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Volumn 21, Issue 6, 2009, Pages 253-261

Prediction of fatigue life of rubberized asphalt concrete mixtures containing reclaimed asphalt pavement using artificial neural networks

Author keywords

Asphalt pavements; Concrete; Fatigue life; Neural network; Predictions; Rubber

Indexed keywords

ACCURATE PREDICTION; ARTIFICIAL NEURAL NETWORK; ASPHALT MIXTURE; COMPLEX NATURE; DEPENDENT VARIABLES; ENVIRONMENTAL CONDITIONS; FATIGUE LIFE; INDEPENDENT VARIABLES; MATERIAL ENGINEERING; MATERIALS BEHAVIOR; PREDICTION MODEL; PREDICTIONS; RECLAIMED ASPHALT PAVEMENTS; RUBBER CONTENT; RUBBERIZED ASPHALT; TESTING TEMPERATURE;

EID: 66249103006     PISSN: 08991561     EISSN: None     Source Type: Journal    
DOI: 10.1061/(ASCE)0899-1561(2009)21:6(253)     Document Type: Article
Times cited : (110)

References (40)
  • 2
    • 0003839022 scopus 로고
    • "Research and development of the Asphalt Institute's thickness design manual (MS-1)"
    • Asphalt Institute. 9th Ed., Asphalt Institute
    • Asphalt Institute. (1982). "Research and development of the Asphalt Institute's thickness design manual (MS-1)." Research Rep. No. 82-2, 9th Ed., Asphalt Institute.
    • (1982) Research Rep. No. 82-2
  • 4
    • 1842690562 scopus 로고    scopus 로고
    • "Microstructure and fracture in asphalt mixtures using a boundary element approach"
    • JMCEE70899-156110.1061/(ASCE)0899-1561(2004)16:2(116)
    • Birgisson, B., Soranakom, C., Napier, J. A. L., and Roque, R. (2004). "Microstructure and fracture in asphalt mixtures using a boundary element approach." J. Mater. Civ. Eng. JMCEE70899-156110.1061/ (ASCE)0899-1561(2004)16:2(116), 16(2), 116-121.
    • (2004) J. Mater. Civ. Eng. , vol.16 , Issue.2 , pp. 116-121
    • Birgisson, B.1    Soranakom, C.2    Napier, J.A.L.3    Roque, R.4
  • 5
    • 0003415092 scopus 로고    scopus 로고
    • "Risk-based liquefaction potential evaluation using cone penetration tests and shear wave velocity measurements"
    • Ph.D. thesis, Clemson Univ
    • Chen, C. J. (1999). "Risk-based liquefaction potential evaluation using cone penetration tests and shear wave velocity measurements." Ph.D. thesis, Clemson Univ.
    • (1999)
    • Chen, C.J.1
  • 6
    • 0035509863 scopus 로고    scopus 로고
    • "Laboratory evaluation of fatigue damage and healing of asphalt mixtures"
    • JMCEE70899-156110.1061/(ASCE)0899-1561(2001)13:6(434)
    • Daniel, J. S., and Kim, R. Y. (2001). "Laboratory evaluation of fatigue damage and healing of asphalt mixtures." J. Mater. Civ. Eng.JMCEE70899-156110.1061/(ASCE)0899-1561(2001)13:6(434), 13(6), 434-440.
    • (2001) J. Mater. Civ. Eng. , vol.13 , Issue.6 , pp. 434-440
    • Daniel, J.S.1    Kim, R.Y.2
  • 8
    • 66249107208 scopus 로고    scopus 로고
    • "Estimating indirect tensile strength of mixtures containing anti-stripping agents using an artificial neural network approach"
    • Gandhi, T., Xiao, F. P., and Amirkhanian, S. N. (2009). "Estimating indirect tensile strength of mixtures containing anti-stripping agents using an artificial neural network approach." Int. J Pavement Research and Technology, 2(1), 475-483.
    • (2009) Int. J Pavement Research and Technology , vol.2 , Issue.1 , pp. 475-483
    • Gandhi, T.1    Xiao, F.P.2    Amirkhanian, S.N.3
  • 9
    • 33845600623 scopus 로고
    • "Crumb rubber modifier in asphalt pavement-Summary of practice in Arizona, California, and Florida"
    • Federal Highway Administration
    • Hicks, R. G., Lundy, J. R., Leahy, R. B., Hanson, D., and Epps, J. (1995). "Crumb rubber modifier in asphalt pavement-Summary of practice in Arizona, California, and Florida." Rep. No. FHWA-SA-95-056, Federal Highway Administration.
    • (1995) Rep. No. FHWA-SA-95-056
    • Hicks, R.G.1    Lundy, J.R.2    Leahy, R.B.3    Hanson, D.4    Epps, J.5
  • 10
    • 0033363720 scopus 로고    scopus 로고
    • "Fracture and tensile characteristics of asphalt rubber concrete"
    • JMCEE70899-156110.1061/(ASCE)0899-1561(1999)11:4(287)
    • Hossain, M., Swartz, S., and Hoque, E. (1999). "Fracture and tensile characteristics of asphalt rubber concrete." J. Mater. Civ. Eng. JMCEE70899-156110.1061/(ASCE)0899-1561(1999)11:4(287), 11(4), 287-294.
    • (1999) J. Mater. Civ. Eng. , vol.11 , Issue.4 , pp. 287-294
    • Hossain, M.1    Swartz, S.2    Hoque, E.3
  • 11
    • 0036165523 scopus 로고    scopus 로고
    • "Neural network forecast model in deep excavation"
    • JCCEE50887-380110.1061/(ASCE)0887-3801(2002)16:1(59)
    • Jen, J. C., Hung, S. L., Chi, S. Y., and Chern, J. C. (2002). "Neural network forecast model in deep excavation." J. Comput. Civ. Eng.JCCEE50887-380110.1061/(ASCE)0887-3801(2002)16:1(59), 16, 59-65.
    • (2002) J. Comput. Civ. Eng. , vol.16 , pp. 59-65
    • Jen, J.C.1    Hung, S.L.2    Chi, S.Y.3    Chern, J.C.4
  • 12
    • 0033131832 scopus 로고    scopus 로고
    • "CPT-based liquefaction evaluation using artificial neural networks"
    • CCIEFR1093-968710.1111/0885-9507.00143
    • Juang, C. H., and Chen, C. J. (1999). "CPT-based liquefaction evaluation using artificial neural networks." Comput. Aided Civ. Infrastruct. Eng.CCIEFR1093-968710.1111/0885-9507.00143, 14, 221-229.
    • (1999) Comput. Aided Civ. Infrastruct. Eng. , vol.14 , pp. 221-229
    • Juang, C.H.1    Chen, C.J.2
  • 13
    • 0035713949 scopus 로고    scopus 로고
    • "Fatigue and permanent deformation models for polymer-modified asphalt mixtures"
    • Transportation Research Board, Washington, D.C
    • Khattak, M. J., and Baladi, G. Y. (2001). "Fatigue and permanent deformation models for polymer-modified asphalt mixtures." Transportation Research Record. 1767, Transportation Research Board, Washington, D.C. 135-145.
    • (2001) Transportation Research Record. 1767 , pp. 135-145
    • Khattak, M.J.1    Baladi, G.Y.2
  • 14
    • 20444465209 scopus 로고    scopus 로고
    • "Application of probabilistic neural networks for prediction of concrete strength"
    • JMCEE70899-156110.1061/(ASCE)0899-1561(2005)17:3(353)
    • Kim, D. K., Lee, J. J., Lee, J. H., and Chang, S. K. (2005). "Application of probabilistic neural networks for prediction of concrete strength." J. Mater. Civ. Eng. JMCEE70899-156110.1061/ (ASCE)0899-1561(2005)17:3(353), 17(3), 353-362.
    • (2005) J. Mater. Civ. Eng. , vol.17 , Issue.3 , pp. 353-362
    • Kim, D.K.1    Lee, J.J.2    Lee, J.H.3    Chang, S.K.4
  • 15
    • 2642516306 scopus 로고    scopus 로고
    • "Application of neural networks for estimation of concrete strength"
    • JMCEE70899-156110.1061/(ASCE)0899-1561(2004)16:3(257)
    • Kim, J.-I., Kim, D. K., Feng, M. Q., and Yazdani, F. (2004). "Application of neural networks for estimation of concrete strength." J. Mater. Civ. Eng. JMCEE70899-156110.1061/ (ASCE)0899-1561(2004)16:3(257), 16(3), 257-264.
    • (2004) J. Mater. Civ. Eng. , vol.16 , Issue.3 , pp. 257-264
    • Kim, J.-I.1    Kim, D.K.2    Feng, M.Q.3    Yazdani, F.4
  • 16
    • 0037281326 scopus 로고    scopus 로고
    • "Fatigue and healing characterization of asphalt mixtures"
    • JMCEE70899-156110.1061/(ASCE)0899-1561(2003)15:1(75)
    • Kim, Y. R., Little, D. N., and Lytton, R. L. (2003). "Fatigue and healing characterization of asphalt mixtures." J. Mater. Civ. Eng.JMCEE70899-156110.1061/(ASCE)0899-1561(2003)15:1(75), 15(1), 75-83.
    • (2003) J. Mater. Civ. Eng. , vol.15 , Issue.1 , pp. 75-83
    • Kim, Y.R.1    Little, D.N.2    Lytton, R.L.3
  • 17
    • 0033825516 scopus 로고    scopus 로고
    • "Continuum damage mechanics-based fatigue model of asphalt concrete"
    • JMCEE70899-156110.1061/(ASCE)0899-1561(2000)12:2(105)
    • Lee, H. J., Daniel, J. S., and Kim, Y. R. (2000). "Continuum damage mechanics-based fatigue model of asphalt concrete." J. Mater. Civ. Eng.JMCEE70899-156110.1061/(ASCE)0899-1561(2000)12:2(105), 12(2), 105-112.
    • (2000) J. Mater. Civ. Eng. , vol.12 , Issue.2 , pp. 105-112
    • Lee, H.J.1    Daniel, J.S.2    Kim, Y.R.3
  • 19
    • 4344698227 scopus 로고    scopus 로고
    • "Recommended use of reclaimed asphalt pavement in the superpave mix design method: Technician's manual"
    • National Cooperative Highway Research Program (NCHRP). Transportation Research Board, Washington, D.C
    • National Cooperative Highway Research Program (NCHRP). (2001). "Recommended use of reclaimed asphalt pavement in the superpave mix design method: Technician's manual." NCHRP Rep. No. 452, Transportation Research Board, Washington, D.C.
    • (2001) NCHRP Rep. No. 452
  • 20
    • 47249156119 scopus 로고    scopus 로고
    • "Quantification of the effects of crumb rubber in CRM binder"
    • Ph.D. thesis, Clemson Univ
    • Putman, B. J. (2005). "Quantification of the effects of crumb rubber in CRM binder." Ph.D. thesis, Clemson Univ.
    • (2005)
    • Putman, B.J.1
  • 21
    • 0035714115 scopus 로고    scopus 로고
    • "Field aging effects on fatigue of asphalt concrete and asphalt-rubber concrete"
    • Transportation Research Board, Washington, D.C
    • Raad, L., Saboundjian, S., and Minassian, G. (2001). "Field aging effects on fatigue of asphalt concrete and asphalt-rubber concrete." Transportation Research Record. 1767, Transportation Research Board, Washington, D.C. 126-134.
    • (2001) Transportation Research Record. 1767 , pp. 126-134
    • Raad, L.1    Saboundjian, S.2    Minassian, G.3
  • 23
    • 0000617678 scopus 로고    scopus 로고
    • "Properties of aged asphalt binder related to asphalt concrete fatigue life"
    • Reese, R. (1997). "Properties of aged asphalt binder related to asphalt concrete fatigue life." Proc., Association of Asphalt Paving Technologists, Vol. 66, 604-632.
    • (1997) Proc., Association of Asphalt Paving Technologists , vol.66 , pp. 604-632
    • Reese, R.1
  • 24
    • 0001085896 scopus 로고
    • "Performance of asphalt mixtures in the trapezoidal fatigue test"
    • Rowe, G. M. (1993). "Performance of asphalt mixtures in the trapezoidal fatigue test." Proc., Association of Asphalt Paving Technologists, Vol. 62, 344-384.
    • (1993) Proc., Association of Asphalt Paving Technologists , vol.62 , pp. 344-384
    • Rowe, G.M.1
  • 25
    • 34249017606 scopus 로고    scopus 로고
    • Rubber Manufacturers Association (RMA). Rubber Manufactures Association, Washington, D.C
    • Rubber Manufacturers Association (RMA). (2003). U.S. scrap tire markets 2003 edition, Rubber Manufactures Association, Washington, D.C.
    • (2003) U.S. Scrap Tire Markets 2003 Edition
  • 28
    • 33846506558 scopus 로고    scopus 로고
    • "High-pressure gel permeation chromatography characterization of aging of recycled crumb-rubber-modified binders containing rejuvenating agents"
    • Washington, D.C
    • Shen, J. N., Amirkhanian, S. N., and Xiao, F. P. (2006). "High-pressure gel permeation chromatography characterization of aging of recycled crumb-rubber-modified binders containing rejuvenating agents." Transportation Research Record, Washington, D.C., 21-27.
    • (2006) Transportation Research Record , pp. 21-27
    • Shen, J.N.1    Amirkhanian, S.N.2    Xiao, F.P.3
  • 29
    • 0003802560 scopus 로고
    • "Fatigue response of asphalt-aggregate mixes"
    • Strategic Highway Research Program (SHRP). SHRP-A-404, National Research Council, Washington, D.C
    • Strategic Highway Research Program (SHRP). (1994). "Fatigue response of asphalt-aggregate mixes." SHRP-A-404, National Research Council, Washington, D.C.
    • (1994)
  • 30
    • 13244290314 scopus 로고    scopus 로고
    • "Neural network model for asphalt concrete permeability"
    • JMCEE70899-156110.1061/(ASCE)0899-1561(2005)17:1(19)
    • Tarefder, F. A., White, L., and Zaman, M. (2005). "Neural network model for asphalt concrete permeability." J. Mater. Civ. Eng.JMCEE70899-156110.1061/(ASCE)0899-1561(2005)17:1(19), 17(1), 19-27.
    • (2005) J. Mater. Civ. Eng. , vol.17 , Issue.1 , pp. 19-27
    • Tarefder, F.A.1    White, L.2    Zaman, M.3
  • 31
    • 66249124074 scopus 로고
    • "Re-calibration of surrogate fatigue models using all applicable A-003A fatigue data"
    • Institute of Transportation Studies, Univ. of California, Berkeley, Calif
    • Tayebali, A. A. (1992). "Re-calibration of surrogate fatigue models using all applicable A-003A fatigue data." Technical Memorandum Prepared for SHRP Project A-003A., Institute of Transportation Studies, Univ. of California, Berkeley, Calif.
    • (1992) Technical Memorandum Prepared for SHRP Project A-003A.
    • Tayebali, A.A.1
  • 32
    • 0003802557 scopus 로고
    • "Stiffness of asphalt aggregate mixes"
    • National Research Council, Washington, D.C
    • Tayebali, A. A., Tsai, B., and Monismith, C. L. (1994). "Stiffness of asphalt aggregate mixes." SHRP Rep. No. A-388, National Research Council, Washington, D.C.
    • (1994) SHRP Rep. No. A-388
    • Tayebali, A.A.1    Tsai, B.2    Monismith, C.L.3
  • 34
    • 1842690152 scopus 로고    scopus 로고
    • "Application of mixture theory in the evaluation of mechanical properties of asphalt concrete"
    • JMCEE70899-156110.1061/(ASCE)0899-1561(2004)16:2(167)
    • Wang, L. B., Wang, X., Mohammad, L., and Wang, Y. P. (2004). "Application of mixture theory in the evaluation of mechanical properties of asphalt concrete." J. Mater. Civ. Eng.JMCEE70899-156110.1061/(ASCE)0899-1561(2004)16:2(167), 16(2), 167-174.
    • (2004) J. Mater. Civ. Eng. , vol.16 , Issue.2 , pp. 167-174
    • Wang, L.B.1    Wang, X.2    Mohammad, L.3    Wang, Y.P.4
  • 35
    • 58149151308 scopus 로고    scopus 로고
    • "Development of fatigue predictive models of rubberized asphalt concrete (RAC) containing reclaimed asphalt pavement (RAP) mixtures"
    • Ph.D. thesis, Clemson Univ
    • Xiao, F. (2006). "Development of fatigue predictive models of rubberized asphalt concrete (RAC) containing reclaimed asphalt pavement (RAP) mixtures." Ph.D. thesis, Clemson Univ.
    • (2006)
    • Xiao, F.1
  • 36
    • 58149149926 scopus 로고    scopus 로고
    • "Resilient modulus behavior of rubberized asphalt concrete mixtures containing reclaimed asphalt pavement"
    • ZZZZZZ1468-0629
    • Xiao, F., and Amirkhanian, S. N. (2008). "Resilient modulus behavior of rubberized asphalt concrete mixtures containing reclaimed asphalt pavement." Road Mater. Pavement Des.ZZZZZZ1468-0629, 9(4), 633-649.
    • (2008) Road Mater. Pavement Des. , vol.9 , Issue.4 , pp. 633-649
    • Xiao, F.1    Amirkhanian, S.N.2
  • 37
    • 68049114610 scopus 로고    scopus 로고
    • "An artificial neural network approach to estimating pavement stiffness behavior"
    • JTPEDI0733-947X, posted online ahead of print March 5, 2009. doi: 10.1061/(ASCE)TE.1943-5436.0000014
    • Xiao, F., and Amirkhanian, S. N. (2009a). "An artificial neural network approach to estimating pavement stiffness behavior." J. Transp. Eng.JTPEDI0733-947X, posted online ahead of print March 5, 2009. doi: 10.1061/(ASCE)TE.1943-5436.0000014.
    • (2009) J. Transp. Eng.
    • Xiao, F.1    Amirkhanian, S.N.2
  • 38
    • 63449133230 scopus 로고    scopus 로고
    • "Effects of binder on resilient modulus of rubberized mixtures containing rap using artificial neural network approach"
    • JTEVAB0090-3973
    • Xiao, F., and Amirkhanian, S. N. (2009b). "Effects of binder on resilient modulus of rubberized mixtures containing rap using artificial neural network approach." J. Test. Eval. JTEVAB0090-3973, 37(2), 129-138.
    • (2009) J. Test. Eval. , vol.37 , Issue.2 , pp. 129-138
    • Xiao, F.1    Amirkhanian, S.N.2
  • 39
    • 34249023617 scopus 로고    scopus 로고
    • "Rutting resistance of the rubberized asphalt concrete pavements containing reclaimed asphalt pavement mixtures"
    • JMCEE70899-156110.1061/(ASCE)0899-1561(2007)19:6(475)
    • Xiao, F., Amirkhanian, S. N., and Juang, H. J. (2007). "Rutting resistance of the rubberized asphalt concrete pavements containing reclaimed asphalt pavement mixtures." J. Mater. Civ. Eng.JMCEE70899-156110.1061/(ASCE)0899-1561(2007)19:6(475), 19(6), 475-483.
    • (2007) J. Mater. Civ. Eng. , vol.19 , Issue.6 , pp. 475-483
    • Xiao, F.1    Amirkhanian, S.N.2    Juang, H.J.3
  • 40
    • 1842790983 scopus 로고    scopus 로고
    • "Discrete element modeling to predict the modulus of asphalt concrete mixtures"
    • JMCEE70899-156110.1061/(ASCE)0899-1561(2004)16:2(140)
    • You, A., and Buttlar, W. G. (2004). "Discrete element modeling to predict the modulus of asphalt concrete mixtures." J. Mater. Civ. Eng.JMCEE70899-156110.1061/(ASCE)0899-1561(2004)16:2(140), 16(2), 140-146.
    • (2004) J. Mater. Civ. Eng. , vol.16 , Issue.2 , pp. 140-146
    • You, A.1    Buttlar, W.G.2


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