Abstract

Model development activities are increasing in pavement research and engineering applications. At the same time, there is ambiguity and a lack of consistency with regard to checking and quantifying credibility and suitability for the intended application. Specifically, usage of the terms Verification and Validation (V&V) is seen to vary across contributions. In this context, this paper was motivated by the desire to provide a best-practice reference that underlines the significance of the V&V terms, clarifies their definition, and promotes a more unified usage. Accordingly, the objective was to offer examples that introduce the V&V jargon, demonstrate basic V&V concepts and processes, and highlight certain fine points. A total of five distinct models were introduced and discussed: (1) load-related responses in asphalt pavements, (2) load-related responses in concrete pavements, (3) crack initiation and propagation in asphalt concrete, (4) linear viscoelasticity of asphalt concrete, and (5) water flow through asphalt concrete pores. A general conclusion from this work is that successful V&V efforts are closely linked to a clear definition of the intended usage, i.e., the specific reality of interest being targeted by the model. It is also concluded that documenting V&V efforts is integral to any computational model development. Doing so communicates to potential users the region of confidence for the model alongside the expected differences with the reality of interest.

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Data Availability Statement

All data, models, or code that support the findings of this study are available from the corresponding author upon reasonable request.

Acknowledgments

The authors would like to acknowledge Shane Underwood from North Carolina State University, Hao Wang from Rutgers University, Carlos Armando Duarte from the University of Illinois Urbana-Champaign, and Rongzong Wu from the University of California at Davis for their input. In addition, Sushobhan Sen contributed to the writing and performed ABAQUS runs of the section “Load-Related Responses in Concrete Pavements.” The authors also acknowledge Murilo Henrique Campana Bento and Caio Silva Ramos for conducting the Generalized Finite Element Method simulations and providing their data for the solution of viscoelastic fracture problems.

References

AASHTO. 2008. Mechanistic-empirical pavement design guide: A manual of practice. Washington, DC: AASHTO.
AIAA (American Institute of Aeronautics and Astronautics). 1998. Guide for verification and validation of computational fluid dynamics simulations. AIAA G-077. Reston, VA: AIAA.
ASME. 2012. An illustration of the concepts of verification and validation in computational solid mechanics. New York: ASME.
ASME. 2020. Standard for verification and validation in computational solid mechanics. ASME V&V 10-2019. New York: ASME.
ASTM. 2021. Standard test method for determining fracture energy of asphalt-aggregate mixtures using the disk-shaped compact tension geometry. ASTM D7313-13. West Conshohocken, PA: ASTM.
Cercignani, C. 1975. “Theory and application of the Boltzmann equation.” In Texts in mathematics. Amsterdam, Netherlands: Elsevier.
Chapman, S., and T. G. Cowling. 1990. The mathematical theory of non-uniform gases: An account of the kinetic theory of viscosity, thermal conduction and diffusion in gases. Cambridge, UK: Cambridge University Press.
Duarte, C. A., I. Babuška, and J. T. Oden. 2000. “Generalized finite element methods for three-dimensional structural mechanics problems.” Comput. Struct. 77 (2): 215–232. https://doi.org/10.1016/S0045-7949(99)00211-4.
Duarte, C. A., O. Hamzeh, T. Liszka, and W. Tworzydlo. 2001. “A generalized finite element method for the simulation of three-dimensional dynamic crack propagation.” Comput. Methods Appl. Mech. Eng. 190 (15–17): 2227–2262. https://doi.org/10.1016/S0045-7825(00)00233-4.
Garzon, J., C. Ramos, M. Bento, S. Proença, and C. Duarte. 2023. “Analysis of fractures in linear viscoelastic media using a generalized finite element method and the elastic–Viscoelastic correspondence principle.” Theor. Appl. Fract. Mech. 124 (Jul): 103759. https://doi.org/10.1016/j.tafmec.2023.103759.
Garzon Torres, J. 2013. “Three-dimensional numerical analysis of reflective cracks in airfield pavements.” Ph.D. thesis, Dept. of Civil and Environmental Engineering, Univ. of Illinois at Urbana-Champaign.
He, X., and L.-S. Luo. 1997. “Lattice Boltzmann model for the incompressible Navier–Stokes equation.” J. Stat. Phys. 88 (Mar): 927–944. https://doi.org/10.1023/B:JOSS.0000015179.12689.e4.
Huang, Y. H. 2004. Vol. 2. of Pavement analysis and design. Upper Saddle River, NJ: Pearson Prentice Hall.
Kawa, I., D. R. Brill, and G. F. Hayhoe. 2007. “Faarfield-new faa airport pavement thickness design software.” In Proc., 2007 Worldwide Airport Technology Transfer Conf. Washington, DC: Federal Aviation Administration.
Khazanovich, L., H. T. Yu, S. Rao, K. Galasova, E. Shats, and R. Jones. 2000. Islab2000-finite element analysis program for rigid and composite pavements user’s guide. Champaign, IL: ERES Consultants.
Kuai, H., H. J. Lee, G. Zi, and S. Mun. 2009. “Application of generalized j-integral to crack propagation modeling of asphalt concrete under repeated loading.” Transp. Res. Rec. 2127 (1): 72–81. https://doi.org/10.3141/2127-09.
Kutay, M. E., A. H. Aydilek, and E. Masad. 2006. “Laboratory validation of lattice Boltzmann method for modeling pore-scale flow in granular materials.” Comput. Geotech. 33 (8): 381–395. https://doi.org/10.1016/j.compgeo.2006.08.002.
Levenberg, E. 2006. “Constitutive modeling of asphalt-aggregate mixes with damage and healing.” Ph.D. thesis, Dept. of Civil and Environmental Engineering, Technion–Israel Institute of Technology.
Levenberg, E. 2009. “Viscoplastic response and modeling of asphalt-aggregate mixes.” Mater. Struct. 42 (Mar): 1139–1151. https://doi.org/10.1617/s11527-008-9449-8.
Levenberg, E. 2013. “Inverse analysis of viscoelastic pavement properties using data from embedded instrumentation.” Int. J. Numer. Anal. Methods Geomech. 37 (9): 1016–1033. https://doi.org/10.1002/nag.1132.
Levenberg, E. 2015. “Viscoelastic tension-compression nonlinearity in asphalt concrete.” J. Mater. Civ. Eng. 27 (12): 04015048. https://doi.org/10.1061/(ASCE)MT.1943-5533.0001319.
Levenberg, E. 2017. “Modeling asphalt concrete viscoelasticity with damage and healing.” Int. J. Pavement Eng. 18 (9): 811–823. https://doi.org/10.1080/10298436.2015.1066004.
Levenberg, E. 2020. Pavement mechanics: Lecture notes. 1st ed. Kongens Lyngby, Denmark: Technical Univ. of Denmark.
Maier, R. S., D. Kroll, Y. Kutsovsky, H. Davis, and R. S. Bernard. 1998. “Simulation of flow through bead packs using the lattice Boltzmann method.” Phys. Fluids 10 (1): 60–74. https://doi.org/10.1063/1.869550.
Martys, N. S., J. G. Hagedorn, and J. E. Devaney. 2001. “Pore scale modeling of fluid transport using discrete Boltzmann methods.” In Proc., Materials Science of Concrete, Special Volume: Ion and Mass Transport in Cement-Based Materials, 239–252. Westerville, OH: American Ceramic Society.
Masad, E., B. Muhunthan, N. Shashidhar, and T. Harman. 1999. “Internal structure characterization of asphalt concrete using image analysis.” J. Comput. Civ. Eng. 13 (2): 88–95. https://doi.org/10.1061/(ASCE)0887-3801(1999)13:2(88).
Oberkampf, W. L., T. G. Trucano, and C. Hirsch. 2004. “Verification, validation, and predictive capability in computational engineering and physics.” Appl. Mech. Rev. 57 (5): 345–384. https://doi.org/10.1115/1.1767847.
Ozer, H. 2011. “Development of domain integral and generalized finite element methods for three-dimensional analysis of near-surface cracking in flexible pavements.” Ph.D. thesis, Dept. of Civil and Environmental Engineering, Univ. of Illinois at Urbana-Champaign.
Ozer, H., I. L. Al-Qadi, and C. A. Duarte. 2011. “A three-dimensional generalised finite element analysis for the near-surface cracking problem in flexible pavements.” Int. J. Pavement Eng. 12 (4): 407–419. https://doi.org/10.1080/10298436.2011.575139.
Ozer, H., C. Duarte, and I. Al-Qadi. 2012. “Formulation and implementation of a high-order 3-D domain integral method for the extraction of energy release rates.” Comput. Mech. 49 (Mar): 459–476. https://doi.org/10.1007/s00466-011-0651-0.
Roache, P. J. 1998. Vol. 895 of Verification and validation in computational science and engineering. Hermosa Albuquerque, NM: Hermosa Publishers.
Roy, C. J., and W. L. Oberkampf. 2011. “A comprehensive framework for verification, validation, and uncertainty quantification in scientific computing.” Comput. Methods Appl. Mech. Eng. 200 (25–28): 2131–2144. https://doi.org/10.1016/j.cma.2011.03.016.
Sargent, R. G. 2010. “Verification and validation of simulation models.” In Proc., 2010 Winter Simulation Conf., 166–183. New York: IEEE.
Sargent, R. G. 2020. “Verification and validation of simulation models: An advanced tutorial.” In Proc., 2020 Winter Simulation Conf. (WSC), 16–29. New York: IEEE.
Schapery, R. A. 1984. “Correspondence principles and a generalized j integral for large deformation and fracture analysis of viscoelastic media.” Int. J. Fract. 25 (Jun): 195–223. https://doi.org/10.1007/BF01140837.
Schlesinger, S., R. E. Crosbie, R. E. Gagné, G. S. Innis, C. S. Lalwani, J. Loch, R. J. Sylvester, R. D. Wright, N. Kheir, and D. Bartos. 1979. “Terminology for model credibility.” Simulation 32 (3): 103–104. https://doi.org/10.1177/003754977903200304.
Smith, T. L. 1971. “Empirical equations for representing viscoelastic functions and for deriving spectra.” J. Polym. Sci. Part C 35 (1): 39–50. https://doi.org/10.1002/polc.5070350105.
Succi, S. 2001. “The lattice Boltzmann equation: For fluid dynamics and beyond.” In Numerical mathematics and scientific computation. Oxford, UK: Clarendon Press.
Thacker, B. H., S. W. Doebling, F. M. Hemez, M. C. Anderson, J. E. Pepin, and E. A. Rodriguez. 2004. Concepts of model verification and validation. Los Alamos, NM: Los Alamos National Laboratory.
Wannier, G. H. 1950. “A contribution to the hydrodynamics of lubrication.” Q. Appl. Math. 8 (1): 1–32. https://doi.org/10.1090/qam/37146.
Westergaard, H. M. 1948. “New formulas for stresses in concrete pavements of airfields.” Trans. Am. Soc. Civ. Eng. 113 (1): 425–439. https://doi.org/10.1061/TACEAT.0006179.
Wolf-Gladrow, D. A. 2004. Lattice-gas cellular automata and lattice Boltzmann models: An introduction. New York: Springer.
Zhang, C. Y. 2006. Viscoelastic fracture mechanics. Beijing: Science Press.

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Go to Journal of Transportation Engineering, Part B: Pavements
Journal of Transportation Engineering, Part B: Pavements
Volume 150Issue 4December 2024

History

Received: Sep 18, 2023
Accepted: May 3, 2024
Published online: Jul 24, 2024
Published in print: Dec 1, 2024
Discussion open until: Dec 24, 2024

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Assistant Professor, Dept. of Civil, Construction, and Environmental Engineering, Marquette Univ., Milwaukee, WI 53233 (corresponding author). ORCID: https://orcid.org/0000-0002-9665-0408. Email: [email protected]
Research Scientist, Illinois Center for Transportation, Univ. of Illinois at Urbana-Champaign, Urbana, IL 61801. ORCID: https://orcid.org/0000-0003-3640-4317. Email: [email protected]
Hasan Ozer, A.M.ASCE [email protected]
Associate Professor, School of Sustainable Engineering and the Built Environment, Arizona State Univ., Tempe, AZ 85281. Email: [email protected]
Associate Professor, Dept. of Environmental and Resource Engineering Geotechnics and Geology, Technical Univ. of Denmark, Lyngby, Denmark. ORCID: https://orcid.org/0000-0003-1188-8458. Email: [email protected]
Lev Khazanovich, M.ASCE [email protected]
Anthony Gill Chair Professor, Dept. of Civil and Environmental Engineering, Univ. of Pittsburgh, Pittsburgh, PA 15261. Email: [email protected]
Emin M. Kutay [email protected]
Professor, Dept. of Civil and Environmental Engineering, Michigan State Univ., East Lansing, MI 48824. Email: [email protected]

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