Neural Networks for Rapid Reduction Interpretation of Spectral Analysis of Surface Waves Results

Nazarian S. , Stokoe K. H. II , and Hudson W. R. . Use of Spectral Analysis of Surface Waves Method for Determination of Moduli and Thicknesses of Pavement Systems. In Transportation Research Record 930, TRB, National Research Council, Washington, D.C., 1983, pp. 38–45.

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Nazarian S. In Situ Determination of Elastic Moduli of Soil Deposits and Pavement Systems by Spectral-Analysis-of-Surface-Waves Method. Ph.D. dissertation. Department of Civil Engineering, University of Texas, Austin, 1984.

Yuan D. , and Nazarian S. . Rapid Determination of Layer Properties of Pavements from Surface Wave Method. In Transportation Research Record 1377, TRB, National Research Council, Washington, D.C., 1992, pp. 159–166.

Yuan D. , and Nazarian S. . Automated Surface Wave Testing: Inversion Technique. Journal of Geotechnical Engineering, Vol. 119, No. 7, 1993, pp. 1112–1126.

Williams T. P. , and Gucunski N. . Neural Networks for Backcalculation of Moduli from the SASW Test. Journal of Computing in Civil Engineering, Vol. 9, No. 1, 1995, pp. 1–8.

Meier R. W. , and Rix G. J. . Backcalculation of Flexible Pavement Moduli from Falling Weight Deflectometer Data Using Artificial Neural Networks. In Artificial Neural Networks for Civil Engineers: Advanced Features and Applications ( Flood I. and Kartam N. , eds.), ASCE, New York, 1998, pp. 162–191.

Kim Y. , and Kim Y. R. . Prediction of Layer Moduli from FWD and Surface Wave Measurements Using Artificial Neural Network. Presented at 77th Annual Meeting of the Transportation Research Board, Washington, D.C., 1998.

Abdallah I. , Ferregut C. , Melchor-Lucero O. , and Nazarian S. . Validation of Remaining Life Models Using Texas Mobile Load Simulator. Presented at 1st International Conference in Accelerated Pavement Testing T² Center (CD-ROM), October 18-20, 1999, University of Nevada, Reno, 1999.

Gucunski N. , Abdallah I. N. , and Nazarian S. . ANN Backcalculation of Pavement Profiles from the SASW Test. Geotechnical Specialty Publication. In Proc., Geo-Denver 2000 Specialty Conference on Pavement Subgrade, Unbound Materials, and Nondestructive Testing, Denver, Colo., 2000.

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Abdallah I. , Melchor-Lucero O. , Ferregut C. , and Nazarian S. . Artificial Neural Network Models for Accessing Remaining Life of Flexible Pavements. Research Report 1711-2. Center for Highway Materials Research, University of Texas, El Paso, 2000.