메뉴 건너뛰기




Volumn 51, Issue 6, 2011, Pages 833-843

Bayesian Statistic Based Multivariate Gaussian Process Approach for Offline/Online Fatigue Crack Growth Prediction

Author keywords

Fatigue life prediction; Gaussian process; Probabilistic approach; Statistical method; Structural health monitoring; Variable loading

Indexed keywords

FATIGUE LIFE PREDICTION; GAUSSIAN PROCESSES; PROBABILISTIC APPROACHES; STRUCTURAL HEALTH; VARIABLE LOADING; BAYESIAN STATISTICS; COMPACT TENSION; CRACK LENGTH; FATIGUE CRACKS; FATIGUE CYCLES; INPUT SPACE; LOAD RATIO; LOADING PARAMETERS; MAXIMUM LOAD; MINIMUM LOAD; MODEL INPUTS; MULTIVARIATE GAUSSIAN PROCESS; NONLINEAR FUNCTIONS; NUMERICAL EXAMPLE; OFFLINE; ONLINE PREDICTION; PIEZOELECTRIC SENSORS; PRINCIPAL COMPONENT ANALYSIS (PCA); REAL TIME; SENSOR SIGNALS; VARIABLE LOADINGS;

EID: 79957919495     PISSN: 00144851     EISSN: 17412765     Source Type: Journal    
DOI: 10.1007/s11340-010-9394-7     Document Type: Article
Times cited : (40)

References (22)
  • 1
    • 34047153460 scopus 로고    scopus 로고
    • Challenges, issues, and lessons learned chasing the "Big P": real predictive prognostics Part 2
    • AERO.2006.1656124
    • Hess A, Calvello G, Frith P, Engel SJ, Hoitsma D (2006) Challenges, issues, and lessons learned chasing the "Big P": real predictive prognostics Part 2. Proceedings of IEEE Aerospace Conference, AERO20061656124 4-11: 1-19.
    • (2006) Proceedings of IEEE Aerospace Conference , vol.4-11 , pp. 1-19
    • Hess, A.1    Calvello, G.2    Frith, P.3    Engel, S.J.4    Hoitsma, D.5
  • 2
    • 34547337015 scopus 로고    scopus 로고
    • The Joint Strike Fighter (JSF) PHM concept: potential impact on aging aircraft problems
    • AERO.2002.1036144
    • Hess A, Frith P (2002) The Joint Strike Fighter (JSF) PHM concept: potential impact on aging aircraft problems. Proceedings of IEEE Aerospace Conference, AERO20021036144 6: 6-3021-6-3026.
    • (2002) Proceedings of IEEE Aerospace Conference , vol.6 , pp. 3021-3026
    • Hess, A.1    Frith, P.2
  • 3
    • 0019910453 scopus 로고
    • Prediction of fatigue crack growth under variable-amplitude and spectrum loading using a closure model
    • Newman JC Jr (1982) Prediction of fatigue crack growth under variable-amplitude and spectrum loading using a closure model. ASTM STP 761: 255-277.
    • (1982) ASTM STP , vol.761 , pp. 255-277
    • Newman Jr., J.C.1
  • 4
    • 0021405273 scopus 로고
    • A crack-opening stress equation for fatigue crack growth
    • Newman JC Jr (1984) A crack-opening stress equation for fatigue crack growth. Int J Fract 24: R131-R135.
    • (1984) Int J Fract , vol.24 , pp. 131-135
    • Newman Jr., J.C.1
  • 9
    • 38249020178 scopus 로고
    • A statistical approach to fatigue life predictions under random loading
    • Zapateroa J, Domnguez J (1990) A statistical approach to fatigue life predictions under random loading. Int J Fatigue 12(2): 107-114.
    • (1990) Int J Fatigue , vol.12 , Issue.2 , pp. 107-114
    • Zapateroa, J.1    Domnguez, J.2
  • 10
    • 33947219918 scopus 로고    scopus 로고
    • Stochastic fatigue damage modeling under variable amplitude loading
    • Yongming L, Sankaran M (2007) Stochastic fatigue damage modeling under variable amplitude loading. Int J Fatigue 29(6): 1149-1161.
    • (2007) Int J Fatigue , vol.29 , Issue.6 , pp. 1149-1161
    • Yongming, L.1    Sankaran, M.2
  • 11
    • 0014809315 scopus 로고
    • Fatigue crack closure under cyclic tension
    • Elber W (1970) Fatigue crack closure under cyclic tension. Eng Fract Mech 2: 37-45.
    • (1970) Eng Fract Mech , vol.2 , pp. 37-45
    • Elber, W.1
  • 12
    • 0035499506 scopus 로고    scopus 로고
    • Fatigue crack growth under variable amplitude loading-Part-I: model formulation in state-space setting
    • Ray A, Patankar RP (2001) Fatigue crack growth under variable amplitude loading-Part-I: model formulation in state-space setting. Appl Math Model J 25(11): 979-994.
    • (2001) Appl Math Model J , vol.25 , Issue.11 , pp. 979-994
    • Ray, A.1    Patankar, R.P.2
  • 13
    • 0035498946 scopus 로고    scopus 로고
    • Fatigue crack growth under variable amplitude Loading-Part-II: code development and model validation
    • Ray A, Patankar RP (2001) Fatigue crack growth under variable amplitude Loading-Part-II: code development and model validation. Appl Math Model J 25(11): 995-1013.
    • (2001) Appl Math Model J , vol.25 , Issue.11 , pp. 995-1013
    • Ray, A.1    Patankar, R.P.2
  • 14
    • 33748514800 scopus 로고    scopus 로고
    • Neural network-based diagnostic and prognostic estimations in breast cancer microscopic instances
    • Ioannis A, Ilias M (2006) Neural network-based diagnostic and prognostic estimations in breast cancer microscopic instances. Med Biol Eng Comput 44(9): 773-784.
    • (2006) Med Biol Eng Comput , vol.44 , Issue.9 , pp. 773-784
    • Ioannis, A.1    Ilias, M.2
  • 16
    • 0001025418 scopus 로고
    • Bayesian interpolation
    • MacKay DJC (1992) Bayesian interpolation. Neural Comput 4(3): 415-447.
    • (1992) Neural Comput , vol.4 , Issue.3 , pp. 415-447
    • Mackay, D.J.C.1
  • 17
    • 0003319647 scopus 로고    scopus 로고
    • Introduction to Gaussian processes
    • C. M. Bishop (Ed.), Berlin: NATO ASI Series, Springer
    • MacKay DJC (1998) Introduction to Gaussian processes. In: Bishop CM (ed) Neural networks and machine learning, vol 168. NATO ASI Series, Springer, Berlin, pp 133-165.
    • (1998) Neural Networks and Machine Learning , vol.168 , pp. 133-165
    • Mackay, D.J.C.1
  • 19
    • 65649153376 scopus 로고    scopus 로고
    • Gaussian process time series model for life prognosis of metallic structure
    • Mohanty S, Das S, Chattopadhyay A, Peralta P (2009) Gaussian process time series model for life prognosis of metallic structure. J Intell Mater Syst Struct 20(8): 887-896.
    • (2009) J Intell Mater Syst Struct , vol.20 , Issue.8 , pp. 887-896
    • Mohanty, S.1    Das, S.2    Chattopadhyay, A.3    Peralta, P.4
  • 20
    • 84898974226 scopus 로고    scopus 로고
    • Computing with infinite networks
    • M. C. Mozer, M. I. Jordan, and T. Petsche (Eds.), Cambridge, MA: MIT Press
    • Williams CKI (1997) Computing with infinite networks. In: Mozer MC, Jordan MI, Petsche T (eds) Advances in neural information processing systems, vol 9. MIT Press, Cambridge, MA.
    • (1997) Advances in Neural Information Processing Systems , vol.9
    • Williams, C.K.I.1
  • 21
    • 0038171506 scopus 로고    scopus 로고
    • online database, cited 2002
    • Smith L. A tutorial on principal component analysis. [online database], URL: http://www. cs. otago. ac. nz/cosc453/student_tutorials/principal_components. pdf, [cited 2002].
    • A tutorial on principal component analysis
    • Smith, L.1
  • 22
    • 0000442911 scopus 로고
    • The use and interpretation of principal component analysis in applied research
    • Rao CR (1964) The use and interpretation of principal component analysis in applied research. Sankhya A 26: 329-358.
    • (1964) Sankhya , vol.A 26 , pp. 329-358
    • Rao, C.R.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.