An intelligent pavement analysis toolbox was developed for backcalculating the mechanical properties of flexible pavements from non-destructive test data through an adaptive, multi-hybrid, integrated non-linear systems approach. The problem involves searching for the optimal combination of pavement layer stiffness solutions in an unsmooth, multi-modal, complex search space which makes it amenable to the application of differential evolution, a stochastic parallel direct search evolution strategy optimisation method. This innovative approach takes advantage of the combined efficiency and accuracy achieved by integrating advanced pavement numerical modelling schemes such as finite-element methods, computational intelligence-based surrogate mapping techniques such as artificial neural networks, and heuristics-based global optimisation strategies such as differential evolution, and yet provides a user-friendly automated pavement evaluation toolbox for the highway engineer to use on a real-time basis for accurate infrastructure evaluation. The main aim of the present study was to demonstrate the feasibility of using such an integrated modular systems approach to the complex non-linear parameter identification problem in pavement engineering.
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December 2010
Research Article|
December 01 2010
Development of an intelligent pavement analysis toolbox
K. Gopalakrishnan, PhD;
K. Gopalakrishnan, PhD
Research Assistant Professor
Department of Civil, Construction, and Environmental Engineering, Iowa State University, Ames, IA, USA
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S. K. Khaitan, PhD
S. K. Khaitan, PhD
Postdoctoral Research Associate
Department of Electrical and Computer Engineering, Iowa State University, Ames, IA, USA
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Publisher: Emerald Publishing
Revision Received:
March 27 2009
Accepted:
February 04 2010
Online ISSN: 1751-7710
Print ISSN: 0965-092X
© 2010 Thomas Telford Ltd
2010
Proceedings of the Institution of Civil Engineers - Transport (2010) 163 (4): 211–221.
Article history
Revision Received:
March 27 2009
Accepted:
February 04 2010
Citation
Gopalakrishnan K, Khaitan SK (2010), "Development of an intelligent pavement analysis toolbox". Proceedings of the Institution of Civil Engineers - Transport, Vol. 163 No. 4 pp. 211–221, doi: https://doi.org/10.1680/tran.2010.163.4.211
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