Prediction of remaining life of flexible pavements with artificial neural networks models

ASTM Special Technical Publication

Volumn , Issue 1375, 1999, Pages 484-498

  Abdallah, Imad ^a   Ferregut, Carlos ^a   Nazarian, Soheil ^a   Lucero, Octavio Melchor ^a  

^a UNIVERSITY OF TEXAS AT EL PASO   (United States)

Author keywords

Neural networks; Nondestructive testing; Pavements; Probability; Remaining life; Uncertainty

Indexed keywords

EID: 0038931071     PISSN: 00660558     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Article

References (10)

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2. Chen, D.H. and Lin, H-H, (1999) "Development of an Equation to Predict Permanent Deformation", Accelerated Pavement Testing Conference.
3. Finn F., Saraf C., Kulkarini R., Nair K., Smith W., and Addullah A. (1986), "Development of Pavement Structural Subsystems, " NCHRP Report 291, National Research Council, Washington D.C., December 1996.
4. Freeman, J.A. and Skapura, M.D., (1991), "Neural Networks: Algorithms, Applications, and Programming Techniques", Addison-Wesley Publishers Company, Massachusetts.
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6. Huang, Y. H., (1993), "Pavement Analysis and Design", Prentice Hall, Englewood Cliffs, New Jersey 07632.
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8. Puskorius, G. and Feldkamp, L., (1991), "Decoupled Extended Kalman Filter Training of Feedforward Layered Networks", Proceedings of the International Joint Conference on Neural Networks, IEEE.-IJCNN-91-Seattle Part 1 (of 2) Jul 8-12 1991 Seattle, WA, USA Sponsored by: IEEE Technical Activities Board Council Published by IEEE Piscataway NJ USA p 771-777 ISBN: 0-7803-0164-1
9. Smith, M., (1993), "Neural Networks for Statistical Modeling", Van Nostrand Reinhold, 115 Fifth Ave., New York, NY, 10003.
10. Vennalaganti, K.M., Nazarian, S. and Ferregut, C., (1994) "Uncertainty Modelling of Remaining Life of Pavements Due to Misestimation of Pavement Parameters in NDT," Structural Safety and Reliability Schueller, Shinozuka, & Yao (eds.), A.A. Balkema, pp. 1825-1832.