메뉴 건너뛰기




Volumn 135, Issue 10, 2009, Pages 1290-1300

Generalization capability of neural network models for temperature- frequency correlation using monitoring data

Author keywords

Bridges, cable stayed; Correlation; Monitoring; Natural frequency; Neural networks; Temperature effects

Indexed keywords

BACK-PROPAGATION NEURAL NETWORKS; BAYESIAN REGULARIZATION; BRIDGES, CABLE-STAYED; CORRELATION; CORRELATION MODELS; EARLY STOPPING; ENVIRONMENTAL TEMPERATURE; FREQUENCY CORRELATION; GENERALIZATION CAPABILITY; HIDDEN NODES; LONG TERM MONITORING; MODAL FREQUENCY; MODAL PROPERTIES; MODAL VARIABILITY; NEURAL NETWORK MODEL; PARAMETRIC APPROACH; PREDICTION CAPABILITY; STRUCTURAL DAMAGE DETECTION; TEMPERATURE DATA; TEMPERATURE EFFECTS; TESTING DATA; TRAINING ALGORITHMS; TRAINING DATA; TWO LAYERS; VALIDATION DATA;

EID: 70349336497     PISSN: 07339445     EISSN: None     Source Type: Journal    
DOI: 10.1061/(ASCE)ST.1943-541X.0000050     Document Type: Article
Times cited : (92)

References (33)
  • 1
    • 1542397331 scopus 로고    scopus 로고
    • Effect of temperature on dynamic system parameters of a highway bridge
    • 1016-8664,. 10.2749/101686697780494563
    • Abdel Wahab, M., and De Roeck, G. (1997). " Effect of temperature on dynamic system parameters of a highway bridge.." Struct. Eng. Int. (IABSE, Zurich, Switzerland) 1016-8664, 7, 266-270. 10.2749/101686697780494563
    • (1997) Struct. Eng. Int. (IABSE, Zurich, Switzerland) , vol.7 , pp. 266-270
    • Abdel Wahab, M.1    De Roeck, G.2
  • 2
    • 0033874039 scopus 로고    scopus 로고
    • Effects of testing, analysis, damage, and environment on modal parameters
    • 0888-3270,. 10.1006/mss1999.1271
    • Alampalli, S. (2000). " Effects of testing, analysis, damage, and environment on modal parameters.." Mech. Syst. Signal Process. 0888-3270, 14, 63-74. 10.1006/mssp.1999.1271
    • (2000) Mech. Syst. Signal Process. , vol.14 , pp. 63-74
    • Alampalli, S.1
  • 3
    • 0031236925 scopus 로고    scopus 로고
    • Asymptotic statistical theory of overtraining and cross-validation
    • " 1045-9227,. 10.1109/72.623200
    • Amari, S., Murata, N., Muller, K. R., Finke, M., and Yang, H. H. (1997). " Asymptotic statistical theory of overtraining and cross-validation.. " IEEE Trans. Neural Netw. 1045-9227, 8, 985-996. 10.1109/72.623200
    • (1997) IEEE Trans. Neural Netw. , vol.8 , pp. 985-996
    • Amari, S.1    Murata, N.2    Muller, K.R.3    Finke, M.4    Yang, H.H.5
  • 5
    • 0043027975 scopus 로고    scopus 로고
    • Documentation of changes in modal properties of a concrete box-girder bridge due to environmental and internal conditions
    • " 1093-9687,. 10.1111/0885-9507.00212
    • Bolton, R., Stubbs, N., Park, S., Choi, S., and Sikorsky, C. (2001). " Documentation of changes in modal properties of a concrete box-girder bridge due to environmental and internal conditions.." Comput. Aided Civ. Infrastruct. Eng. 1093-9687, 16, 42-57. 10.1111/0885-9507.00212
    • (2001) Comput. Aided Civ. Infrastruct. Eng. , vol.16 , pp. 42-57
    • Bolton, R.1    Stubbs, N.2    Park, S.3    Choi, S.4    Sikorsky, C.5
  • 6
    • 0033220875 scopus 로고    scopus 로고
    • Environmental variability of modal properties
    • " 0732-8818, (),. 10.1111/j.1747-1567.1999.tb01320.x
    • Cornwell, P., Farrar, C. R., Doebling, S. W., and Sohn, H. (1999). " Environmental variability of modal properties.." Exp. Tech. 0732-8818, 23 (6), 45-48. 10.1111/j.1747-1567.1999.tb01320.x
    • (1999) Exp. Tech. , vol.23 , Issue.6 , pp. 45-48
    • Cornwell, P.1    Farrar, C.R.2    Doebling, S.W.3    Sohn, H.4
  • 7
    • 0024861871 scopus 로고
    • Approximation by superpositions of a sigmoidal function
    • 0932-4194,. 10.1007/BF02551274
    • Cybenko, G. (1989). " Approximation by superpositions of a sigmoidal function.." Math. Control, Signals, Syst. 0932-4194, 2, 303-314. 10.1007/BF02551274
    • (1989) Math. Control, Signals, Syst. , vol.2 , pp. 303-314
    • Cybenko, G.1
  • 8
    • 0032023438 scopus 로고    scopus 로고
    • A summary review of vibration-based damage identification methods
    • " 0583-1024,. 10.1177/058310249803000201
    • Doebling, S. W., Farrar, C. R., and Prime, M. B. (1998). " A summary review of vibration-based damage identification methods.." Shock Vib. Dig. 0583-1024, 30, 91-105. 10.1177/058310249803000201
    • (1998) Shock Vib. Dig. , vol.30 , pp. 91-105
    • Doebling, S.W.1    Farrar, C.R.2    Prime, M.B.3
  • 9
    • 0031382721 scopus 로고    scopus 로고
    • Variability of modal parameters measured on the Alamosa Canyon Bridge
    • ", Society for Experimental Mechanics, Bethel, Conn..
    • Farrar, C. R., Doebling, S. W., Cornwell, P. J., and Straser, E. G. (1997). " Variability of modal parameters measured on the Alamosa Canyon Bridge.." Proc., 15th International Modal Analytical Conf., Society for Experimental Mechanics, Bethel, Conn., 257-263.
    • (1997) Proc., 15th International Modal Analytical Conf. , pp. 257-263
    • Farrar, C.R.1    Doebling, S.W.2    Cornwell, P.J.3    Straser, E.G.4
  • 10
    • 0001942829 scopus 로고
    • Neural networks and the bias/variance dilemma
    • " 0899-7667,. 10.1162/neco.1992.4.1.1
    • Geman, S., Bienenstock, E., and Doursat, R. (1992). " Neural networks and the bias/variance dilemma.." Neural Comput. 0899-7667, 4, 1-58. 10.1162/neco.1992.4.1.1
    • (1992) Neural Comput. , vol.4 , pp. 1-58
    • Geman, S.1    Bienenstock, E.2    Doursat, R.3
  • 11
    • 33847148421 scopus 로고    scopus 로고
    • Modeling of temperature-frequency correlation using combined principal component analysis and support vector regression technique
    • DOI 10.1061/(ASCE)0887-3801(2007)21:2(122)
    • Hua, X. G., Ni, Y. Q., Ko, J. M., and Wong, K. Y. (2007). " Modeling of temperature-frequency correlation using combined principle component analysis and support vector regression technique.." J. Comput. Civ. Eng. 0887-3801, 21, 122-135. 10.1061/(ASCE)0887-3801(2007)21:2(122) (Pubitemid 46280981)
    • (2007) Journal of Computing in Civil Engineering , vol.21 , Issue.2 , pp. 122-135
    • Hua, X.G.1    Ni, Y.Q.2    Ko, J.M.3    Wong, K.Y.4
  • 12
    • 34249727826 scopus 로고    scopus 로고
    • Vibration-based damage monitoring in model plate-girder bridges under uncertain temperature conditions
    • DOI 10.1016/j.engstruct.2006.07.024, PII S0141029606003208
    • Kim, J. T., Park, J. H., and Lee, B. J. (2007). " Vibration-based damage monitoring in model plate-girder bridges under uncertain temperature conditions.." Eng. Struct. 0141-0296, 29, 1354-1365. 10.1016/j.engstruct. 2006.07.024 (Pubitemid 46832014)
    • (2007) Engineering Structures , vol.29 , Issue.7 , pp. 1354-1365
    • Kim, J.-T.1    Park, J.-H.2    Lee, B.-J.3
  • 13
    • 23844486376 scopus 로고    scopus 로고
    • Temperature effects on modal properties and damage detection in plate-girder bridges
    • ", F. -K. Chang, C. B. Yun, and B. F. Spencer, Jr., eds., DEStech, Lancaster, Pa.
    • Kim, J. T., Yun, C. B., and Yi, J. H. (2004). " Temperature effects on modal properties and damage detection in plate-girder bridges.." Advanced smart materials and structures technology, F. -K. Chang, C. B. Yun, and, B. F. Spencer, Jr,., eds., DEStech, Lancaster, Pa.
    • (2004) Advanced Smart Materials and Structures Technology
    • Kim, J.T.1    Yun, C.B.2    Yi, J.H.3
  • 14
    • 84944449238 scopus 로고    scopus 로고
    • Observation on environmental variability of modal properties of a cable-stayed bridge from one-year monitoring data
    • ", F. -K. Chang, ed., DEStech, Lancaster, Pa.
    • Ko, J. M., Wang, J. Y., Ni, Y. Q., and Chak, K. K. (2003). " Observation on environmental variability of modal properties of a cable-stayed bridge from one-year monitoring data.." Structural health monitoring 2003, F. -K. Chang, ed., DEStech, Lancaster, Pa.
    • (2003) Structural Health Monitoring 2003
    • Ko, J.M.1    Wang, J.Y.2    Ni, Y.Q.3    Chak, K.K.4
  • 15
    • 0004795419 scopus 로고    scopus 로고
    • Observed variations of mode frequencies of a prestressed concrete bridge with temperature
    • " (CD-ROM), J. L. Tassoulas, ed., American Society of Civil Engineers, Reston, Va..
    • Lloyd, G. M., Wang, M. L., and Singh, V. (2000). " Observed variations of mode frequencies of a prestressed concrete bridge with temperature.." Proc., 14th Engineering Mechanics Conf. (CD-ROM), J. L. Tassoulas, ed., American Society of Civil Engineers, Reston, Va.,.
    • (2000) Proc., 14th Engineering Mechanics Conf.
    • Lloyd, G.M.1    Wang, M.L.2    Singh, V.3
  • 16
    • 34249664023 scopus 로고    scopus 로고
    • Variability of dynamic properties from Confederation Bridge monitoring data
    • Z. S. Wu and M. Abe, eds., Balkema, Lisse, The Netherlands.
    • Londono, N. A., and Lau, D. T. (2003). " Variability of dynamic properties from Confederation Bridge monitoring data.." Structural health monitoring and intelligent infrastructure, Z. S. Wu, and, M. Abe, eds., Balkema, Lisse, The Netherlands, 543-550.
    • (2003) Structural Health Monitoring and Intelligent Infrastructure , pp. 543-550
    • Londono, N.A.1    Lau, D.T.2
  • 17
    • 0003748256 scopus 로고
    • Ph.D. thesis, California Institute of Technology, Pasadena, California.
    • Mackay, D. J. C. (1991). " Bayesian methods for adaptive models.." Ph.D. thesis, California Institute of Technology, Pasadena, California.
    • (1991) Bayesian Methods for Adaptive Models
    • MacKay, D.J.C.1
  • 18
    • 0001025418 scopus 로고
    • Bayesian interpolation
    • 0899-7667,. 10.1162/neco.1992.4.3.415
    • Mackay, D. J. C. (1992). " Bayesian interpolation.." Neural Comput. 0899-7667, 4, 415-447. 10.1162/neco.1992.4.3.415
    • (1992) Neural Comput. , vol.4 , pp. 415-447
    • MacKay, D.J.C.1
  • 19
    • 0002595536 scopus 로고
    • Generalization and parameter estimation in feedforward nets: Some experiments
    • D. S. Touretzky, ed., Morgan Kaufmann, San Francisco.
    • Morgan, N., and Bourlard, H. (1990). " Generalization and parameter estimation in feedforward nets: Some experiments.." Advances in neural information processing system II, D. S. Touretzky, ed., Morgan Kaufmann, San Francisco, 630-637.
    • (1990) Advances in Neural Information Processing System II , pp. 630-637
    • Morgan, N.1    Bourlard, H.2
  • 20
    • 14544298832 scopus 로고    scopus 로고
    • Automatic modal identification and variability in measured modal vectors of a cable-stayed bridge
    • " 1225-4568.
    • Ni, Y. Q., Fan, K. Q., Zheng, G., and Ko, J. M. (2005). " Automatic modal identification and variability in measured modal vectors of a cable-stayed bridge.." Struct. Eng. Mech. 1225-4568, 19, 123-139.
    • (2005) Struct. Eng. Mech. , vol.19 , pp. 123-139
    • Ni, Y.Q.1    Fan, K.Q.2    Zheng, G.3    Ko, J.M.4
  • 21
    • 70349363308 scopus 로고    scopus 로고
    • Structural health monitoring incorporating temperature compensation
    • ", F. -K. Chang, ed., DEStech, Lancaster, Pa..
    • Olson, S. E., DeSimio, M. P., and Derriso, M. M. (2005). " Structural health monitoring incorporating temperature compensation.." Structural health monitoring 2005, F. -K. Chang, ed., DEStech, Lancaster, Pa., 1635-1642.
    • (2005) Structural Health Monitoring 2005 , pp. 1635-1642
    • Olson, S.E.1    Desimio, M.P.2    Derriso, M.M.3
  • 22
    • 0035251387 scopus 로고    scopus 로고
    • One-year monitoring of the Z24-Bridge: Environmental effects versus damage events
    • 0098-8847,. 10.1002/1096-9845(200102)30:2<149::AID-EQE1>3.0.CO;2-Z
    • Peeters, B., and De Roeck, G. (2001). " One-year monitoring of the Z24-Bridge: Environmental effects versus damage events.." Earthquake Eng. Struct. Dyn. 0098-8847, 30, 149-171. 10.1002/1096-9845(200102)30:2<149::AID- EQE1>3.0.CO;2-Z
    • (2001) Earthquake Eng. Struct. Dyn. , vol.30 , pp. 149-171
    • Peeters, B.1    De Roeck, G.2
  • 23
    • 10044292185 scopus 로고    scopus 로고
    • Status of structural health monitoring of long-span bridges in the United States
    • 1365-0556,. 10.1002/pse.129
    • Pines, D. J., and Aktan, A. E. (2002). " Status of structural health monitoring of long-span bridges in the United States.." Prog. Struct. Eng. Mater. 1365-0556, 4, 372-380. 10.1002/pse.129
    • (2002) Prog. Struct. Eng. Mater. , vol.4 , pp. 372-380
    • Pines, D.J.1    Aktan, A.E.2
  • 24
    • 0242685888 scopus 로고    scopus 로고
    • Dynamic monitoring as a tool for long span bridges
    • J. E. Harding, G. E. R. Parke, and M. J. Ryall, eds. E & FN Spon, London.
    • Roberts, G. P., and Pearson, A. J. (1996). " Dynamic monitoring as a tool for long span bridges.." Bridge management 3: Inspection, maintenance, assessment and repair, J. E. Harding, G. E. R. Parke, and, M. J. Ryall, eds. E & FN Spon, London, 704-711.
    • (1996) Bridge Management 3: Inspection, Maintenance, Assessment and Repair , pp. 704-711
    • Roberts, G.P.1    Pearson, A.J.2
  • 26
    • 0034171993 scopus 로고    scopus 로고
    • Reducing prediction error by transforming input data for neural networks
    • DOI 10.1061/(ASCE)0887-3801(2000)14:2(109)
    • Shi, J. S. (2000). " Reducing prediction error by transforming input data for neural networks.." J. Comput. Civ. Eng. 0887-3801, 14, 109-116. 10.1061/(ASCE)0887-3801(2000)14:2(109) (Pubitemid 30894011)
    • (2000) Journal of Computing in Civil Engineering , vol.14 , Issue.2 , pp. 109-116
    • Shi, J.J.1
  • 27
    • 33846850661 scopus 로고    scopus 로고
    • Effects of environmental and operational variability on structural health monitoring
    • 0962-8428,. 10.1098/rsta.2006.1935
    • Sohn, H. (2007). " Effects of environmental and operational variability on structural health monitoring.." Philos. Trans. R. Soc. London, Ser. A 0962-8428, 365, 539-560. 10.1098/rsta.2006.1935
    • (2007) Philos. Trans. R. Soc. London, Ser. A , vol.365 , pp. 539-560
    • Sohn, H.1
  • 29
    • 0032833429 scopus 로고    scopus 로고
    • An experimental study of temperature effect on modal parameters of the Alamosa Canyon Bridge
    • " 0098-8847,. 10.1002/(SICI)1096-9845(199908)28:8<879::AID- EQE845>3.0.CO;2-V
    • Sohn, H., Dzwonczyk, M., Straser, E. G., Kiremidjian, A. S., Law, K. H., and Meng, T. (1999). " An experimental study of temperature effect on modal parameters of the Alamosa Canyon Bridge.." Earthquake Eng. Struct. Dyn. 0098-8847, 28, 879-897. 10.1002/(SICI)1096-9845(199908)28:8<879::AID- EQE845>3.0.CO;2-V
    • (1999) Earthquake Eng. Struct. Dyn. , vol.28 , pp. 879-897
    • Sohn, H.1    Dzwonczyk, M.2    Straser, E.G.3    Kiremidjian, A.S.4    Law, K.H.5    Meng, T.6
  • 30
    • 70349340989 scopus 로고    scopus 로고
    • Damage detection after condition compensation in frequency analyses
    • ", F. -K. Chang, ed., DEStech, Lancaster, Pa..
    • Wenzel, H., Veit, R., and Tanaka, H. (2005). " Damage detection after condition compensation in frequency analyses.." Structural health monitoring 2005, F. -K. Chang, ed., DEStech, Lancaster, Pa., 627-633.
    • (2005) Structural Health Monitoring 2005 , pp. 627-633
    • Wenzel, H.1    Veit, R.2    Tanaka, H.3
  • 31
    • 13244275053 scopus 로고    scopus 로고
    • Instrumentation and health monitoring of cable-supported bridges
    • DOI 10.1002/stc.33
    • Wong, K. Y. (2004). " Instrumentation and health monitoring of cable-supported bridges.." Struct. Control Health Monit. 1545-2255, 11, 91-124. 10.1002/stc.33 (Pubitemid 40183801)
    • (2004) Structural Control and Health Monitoring , vol.11 , Issue.2 , pp. 91-124
    • Wong, K.-Y.1
  • 32
    • 29244439612 scopus 로고    scopus 로고
    • Long term vibration monitoring of an RC slab: Temperature and humidity effect
    • DOI 10.1016/j.engstruct.2005.09.001, PII S0141029605003172
    • Xia, Y., Hao, H., Zanardo, G., and Deeks, A. (2006). " Long term vibration monitoring of an RC slab: Temperature and humidity effect.." Eng. Struct. 0141-0296, 28, 441-452. 10.1016/j.engstruct.2005.09.001 (Pubitemid 41824027)
    • (2006) Engineering Structures , vol.28 , Issue.3 , pp. 441-452
    • Xia, Y.1    Hao, H.2    Zanardo, G.3    Deeks, A.4
  • 33
    • 39549091946 scopus 로고    scopus 로고
    • Eliminating temperature effect in structural damage alarming using auto-associative neural networks
    • ", F. -K. Chang, ed., DEStech, Lancaster, Pa..
    • Zhou, H. F., Ni, Y. Q., and Ko, J. M. (2007). " Eliminating temperature effect in structural damage alarming using auto-associative neural networks.." Structural health monitoring 2007: Quantification, validation, and implementation, F. -K. Chang, ed., DEStech, Lancaster, Pa., 539-548.
    • (2007) Structural Health Monitoring 2007: Quantification, Validation, and Implementation , pp. 539-548
    • Zhou, H.F.1    Ni, Y.Q.2    Ko, J.M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.