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Pavement deterioration model based on GPR datasets

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Warianty tytułu
PL
Model degradacji nawierzchni na podstawie danych uzyskanych z badań metodą GPR
Języki publikacji
EN PL
Abstrakty
EN
The paper deals with monitoring the current condition of flexible road pavement involving GPR technology. The methodology of using GPR is formed on remote measurements of thickness and permeability of pavement structural layers. After primary processing of GPR data they are interpreted by means of the developed algorithms and software. Then these data are used to build models of road section deterioration. Dynamic adaptive models are proposed in order to solve the problem of predicting the condition of individual local pavement segments. The mathematical apparatus of dynamic adaptive model of pavement deterioration was based not only on accounting the values of the explanatory variables at fixed times, but also on the rate and character of change of these variables. A comparative analysis carried out and the performance of the proposed models on the example of road sections of the Kharkiv region of Ukraine is shown.
PL
Artykuł dotyczy monitorowania bieżącego stanu nawierzchni drogowych podatnych z wykorzystaniem metody badania georadarem GPR. Metodologia użycia technologii GPR polega na zdalnych pomiarach grubości i przepuszczalności warstw strukturalnych nawierzchni. Po wstępnym przetworzeniu dane uzyskane metodą GPR są interpretowane za pomocą opracowanych algorytmów i oprogramowania. Następnie wykorzystuje się je do budowy modeli degradacji stanu nawierzchni odcinka drogi. Aby rozwiązać problem prognozowania stanu poszczególnych lokalnych odcinków nawierzchni, zaproponowano dynamiczne modele adaptacyjne. Aparat matematyczny dynamicznego modelu adaptacyjnego degradacji nawierzchni oparto nie tylko na zliczaniu wartości zmiennych objaśniających w stałych przedziałach czasowych, ale także na tempie i charakterze zmian tych zmiennych. Przeprowadzona została analiza porównawcza, w której na przykładzie odcinków dróg z regionu Charkowa na Ukrainie przedstawiono działanie proponowanych modeli.
Rocznik
Strony
55--71
Opis fizyczny
Bibliogr. 31 poz., rys., tab.
Twórcy
  • Kharkiv National Automobile and Highway University, Road Construction Faculty, Chair of road survey and design, 25 Yaroslav Mudriy Str., Kharkiv, Ukraine, 61002
  • V.N. Karazin Kharkiv National University, Radiophysics Biomedical Electronics and Computer Systems Faculty, Chair of Theoretical Radiophysics, 4 Svobody Sq., Kharkiv, Ukraine, 61022
  • V.N. Karazin Kharkiv National University, Radiophysics Biomedical Electronics and Computer Systems Faculty, Chair of Theoretical Radiophysics, 4 Svobody Sq., Kharkiv, Ukraine, 61022
Bibliografia
  • 1. Modeling Road Deterioration and Maintenance Effects in HDM-4. RETA 5549-REG Highway Development and Management Research, Final Report. Prepared for Asian Development Bank by N.D. Lea International Ltd, October, 1995, 351p. http://www.lpcb.org/index.php/edocman-test/1995-modelling-road-deterioration-and-maintenance-effects-in-hdm-4/viewdocument 14.12.2017
  • 2. Paterson W.D.O.: Road Deterioration and Maintenance Effects: Models for Planning and Management. A World Bank Publication. The Johns Hopkins University Press., Baltimore, 1987, 454p.
  • 3. Proceedings of the International Workshop on HDM-4 held at the Institut Kerja Raya (IKRAM), Kuala Lumpur, 28 November to 1 December, 1994, 424 p. http://www.lpcb.org/index.php/edocman-test/1994-proceedings-of-international-workshop-on-hdm-4/viewdocument 14.12.2017
  • 4. Prozzi J.A.: Modeling Pavement Performance by Combining Field and Experimental Data. A dissertation submitted in partial satisfaction of the requirements for the degree of Doctor of Philosophy in Engineering, Civil and Environmental Engineering in the Graduate Division of the University Of California, Berkeley UC, Berkeley, 2001, 126p. https://pdfs.semanticscholar.org/9b31/fa34492d20b5c6f49c9184e4c7d19a3e3276.pdf 14.12.2017
  • 5. Zheng Li.: A Probabilistic and Adaptive Approach to Modeling Performance of Pavement Infrastructure. Dissertation Presented to the Faculty of the Graduate School of the University of Texas at Austin in Partial Fulfillment of the Requirements for the Degree of Doctor of Philosophy, The University of Texas at Austin, May, 2005, 156p. https://repositories.lib.utexas.edu/bitstream/handle/2152/1617/liz94338.pdf 14.12.2017
  • 6. Ayadi A.El., Picoux B., Lefeuve-Mesgouez G., Mesgouez A., Petit C.: An Improved Dynamic Model for the Study of a Flexible Pavement. Advances in Engineering Software, 44, 1, 2012, 44-53
  • 7. Batrakov D.O., Antyufeyeva M.S., Antyufeyev A.V., Batrakova A.G.: UWB Signal Processing During Thin Layers Thickness Assessment. 2016 IEEE Radar Methods and Systems Workshop, RMSW 2016, Proceedings, Kyiv, 2016, 36-39 (doi: 10.1109/RMSW.2016.7778545)
  • 8. Jol H. M. (Ed.): Ground penetrating radar, theory and applications. Elsevier B.V., Amsterdam, 2009, 508p.
  • 9. Saarenketo T.: Electrical Properties of Road Materials and Subgrade Soils and the Use of Ground Penetrating Radar in Traffic Infrastructure Surveys. Faculty of Science, Department of Geosciences, University of Oulu, Academic dissertation, 2006, 125p. https://repositories.lib.utexas.edu/bitstream/handle/2152/1617/liz94338.pdf 14.12.2017
  • 10. Evans R.D.: Optimising Ground Penetrating Radar (GPR) to Assess Pavements. A dissertation thesis submitted in partial fulfillment of the requirements for the award of the degree Doctor of Engineering (EngD), at Loughborough University, 2009, 219p. http://www.lboro.ac.uk/media/wwwlboroacuk/content/cice/downloads/alumnitheses/2010/robert-evans.pdf 14.12.2017
  • 11. Pochanin G.P., Masalov S.A., Ruban V.P., Kholod P.V., Batrakov D.O., Batrakova A.G., Urdzik S.N., Pochanin O.G.: Advances in Short Range Distance and Permittivity Ground Penetrating Radar Measurements for Road Surface Surveying, in: Advanced Ultrawideband Radar: Signals, Targets and Applications. CRC Press - Taylor & Francis Group, London, 2016, 20-65
  • 12. Zieliński A., Mazurkiewicz E., Łyskowski M., Wieczorek D.: Use of GPR Method for Investigation of the Mass Movements Development on the Basis of the Landslide in Kałków. Roads and Bridges - Drogi i Mosty, 15, 1, 2016, 61-70
  • 13. Maser K., Carmichael A.: Ground Penetrating Radar Evaluation of New Pavement Density. Final Report, WSDOT Research Office, 2015, 20p. https://www.wsdot.wa.gov/research/reports/fullreports/839.1.pdf 14.12.2017
  • 14. Batrakova A.G., Batrakov D.O., Pochanin G.P.: Method for detection and determination of location of cracks, with subsurface included, in asphalt-concrete pavement. Patent for Utility Model UA 81296, 2013
  • 15. Batrakov D.O., Golovin D.V., Batrakova A.G., Pochanin G.P.: Determination of the Crack Width in One of the Layers of the Pavement Using Results of UWB GPR Probing. 8International Conference on Ultrawideband and Ultrashort impulse Signals, UWBUSIS-2014, Kharkiv, 15-19 Sept., 2014, 52-54
  • 16. ASTM D6433-11 Standard Practice for Roads and Parking Lots Pavement Condition Index Surveys, Current Edition, Approved Dec. 1, 2007
  • 17. Present Serviceability Index. 30 October 2006 http://www.pavementinteractive.org/present-serviceability-index/ 14.12,2017
  • 18. Garcia Diaz A., Riggins M.: Serviceability and Distress Metodology for Predicting Pavement Performance.Transportation Research Record 997, TRB, National Research Council, Washington, DC., 1984, 56-61
  • 19. Haas R., Hudson R.W., Lynne C.F.: Pavement Asset Management. John Wiley & Sons, 2015, 432p. https://books.google.com.ua/books?isbn=1119038820 14.12.2017
  • 20. Batrakov D.O., Batrakova A.G., Golovin D.V., Simachev A.A.: Hilbert Transform Application to the Impulse Signal Processing. Proceedings of UWBUSIS-2010, Sevastopol, Ukraine, 2010, 113-115
  • 21. Batrakov D.O., Antyufeyeva M.S., Antyufeyev A.V., Batrakova A.G.: Inverse problems and UWB signals in biomedical engineering and remote sensing. 8International Conference on Ultrawideband and Ultrashort Impulse Signals, 5-11 Sept., 2016, Odessa, Ukraine, 148-151 https://ieeexplore.ieee.org/document/7724174/ 14.12.2017
  • 22. Batrakov D.O., Batrakova A.G., Golovin D.V.: Numerical Simulation of UWB Impulse Response of Plane Layered Media with 2D Inclusion. 6International Conference on Ultrawideband and Ultrashort Impulse Signals, UWBUSIS-2012 Conference Proceedings, 17-21 Sept., 2012, Sevastopol, Ukraine, 153-155 https://ieeexplore.ieee.org/document/6379763/ 14.12.2017
  • 23. Batrakov D.O., Urdzik S.N., Batrakova A.G., Pochanin G.P.: Method for Detecting Subsurface Cracks in Asphalt-Concrete Pavement During Diagnostic Laboratory Moving in a Transport Stream. Patent for Utility Model UA 108136, 2016
  • 24. Batrakov D.O., Zhuck N.P.: Inverse Scattering Problem in the Polarization Parameters Domain for Isotropic Layered Media: Solution via Newton-Kantorovich Iterative Technique. Journal of Electromagnetic Waves and Applications, 8, 6, 1994, 759-779
  • 25. Zhuck N.P., Batrakov D.O.: Determination of Electrophysical Properties of a Layered Structure With a Ststistically Rough Surface via an Inversion Method. Physical Review B. (Condensed Matter), 51, 23, 1995, 17073-17080
  • 26. Batrakov D.O., Zhuck N.P.: Solution of a General Inverse Scattering Problem Using the Distorted Born Approximation and Iterative Technique. Inverse Problems, 10, 1, 1994, 39-54
  • 27. Batrakov D.O.: Quality and Efficiency of Information Monitoring at Radio Wave Testing of Inhomogeneous Dielectric Layers by Using a Multifrequency Method. Defektoskopiya. (Russian Journal of Nondestructive Testing), 8, 1998, 68-76 (in Russian)
  • 28. Batrakov D.O., Tarasov M.M.: Algorithm of Solving Inverse Scattering Problems Using the Pontryagin Maximum Principle, Radiotekhnika i Elektronika (Journal of Communications Technology and Electronics), 44, 2. 1999, 137-142 (in Russian)
  • 29. Madanat S., Prozzi J.A., Han M.: Effect of Performance Model Accuracy on Optimal Pavement Design. Computer-aided Civil and Infrastructure Engineering. 17, 1, 2002, 22-30 https://trid.trb.org/view/709481 14.12.2017
  • 30. Technichni pravila remontu ta utrymannia avomobilnych dorig zagalnogo korystuvannya Ukraini: P-G.1-218-113:2009, w: Derzhyavna sluzhba avtomobilnych dorig Ukraini (UKRAvtodor), 2009, 258p. (Pravila, in Ukrainian)
  • 31. Sporudy transport. Dorojniy odyag nezhorstkogo tipu: VBN B.2.3-218-186-2004, w.: Derzhyavna sluzhba avtomobilnych dorig Ukraini (UKRAvtodor), 2005, 176p. (Vidomchi Budivelny Normy, in Ukrainian)
Uwagi
Opracowanie rekordu w ramach umowy 509/P-DUN/2018 ze środków MNiSW przeznaczonych na działalność upowszechniającą naukę (2018).
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-9c54ab7c-ee35-4b50-9056-8c07a7257c31
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