. (2011). Probability, statistics, and reliability for engineers and scientists, CRC Press, Boca Raton, FL
5. Ben-Akiva, M., and Gopinath, D. (1995). "Modeling infrastructure performance and user costs". J. Infrastruct. Syst., 10.1061/(ASCE)1076-0342(1995)1:1(33), 33-43
6. Cesare, M. A., Santamarina, C., Turkstra, C., and Vanmarcke, E. H. (1992). "Modeling bridge deterioration with Markov chains". J. Transp. Eng., 10.1061/(ASCE)0733-947X(1992)118:6(820), 820-833
7. Davis, S. L., Goldberg, D., DeGood, K., Donohue, N., and Corless, J. (2013). The fix we're in for: The state of our nation's bridges 2013, Transportation for America, Washington, DC
8. Efron, B., Hastie, T., Johnstone, I., and Tibshirani, R. (2004). "Least angle regression". Ann. Stat., 32(2), 407-499
9. FHWA (Federal Highway Administration). (2014). "National bridge inventory (NBI)". (Jul. 27, 2015)
10. Frangopol, D. M., Kallen, M. J., and Van Noortwijk, J. M. (2004). "Probabilistic models for life-cycle performance of deteriorating structures: Review and future directions". Prog. Struct. Eng. Mater., 6(4), 197-212
11. Herrmann, A. W. (2013). "ASCE 2013 report card for America's infrastructure". Int. Assoc. Bridge Struct. Eng. Symp. Rep., 99(33), 9-10
12. Mauch, M., and Madanat, S. (2001). "Semiparametric hazard rate models of reinforced concrete bridge deck deterioration". J. Infrastruct. Syst., 10.1061/(ASCE)1076-0342(2001)7:2(49), 49-57
13. Morcous, G., and Hatami, A. (2011). "Developing deterioration models for Nebraska bridges". Final Rep. SPR-P1(11) M302, Nebraska Dept. of Roads (NDOR), Lincoln, NE
14. Morcous, G., Rivard, H., and Hanna, A. M. (2002). "Modeling bridge deterioration using case-based reasoning". J. Infrastruct. Syst., 10.1061/(ASCE)1076-0342(2002)8:3(86), 86-95
15. Osborne, M. R., Presnell, B., and Turlach, B. A. (2000). "A new approach to variable selection in least squares problems". IMA J. Numer. Anal., 20(3), 389-403
16. Sobanjo, J., Mtenga, P., and Rambo-Roddenberry, M. (2010). "Reliability-based modeling of bridge deterioration hazards". J. Bridge Eng., 10.1061/(ASCE)BE.1943-5592.0000074, 671-683
17. Tibshirani, R. (1996). "Regression shrinkage and selection via the Lasso". J. R. Stat. Soc. Ser. B, 58(1), 267-288
18. Tibshirani, R., Saunders, M., Rosset, S., Zhu, J. and Knight, K. (2005). "Sparsity and smoothness via the fused Lasso". J. R. Stat. Soc. Ser. B, 67(1), 91-108
19. USDOT (U.S. Department of Transportation). (1999). "Asset management primer". Federal Highway Administration (FHWA), Office of Asset Management, Washington, DC
20. Weseman, W. A. (1995). "Recording and coding guide for the structure inventory and appraisal of the nation's bridges". U.S. Dept. of Transportation, Federal Highway Administration, Washington, DC
21. Williamson, G., Weyers, R. E., Brown, M. C., and Sprinkel, M. M., (2007). "Bridge deck service life prediction and costs". VTRC 08-CR4, Virginia Dept. of Transportation, Richmond, VA
22. WYDOT (Wyoming Department of Transportation). (2015). "Interactive transportation system map". (Jul. 27, 2015)
23. Zou, H., Hastie, T., and Tibshirani, R. (2007). "On the degrees of freedom of the LASSO". Ann. Stat., 35(5), 2173-2192