{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,1]],"date-time":"2026-04-01T02:52:52Z","timestamp":1775011972936,"version":"3.50.1"},"reference-count":37,"publisher":"Springer Science and Business Media LLC","issue":"3-4","license":[{"start":{"date-parts":[[2012,7,7]],"date-time":"2012-07-07T00:00:00Z","timestamp":1341619200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Neural Comput & Applic"],"published-print":{"date-parts":[[2013,9]]},"DOI":"10.1007\/s00521-012-1023-1","type":"journal-article","created":{"date-parts":[[2012,7,6]],"date-time":"2012-07-06T06:44:14Z","timestamp":1341557054000},"page":"989-997","source":"Crossref","is-referenced-by-count":5,"title":["Asphalt concrete stability estimation from non-destructive test methods with artificial neural networks"],"prefix":"10.1007","volume":"23","author":[{"given":"Serdal","family":"Terzi","sequence":"first","affiliation":[]},{"given":"Mustafa","family":"Kara\u015fahin","sequence":"additional","affiliation":[]},{"given":"S\u00fcleyman","family":"G\u00f6kova","sequence":"additional","affiliation":[]},{"given":"Mustafa","family":"Tahta","sequence":"additional","affiliation":[]},{"given":"Nihat","family":"Morova","sequence":"additional","affiliation":[]},{"given":"\u0130smail","family":"Uzun","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2012,7,7]]},"reference":[{"key":"1023_CR1","unstructured":"Brockenbrough RL (2009) Highway engineering handbook, building and rehabilitating the infrastructure. The McGraw-Hill Companies"},{"key":"1023_CR2","volume-title":"The civil engineering handbook. New Directions in Civil Engineering","author":"WF Chen","year":"2003","unstructured":"Chen WF, Richard Liew JY (2003) The civil engineering handbook. New Directions in Civil Engineering. CRC Press, Boca Raton"},{"issue":"6","key":"1023_CR3","doi-asserted-by":"crossref","first-page":"953","DOI":"10.1061\/(ASCE)0733-947X(1994)120:6(953)","volume":"120","author":"SR Sanders","year":"1994","unstructured":"Sanders SR, Rath D, Parker F (1994) Comparison of nuclear and core pavement density measurements. J Transp Eng 120(6):953\u2013966","journal-title":"J Transp Eng"},{"key":"1023_CR4","volume-title":"Pavement management for airports, roads, and parking lots","author":"MY Shahin","year":"2002","unstructured":"Shahin MY (2002) Pavement management for airports, roads, and parking lots. Kluwer, London"},{"key":"1023_CR5","doi-asserted-by":"crossref","unstructured":"Al-Qadi IL, Leng Z, Lahouar S, Baek J (2010) In-place hot-mix asphalt density estimation using ground penetrating radar, TRB 2010 annual meeting, paper number 10-1735","DOI":"10.3141\/2152-03"},{"key":"1023_CR6","doi-asserted-by":"crossref","unstructured":"Hausman JJ, Buttlar WG, Analysis of TransTech Model 300 pavement quality indicator, laboratory and field studies for determining asphalt pavement density, Transportation Research Record 1813, Transportation Research Board of the National","DOI":"10.3141\/1813-23"},{"key":"1023_CR7","doi-asserted-by":"crossref","unstructured":"Baltzer S, Hejlesen C, Korsgaard HC, Jakobsen PE (2009) Practical use of light weight deflectometer for pavement design, Bearing Capacity of Roads, Railways and Airfields. In: Erol Tutumluer, Imad L. Al-Qadi (eds) Proceedings of the 8th international conference (BCR2A\u201909). Taylor & Francis Group, London","DOI":"10.1201\/9780203865286.ch91"},{"key":"1023_CR8","unstructured":"Hossain MS, Apeagyei AK (2010) Evaluation of the lightweight deflectometer for in situ determination of pavement layer Moduli, Virginia Transportation Research Council. Final report FHWA\/VTRC 10-R6"},{"key":"1023_CR9","unstructured":"Choubane B, Upshaw PB, Sholar GA, Page GC, Musselman JA (1999) Nuclear density readings and core densities, a comparative study, transportation research record 1654, Transportation Research Board of the National Academies, Washington, DC, Paper No. 99-0230, pp 70\u201378"},{"key":"1023_CR10","doi-asserted-by":"crossref","unstructured":"Saarenketo T (1997) Using ground-penetrating radar and dielectric probe measurements in pavement density quality control, transportation research record 1575, paper no. 970698, Transportation Research Board of the National Academies, Washington, DC, pp 34\u201341","DOI":"10.3141\/1575-05"},{"issue":"7","key":"1023_CR11","doi-asserted-by":"crossref","first-page":"574","DOI":"10.1061\/(ASCE)0733-947X(2006)132:7(574)","volume":"132","author":"A Loulizi","year":"2006","unstructured":"Loulizi A, Al-Qadi IL, Elseifi M (2006) Difference between in situ flexible pavement measured and calculated stresses and strains. J Transp Eng 132(7):574\u2013579","journal-title":"J Transp Eng"},{"key":"1023_CR12","doi-asserted-by":"crossref","unstructured":"ASTM D2950\/D2950\u00a0M\u201310, Standard test method for density of bituminous concrete in place by nuclear methods, road standards and paving standards, ASTM International, West Conshohocken, PA, (2010), doi: 10.1520\/D2950_D2950M-10","DOI":"10.1520\/D2950_D2950M-10"},{"key":"1023_CR13","unstructured":"Indiana Department of Transportation, CERTIFIED TECHNICIAN PROGRAM training manual for construction earthworks, (2008), http:\/\/www.in.gov\/indot\/files\/Earthworks_Chapter_12.pdf . Accessed July 31, 2011"},{"key":"1023_CR14","unstructured":"FHWA (2012) http:\/\/www.fhwa.dot.gov\/hfl\/innovations\/pdfs\/lwd.pdf . Accessed May 05, 2012"},{"key":"1023_CR15","unstructured":"EuroGPR (2012) http:\/\/www.eurogpr.org\/joomla\/ . Accessed May 30, 2012"},{"issue":"1","key":"1023_CR16","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1111\/j.1475-3995.1996.tb00032.x","volume":"3","author":"A Colorni","year":"1996","unstructured":"Colorni A, Dorigo F, Maffioli F, Maniezzo V, Righini G, Trubian M (1996) Heuristics from nature for hard combinatorial optimization problems. Int Trans In Oper Res 3(1):1\u201321","journal-title":"Int Trans In Oper Res"},{"key":"1023_CR17","doi-asserted-by":"crossref","first-page":"3165","DOI":"10.1016\/j.enpol.2005.02.010","volume":"34","author":"Ceylan H MuratYS","year":"2006","unstructured":"MuratYS Ceylan H (2006) Use of artificial neural networks for transport energy demand modeling. Energy Policy 34:3165\u20133172","journal-title":"Energy Policy"},{"key":"1023_CR18","doi-asserted-by":"crossref","unstructured":"Terzi S, Saltan M, Y\u0131ld\u0131r\u0131m T (2003) Optimization of the deflection basin by genetic algorithm and neural network approach. Lecture notes in computer science, LNCS 2714, pp 662\u2013670","DOI":"10.1007\/3-540-44989-2_79"},{"key":"1023_CR19","first-page":"38","volume":"11","author":"M Saltan","year":"2004","unstructured":"Saltan M, Terzi S (2004) Backcalculation of pavement layer parameters using artificial neural networks. Indian J Eng Mater Sci 11:38\u201342 India","journal-title":"Indian J Eng Mater Sci"},{"key":"1023_CR20","first-page":"42","volume":"12","author":"M Saltan","year":"2005","unstructured":"Saltan M, Terzi S (2005) Comparative analysis of using artificial neural networks (ANN) and gene expression programming (GEP) in backcalculation of pavement layer thickness. Indian J Eng Mater Sci 12:42\u201350","journal-title":"Indian J Eng Mater Sci"},{"key":"1023_CR21","doi-asserted-by":"crossref","first-page":"590","DOI":"10.1016\/j.conbuildmat.2005.11.001","volume":"21","author":"S Terzi","year":"2007","unstructured":"Terzi S (2007) Modeling the pavement serviceability ratio of flexible highway pavements by artificial neural networks. Constr Build Mater 21:590\u2013593","journal-title":"Constr Build Mater"},{"issue":"7","key":"1023_CR22","doi-asserted-by":"crossref","first-page":"588","DOI":"10.1016\/j.advengsoft.2007.06.002","volume":"39","author":"M Saltan","year":"2008","unstructured":"Saltan M, Terzi S (2008) Modeling deflection basin using artificial neural networks with cross-validation technique in back calculating flexible pavement layer moduli. Adv Eng Softw 39(7):588\u2013592","journal-title":"Adv Eng Softw"},{"key":"1023_CR23","unstructured":"Meier RW, Rix GJ (1995) Backcalculation of flexible pavement moduli from dynamic deflection basins using artificial neural networks, transportation research record, issue number: 1473. Transportation Research Board of the National Academies, Washington, DC pp 72\u201381"},{"key":"1023_CR24","first-page":"75","volume-title":"Backcalculation of flexible pavement moduli using artificial neural networks transportation research record, Issue Number: 1448","author":"RW Meier","year":"1994","unstructured":"Meier RW, Rix GJ (1994) Backcalculation of flexible pavement moduli using artificial neural networks transportation research record, Issue Number: 1448. Transportation Research Board of the National Academies, Washington, DC, pp 75\u201382"},{"key":"1023_CR25","first-page":"53","volume-title":"Prediction of layer moduli from falling weight deflectometer and surface wave measurements using artificial neural network, transportation research record, volume 1639","author":"Y Kim","year":"1998","unstructured":"Kim Y, Kim YR (1998) Prediction of layer moduli from falling weight deflectometer and surface wave measurements using artificial neural network, transportation research record, volume 1639. Transportation Research Board of the National Academies, Washington, DC, pp 53\u201361"},{"issue":"4","key":"1023_CR26","doi-asserted-by":"crossref","first-page":"291","DOI":"10.1016\/S0965-9978(98)00071-4","volume":"30","author":"NO Attoh-Okine","year":"1999","unstructured":"Attoh-Okine NO (1999) Analysis of learning rate and momentum term in back propagation neural network algorithm trained to predict pavement performance. Adv Eng Softw 30(4):291\u2013302","journal-title":"Adv Eng Softw"},{"key":"1023_CR27","unstructured":"FHWA (2010) Modeling of hot-mix asphalt compaction: a thermodynamics-based compressible viscoelastic model, publication number: FHWA-HRT-10-065"},{"key":"1023_CR28","unstructured":"Cole Graveen (2001) Nondestructive test methods to assess pavement quality for use in a performance-related specification, Purdue University, Master of Science in Civil Engineering"},{"key":"1023_CR29","unstructured":"Dynatest 3031 LWD Light Weight Deflectometer, http:\/\/www.dynatest.com\/structural-lwd.php?tab=structural . Accessed July 31, 2011"},{"key":"1023_CR30","unstructured":"Ohio Department of Transportation, Compaction Testing for Unbound Materials, http:\/\/www.dot.state.oh.us\/Divisions\/ConstructionMgt\/OnlineDocs\/2009MOP\/SS%20840,%20850,851,%20S-1015\/S-1015\/S.htm . Accessed July 31, 2011"},{"key":"1023_CR31","unstructured":"University of Washington, Nuclear Density Gauge, Pavement Guide Interactive, http:\/\/training.ce.washington.edu\/pgi\/Modules\/07_construction\/nuclear_gauge.htm . Accessed July 31, 2011"},{"key":"1023_CR32","unstructured":"Apeagyei AK, Diefenderfer BK, Clark TM (2010) Density measurement methods for acceptance of bituminous mixtures: a survey of practice, TRB 2010 annual meeting"},{"key":"1023_CR33","unstructured":"Demuth H, Beale M (2001) Neural network toolbox, user guide, version 4, The MathWorks, Inc"},{"key":"1023_CR34","doi-asserted-by":"crossref","first-page":"33","DOI":"10.1109\/45.84097","volume":"10","author":"J Dalton","year":"1991","unstructured":"Dalton J, Deshmane A (1991) Artificial neural networks. IEEE Potentials 10:33\u201336","journal-title":"IEEE Potentials"},{"issue":"4","key":"1023_CR35","doi-asserted-by":"crossref","first-page":"552","DOI":"10.1061\/(ASCE)0733-947X(1994)120:4(552)","volume":"120","author":"MS Kaseko","year":"1994","unstructured":"Kaseko MS, Lo Z-P, Ritchie SG (1994) Comparison of traditional and neural classifiers for pavement-crack detection. J Transp Eng 120(4):552\u2013569","journal-title":"J Transp Eng"},{"issue":"4","key":"1023_CR36","doi-asserted-by":"crossref","first-page":"364","DOI":"10.1061\/(ASCE)0733-947X(1995)121:4(364)","volume":"121","author":"P Lingras","year":"1995","unstructured":"Lingras P (1995) Classifying highways: hierarchical grouping versus kohonen neural networks. J Transp Eng 121(4):364\u2013368","journal-title":"J Transp Eng"},{"key":"1023_CR37","unstructured":"Lourakis MIA (2005) A brief description of the levenberg-marquardt algorithm implemened by Levmar. Foundation of Research & Technology-Hellas (Forth), Greece, pp 1\u20136"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-012-1023-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00521-012-1023-1\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-012-1023-1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,1,20]],"date-time":"2022-01-20T11:17:07Z","timestamp":1642677427000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00521-012-1023-1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,7,7]]},"references-count":37,"journal-issue":{"issue":"3-4","published-print":{"date-parts":[[2013,9]]}},"alternative-id":["1023"],"URL":"https:\/\/doi.org\/10.1007\/s00521-012-1023-1","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2012,7,7]]}}}