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Volumn , Issue , 2014, Pages 612-622

Review and analysis of algorithmic approaches developed for prognostics on CMAPSS dataset

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; BENCHMARKING; FEATURE EXTRACTION; HEALTH; LEARNING SYSTEMS; NASA; PATTERN RECOGNITION; SYSTEMS ENGINEERING;

EID: 84920519857     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (37)

References (54)
  • 6
    • 79551492286 scopus 로고    scopus 로고
    • Reducing arbitrary choices in model building for prognostics: An approach by applying parsimony principle on an evolving neuro-fuzzy system
    • El-Koujok, M., Gouriveau, R., & Zerhouni, N. (2011). Reducing arbitrary choices in model building for prognostics: An approach by applying parsimony principle on an evolving neuro-fuzzy system. Microelectronics Reliability, 51(2), 310-320.
    • (2011) Microelectronics Reliability , vol.51 , Issue.2 , pp. 310-320
    • El-Koujok, M.1    Gouriveau, R.2    Zerhouni, N.3
  • 8
    • 84883753458 scopus 로고    scopus 로고
    • Strategies to face imbalanced and unlabelled data in PHM applications
    • Gouriveau, R., Ramasso, E., & Zerhouni, N. (2013). Strategies to face imbalanced and unlabelled data in PHM applications. Chemical Engineering Transactions, 33, 115-120.
    • (2013) Chemical Engineering Transactions , vol.33 , pp. 115-120
    • Gouriveau, R.1    Ramasso, E.2    Zerhouni, N.3
  • 9
    • 84870563115 scopus 로고    scopus 로고
    • Connexionistsystems-based long term prediction approaches for prognostics
    • Gouriveau, R., & Zerhouni, N. (2012). Connexionistsystems-based long term prediction approaches for prognostics. IEEE Trans. on Reliability, 61, 909-920.
    • (2012) IEEE Trans. on Reliability , vol.61 , pp. 909-920
    • Gouriveau, R.1    Zerhouni, N.2
  • 11
    • 84860375483 scopus 로고    scopus 로고
    • Ensemble of data-driven prognostic algorithms for robust prediction of remaining useful life
    • Hu, C., Youn, B., Wang, P., & Yoon, J. (2012). Ensemble of data-driven prognostic algorithms for robust prediction of remaining useful life. Reliability Engineering and System Safety, 103, 120-135.
    • (2012) Reliability Engineering and System Safety , vol.103 , pp. 120-135
    • Hu, C.1    Youn, B.2    Wang, P.3    Yoon, J.4
  • 16
    • 84904008483 scopus 로고    scopus 로고
    • Unpublished doctoral dissertation, School of engineering systems, Faculty of built environmental engineering, Queensland university of technology
    • Kim, H.-E. (2010). Machine prognostics using health state probability estimation. Unpublished doctoral dissertation, School of engineering systems, Faculty of built environmental engineering, Queensland university of technology.
    • (2010) Machine Prognostics Using Health State Probability Estimation
    • Kim, H.-E.1
  • 17
    • 2642577870 scopus 로고    scopus 로고
    • Uncertainty-based information. Elements of generalized information theory
    • Physica-Verlag
    • Klir, G., & Wierman, M. (1999). Uncertainty-based information. elements of generalized information theory. In (chap. Studies in fuzzyness and soft computing). Physica-Verlag.
    • (1999) (Chap. Studies in Fuzzyness and Soft Computing)
    • Klir, G.1    Wierman, M.2
  • 18
    • 84890027379 scopus 로고    scopus 로고
    • Fault prognostic based on hybrid method of state judgment and regression
    • 149562
    • Li, X., Qian, J., & Wang, G. (2013). Fault prognostic based on hybrid method of state judgment and regression. Advances in Mechanical Engineering, 2013(149562), 1-10.
    • (2013) Advances in Mechanical Engineering , vol.2013 , pp. 1-10
    • Li, X.1    Qian, J.2    Wang, G.3
  • 19
    • 80053637158 scopus 로고    scopus 로고
    • Nonparametric and semiparametric sensor recovery in multichannel condition monitoring systems
    • Liao, H., & Sun, J. (2011). Nonparametric and semiparametric sensor recovery in multichannel condition monitoring systems. IEEE Transactions on Automation Science and Engineering, 8(4), 744-753.
    • (2011) IEEE Transactions on Automation Science and Engineering , vol.8 , Issue.4 , pp. 744-753
    • Liao, H.1    Sun, J.2
  • 20
    • 84879388847 scopus 로고    scopus 로고
    • Online probabilistic operational safety assessment of multi-mode engineering systems using Bayesian methods
    • Lin, Y., Chen, M., & Zhou, D. (2013). Online probabilistic operational safety assessment of multi-mode engineering systems using Bayesian methods. Reliability Engineering & System Safety, 119(0), 150-157.
    • (2013) Reliability Engineering & System Safety , vol.119 , pp. 150-157
    • Lin, Y.1    Chen, M.2    Zhou, D.3
  • 21
    • 84892606646 scopus 로고    scopus 로고
    • A data-level fusion model for developing composite health indices for degradation modeling and prognostic analysis
    • Liu, K., Gebraeel, N. Z., & Shi, J. (2013). A data-level fusion model for developing composite health indices for degradation modeling and prognostic analysis. IEEE Trans. on Automation Science and Engineering.
    • (2013) IEEE Trans. on Automation Science and Engineering
    • Liu, K.1    Gebraeel, N.Z.2    Shi, J.3
  • 22
    • 58449129770 scopus 로고    scopus 로고
    • Data driven prognostics using a Kalman filter ensemble of neural network models
    • Peel, L. (2008). Data driven prognostics using a Kalman filter ensemble of neural network models. In Int. conf. on prognostics and health management.
    • (2008) Int. Conf. on Prognostics and Health Management
    • Peel, L.1
  • 23
    • 84868258326 scopus 로고    scopus 로고
    • A modified echo state network based remaining useful life estimation approach
    • Peng, Y., Wang, H., Wang, J., Liu, D., & Peng, X. (2012). A modified echo state network based remaining useful life estimation approach. In Ieee phm conference.
    • (2012) Ieee Phm Conference
    • Peng, Y.1    Wang, H.2    Wang, J.3    Liu, D.4    Peng, X.5
  • 24
    • 84920521236 scopus 로고    scopus 로고
    • Sensor selection with grey correlation analysis for remaining useful life evaluation
    • Peng, Y., Xu, Y., Liu, D., & Peng, X. (2012). Sensor selection with grey correlation analysis for remaining useful life evaluation. In Annual conference of the phm society.
    • (2012) Annual Conference of the Phm Society
    • Peng, Y.1    Xu, Y.2    Liu, D.3    Peng, X.4
  • 26
    • 77950956451 scopus 로고    scopus 로고
    • Contribution of belief functions to hidden Markov models with an application to fault diagnosis
    • Ramasso, E. (2009). Contribution of belief functions to hidden Markov models with an application to fault diagnosis. In Machine learning for signal processing.
    • (2009) Machine Learning for Signal Processing
    • Ramasso, E.1
  • 28
    • 84930003072 scopus 로고    scopus 로고
    • Investigating computational geometry for failure prognostics in presence of imprecise health indicator: Results and comparisons on c-mapss datasets
    • Ramasso, E. (2014b). Investigating computational geometry for failure prognostics in presence of imprecise health indicator: Results and comparisons on c-mapss datasets. In European conf. on prognostics and health management.
    • (2014) European Conf. on Prognostics and Health Management
    • Ramasso, E.1
  • 29
    • 84897565302 scopus 로고    scopus 로고
    • Making use of partial knowledge about hidden states in hidden Markov models: An approach based on belief functions
    • Ramasso, E., & Denoeux, T. (2013). Making use of partial knowledge about hidden states in hidden Markov models: an approach based on belief functions. IEEE Transactions on Fuzzy Systems, 10.1109/TFUZZ.2013.2259496.
    • (2013) IEEE Transactions on Fuzzy Systems, 10.1109/TFUZZ , vol.2013 , pp. 2259496
    • Ramasso, E.1    Denoeux, T.2
  • 30
    • 77950641714 scopus 로고    scopus 로고
    • Prognostics in switching systems: Evidential Markovian classification of real-time neuro-fuzzy predictions
    • Ramasso, E., & Gouriveau, R. (2010). Prognostics in switching systems: Evidential Markovian classification of real-time neuro-fuzzy predictions. In Ieee prognostics and health management conference.
    • (2010) Ieee Prognostics and Health Management Conference
    • Ramasso, E.1    Gouriveau, R.2
  • 31
    • 84883826106 scopus 로고    scopus 로고
    • RUL estimation by classification of predictions: An approach based on a neuro-fuzzy system and theory of belief functions
    • Accepted
    • Ramasso, E., & Gouriveau, R. (2013). RUL estimation by classification of predictions: an approach based on a neuro-fuzzy system and theory of belief functions. IEEE Transactions on Reliability, Accepted.
    • (2013) IEEE Transactions on Reliability
    • Ramasso, E.1    Gouriveau, R.2
  • 33
    • 84920547889 scopus 로고    scopus 로고
    • Evaluation of neural networks in the subject of prognostics as compared to linear regression model
    • Riad, A., Elminir, H., & Elattar, H. (2010). Evaluation of neural networks in the subject of prognostics as compared to linear regression model. International Journal of Engineering & Technology, 10, 52-58.
    • (2010) International Journal of Engineering & Technology , vol.10 , pp. 52-58
    • Riad, A.1    Elminir, H.2    Elattar, H.3
  • 34
    • 84920524318 scopus 로고    scopus 로고
    • Engine models and simulation tools
    • Springer New York
    • Richter, H. (2012). Engine models and simulation tools. In Advanced control of turbofan engines (p. 19-33). Springer New York.
    • (2012) Advanced Control of Turbofan Engines , pp. 19-33
    • Richter, H.1
  • 35
    • 79954507840 scopus 로고    scopus 로고
    • Data-driven fault detection in aircraft engines with noisy sensor measurements
    • Sarkar, S., Jin, X., & Ray, A. (2011). Data-driven fault detection in aircraft engines with noisy sensor measurements. Journal of Engineering for Gas Turbines and Power, 133, 081602.
    • (2011) Journal of Engineering for Gas Turbines and Power , vol.133 , pp. 081602
    • Sarkar, S.1    Jin, X.2    Ray, A.3
  • 42
    • 84862795135 scopus 로고    scopus 로고
    • Unpublished master's thesis, Division of Research and Advanced Studies of the University of Cincinnati
    • Siegel, D. (2009). Evaluation of health assessment techniques for rotating machinery. Unpublished master's thesis, Division of Research and Advanced Studies of the University of Cincinnati.
    • (2009) Evaluation of Health Assessment Techniques for Rotating Machinery
    • Siegel, D.1
  • 43
    • 84868238141 scopus 로고    scopus 로고
    • Remaining useful life estimation on the non-homogenous gamma with noise deterioration based on gibbs filtering: A case study
    • Son, K. L., Fouladirad, M., & Barros, A. (2012). Remaining useful life estimation on the non-homogenous gamma with noise deterioration based on gibbs filtering: A case study. In Ieee int. conf. on prognostics and health management.
    • (2012) Ieee Int. Conf. on Prognostics and Health Management
    • Son, K.L.1    Fouladirad, M.2    Barros, A.3
  • 44
  • 45
    • 84857361309 scopus 로고    scopus 로고
    • Application of a state space modeling technique to system prognostics based on a health index for condition-based maintenance
    • Sun, J., Zuo, H., Wang, W., & Pecht, M. (2012). Application of a state space modeling technique to system prognostics based on a health index for condition-based maintenance. Mechanical Systems and Signal Processing, 28, 585-596.
    • (2012) Mechanical Systems and Signal Processing , vol.28 , pp. 585-596
    • Sun, J.1    Zuo, H.2    Wang, W.3    Pecht, M.4
  • 46
    • 84875848937 scopus 로고    scopus 로고
    • Failure diagnosis using deep belief learning based health state classification
    • Tamilselvan, P., & Wang, P. (2013). Failure diagnosis using deep belief learning based health state classification. Reliability Engineering and System Safety, 115(0), 124-135.
    • (2013) Reliability Engineering and System Safety , vol.115 , pp. 124-135
    • Tamilselvan, P.1    Wang, P.2
  • 47
    • 84857355189 scopus 로고    scopus 로고
    • A generic probabilistic framework for structural health prognostics and uncertainty management
    • Wang, P., Youn, B., & Hu, C. (2012). A generic probabilistic framework for structural health prognostics and uncertainty management. Mechanical Systems and Signal Processing, 28, 622-637.
    • (2012) Mechanical Systems and Signal Processing , vol.28 , pp. 622-637
    • Wang, P.1    Youn, B.2    Hu, C.3
  • 49
    • 58449112801 scopus 로고    scopus 로고
    • A similarity-based prognostics approach for remaining useful life estimation of engineered systems
    • Wang, T., Yu, J., Siegel, D., & Lee, J. (2008). A similarity-based prognostics approach for remaining useful life estimation of engineered systems. In Int. conf. on prognostics and health management (p. 1-6).
    • (2008) Int. Conf. on Prognostics and Health Management , pp. 1-6
    • Wang, T.1    Yu, J.2    Siegel, D.3    Lee, J.4
  • 52
    • 84876902144 scopus 로고    scopus 로고
    • A nonlinear probabilistic method and contribution analysis for machine condition monitoring
    • Yu, J. (2013). A nonlinear probabilistic method and contribution analysis for machine condition monitoring. Mechanical Systems and Signal Processing, 37, 293-314.
    • (2013) Mechanical Systems and Signal Processing , vol.37 , pp. 293-314
    • Yu, J.1
  • 54
    • 80055028179 scopus 로고    scopus 로고
    • Comparison of data reduction techniques based on SVM classifier and SVR performance
    • Zhao, D., P. &, R. G. Willett. (2011). Comparison of data reduction techniques based on SVM classifier and SVR performance. In Proc. spie, signal and data processing of small targets (Vol. 8137, p. 1-15).
    • (2011) Proc. Spie, Signal and Data Processing of Small Targets , vol.8137 , pp. 1-15
    • Zhao, D.P.1    Willett, R.G.2


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