메뉴 건너뛰기




Volumn 15, Issue 3, 2015, Pages 7062-7083

A hybrid PCA-CART-MARS-based prognostic approach of the remaining useful life for aircraft engines

Author keywords

Aircraft engine; Classification and regression trees (CART); Dendrogram; Multivariate adaptive regression splines (MARS); Principal component analysis (PCA); Prognostics; Remaining useful life

Indexed keywords

AIRCRAFT; BENCHMARKING; ENGINEERING RESEARCH; ENGINES; FORECASTING; FORESTRY; HEALTH; INGESTION (ENGINES); NEURAL NETWORKS; PRINCIPAL COMPONENT ANALYSIS; REGRESSION ANALYSIS; SPLINES; SYSTEMS ENGINEERING;

EID: 84928693259     PISSN: 14248220     EISSN: None     Source Type: Journal    
DOI: 10.3390/s150307062     Document Type: Article
Times cited : (39)

References (55)
  • 1
    • 77954774399 scopus 로고    scopus 로고
    • Sensor systems for prognostics and health management
    • Cheng, S.; Azarian, M.H.; Pecht, M.G. Sensor systems for prognostics and health management. Sensors 2010, 10, 5774–5797.
    • (2010) Sensors , vol.10 , pp. 5774-5797
    • Cheng, S.1    Azarian, M.H.2    Pecht, M.G.3
  • 2
    • 76849109288 scopus 로고    scopus 로고
    • Prognostics and health management roadmap for information and electronics-rich systems
    • Pecht, M.; Jaai, R. A prognostics and health management roadmap for information and electronics-rich systems. Microelectron. Reliab. 2010, 50, 317–323.
    • (2010) Microelectron. Reliab , vol.50 , pp. 317-323
    • Pecht, M.1    Jaai, R.A.2
  • 4
  • 6
    • 67651030043 scopus 로고    scopus 로고
    • Divide and Conquer Approach to Anomaly Detection, Localization and Diagnosis
    • Liu, J.; Djurdjanovic, D.; Marko, K.; Ni, J.A. Divide and Conquer Approach to Anomaly Detection, Localization and Diagnosis. Mech. Syst. Signal Process. 2009, 23, 2488–2499.
    • (2009) Mech. Syst. Signal Process , vol.23 , pp. 2488-2499
    • Liu, J.1    Djurdjanovic, D.2    Marko, K.3    Ni, J.A.4
  • 7
    • 84862795692 scopus 로고    scopus 로고
    • Data-model-fusion prognostic framework for dynamic system state forecasting
    • Liu, J.; Wang, M.; Ma, F.; Yang, Y.B.; Yang, C.S. A data-model-fusion prognostic framework for dynamic system state forecasting. Eng. Appl. Artif. Int. 2012, 25, 814–823.
    • (2012) Eng. Appl. Artif. Int , vol.25 , pp. 814-823
    • Liu, J.1    Wang, M.2    Ma, F.3    Yang, Y.B.4    Yang, C.5
  • 8
    • 84907176493 scopus 로고    scopus 로고
    • Generic model-free approach for lithium-ion battery health management
    • Bai, G.; Wang, P.; Hu, C.; Pecht, M. A generic model-free approach for lithium-ion battery health management. Appl. Energ. 2014, 135, 247–260.
    • (2014) Appl. Energ , vol.135 , pp. 247-260
    • Bai, G.1    Wang, P.2    Hu, C.3    Pecht, M.A.4
  • 9
    • 84857656368 scopus 로고    scopus 로고
    • A hybrid device for the solution of sampling bias problems in the forecasting of firms’ bankruptcy
    • Sánchez-Lasheras, F.; de Andrés, J.; Lorca, P.; de Cos Juez, F.J. A hybrid device for the solution of sampling bias problems in the forecasting of firms’ bankruptcy. Expert Syst. Appl. 2012, 8, 7512–7523.
    • (2012) Expert Syst. Appl , vol.8 , pp. 7512-7523
    • Sánchez-Lasheras, F.1    De Andrés, J.2    Lorca, P.3    De Cos Juez, F.J.4
  • 10
    • 84875075241 scopus 로고    scopus 로고
    • Hybrid modelling based on support vector regression with genetic algorithms in forecasting the cyanotoxins presence in the Trasona reservoir (Northern Spain)
    • García Nieto, P.J.; Alonso Fernández, J.R.; de Cos Juez, F.J.; Sánchez Lasheras, F.; Díaz Muñiz, C. Hybrid modelling based on support vector regression with genetic algorithms in forecasting the cyanotoxins presence in the Trasona reservoir (Northern Spain). Environ. Res. 2013, 122, 1–10.
    • (2013) Environ. Res , vol.122 , pp. 1-10
    • García Nieto, P.J.1    Alonso Fernández, J.R.2    De Cos Juez, F.J.3    Sánchez Lasheras, F.4    Díaz Muñiz, C.5
  • 11
    • 84905842367 scopus 로고    scopus 로고
    • Copula-based sampling method for data-driven prognostics
    • Xi, Z.; Jing, R.; Wang, P.; Hu, C. A copula-based sampling method for data-driven prognostics. Reliab. Eng. Syst. Safe 2014, 132, 72–82.
    • (2014) Reliab. Eng. Syst. Safe , vol.132 , pp. 72-82
    • Xi, Z.1    Jing, R.2    Wang, P.3    Hu, C.A.4
  • 12
    • 79955584653 scopus 로고    scopus 로고
    • Remaining Useful Life Estimation—A Review on the Statistical Data Driven Approaches
    • Si, X.-S.; Wang, W.; Hu, C.-H.; Zhou, D.-H. Remaining Useful Life Estimation—A Review on the Statistical Data Driven Approaches. Eur. J. Oper. Res. 2011, 213, 1–14.
    • (2011) Eur. J. Oper. Res , vol.213 , pp. 1-14
    • Si, X.-S.1    Wang, W.2    Hu, C.-H.3    Zhou, D.-H.4
  • 15
    • 79953899252 scopus 로고    scopus 로고
    • Prognostic modelling options for remaining useful life estimation by industry
    • Sikorska, J.Z.; Hodkiewicz, M.; Ma, L. Prognostic modelling options for remaining useful life estimation by industry. Mech. Sys. Signal Process. 2011, 25, 1803–1836.
    • (2011) Mech. Sys. Signal Process , vol.25 , pp. 1803-1836
    • Sikorska, J.Z.1    Hodkiewicz, M.2    Ma, L.3
  • 16
    • 33646534620 scopus 로고    scopus 로고
    • A review on machinery diagnostics and prognostics implementing condition-based maintenance
    • Jardine, A.K.S.; Lin, D.; Banjevic, D. A review on machinery diagnostics and prognostics implementing condition-based maintenance. Mech. Syst. Signal Process. 2006, 20, 1483–1510.
    • (2006) Mech. Syst. Signal Process , vol.20 , pp. 1483-1510
    • Jardine, A.1    Lin, D.2    Banjevic, D.3
  • 17
    • 58349104374 scopus 로고    scopus 로고
    • Behavior-based spam detection using a hybrid method of rule-based techniques and neural networks
    • Wu, C.H. Behavior-based spam detection using a hybrid method of rule-based techniques and neural networks. Expert Syst. Appl. 2009, 36, 4321–4330.
    • (2009) Expert Syst. Appl , vol.36 , pp. 4321-4330
    • Wu, C.H.1
  • 18
    • 9444249989 scopus 로고    scopus 로고
    • Combining Multiple Classifiers Using Dempster’s Rule of Combination for Text Categorization
    • Bi, Y.; Bell, D.; Wang, H.; Guo, G.; Greer K. Combining Multiple Classifiers Using Dempster’s Rule of Combination for Text Categorization. Lect. Notes Artif. Int. 2004, 3131, 127–138.
    • (2004) Lect. Notes Artif. Int , vol.3131 , pp. 127-138
    • Bi, Y.1    Bell, D.2    Wang, H.3    Guo, G.4    Greer, K.5
  • 20
    • 78049314546 scopus 로고    scopus 로고
    • A hybrid intelligent model for medium-term sales forecasting in fashion retail supply chains using extreme learning machine and harmony search algorithm
    • Wong, W.K.; Guo, Z.X. A hybrid intelligent model for medium-term sales forecasting in fashion retail supply chains using extreme learning machine and harmony search algorithm. Int. J. Prod. Econ. 2010, 128, 614–624.
    • (2010) Int. J. Prod. Econ. , vol.128 , pp. 614-624
    • Wong, W.K.1    Guo, Z.X.2
  • 22
    • 0035751522 scopus 로고    scopus 로고
    • Computing and evaluating factor scores
    • Grice, J.W. Computing and evaluating factor scores. Psychol. Methods 2001, 6, 430–450.
    • (2001) Psychol. Methods , vol.6 , pp. 430-450
    • Grice, J.W.1
  • 24
    • 84908463816 scopus 로고    scopus 로고
    • A particle filtering and kernel smoothing-based approach for new design component prognostics
    • Hu, Y.; Baraldi, P.; di Maio, F.; Zio, E. A particle filtering and kernel smoothing-based approach for new design component prognostics. Rel. Eng. Syst. Safe 2015, 134, 19–31.
    • (2015) Rel. Eng. Syst. Safe , vol.134 , pp. 19-31
    • Hu, Y.1    Baraldi, P.2    Di Maio, F.3    Zio, E.4
  • 25
    • 0000325341 scopus 로고
    • On lines and planes of closest fit to systems of points in space. Philos
    • Pearson, K. On lines and planes of closest fit to systems of points in space. Philos. Mag. 1901, 2, 559–572.
    • (1901) Mag , vol.2 , pp. 559-572
    • Pearson, K.1
  • 26
    • 58149421595 scopus 로고
    • Analysis of a Complex of Statistical Variables into Principal Components
    • Hotelling, H. Analysis of a Complex of Statistical Variables into Principal Components. J. Educ. Psychol. 1933, 24, 417–441 and 498–520.
    • (1933) J. Educ. Psychol , vol.24 , pp. 417-441
    • Hotelling, H.1
  • 27
    • 84928658983 scopus 로고    scopus 로고
    • Stream Flow Forecasting using Principal Component Analysis and Least Square Support Vector Machine
    • Ismail, S.; Shabri, A. Stream Flow Forecasting using Principal Component Analysis and Least Square Support Vector Machine. J. Appl. Sci. Agric. 2014, 9, 170–180.
    • (2014) J. Appl. Sci. Agric , vol.9 , pp. 170-180
    • Ismail, S.1    Shabri, A.2
  • 28
    • 0033475493 scopus 로고    scopus 로고
    • Forecasting Indian summer monsoon rainfall by a Principal Component Neural Network model
    • Guhathakurta, P.; Rajeevan, M.; Thapliyal, V. Forecasting Indian summer monsoon rainfall by a Principal Component Neural Network model. Meteorol. Atmos. Phys. 1999, 71, 255–266.
    • (1999) Meteorol. Atmos. Phys , vol.71 , pp. 255-266
    • Guhathakurta, P.1    Rajeevan, M.2    Thapliyal, V.3
  • 29
    • 34547265730 scopus 로고    scopus 로고
    • Rainfall-Runoff Modelling using Principal Component Analysis and Neural Network
    • Hu, T.; Wu, F.; Zhang, X. Rainfall-Runoff Modelling using Principal Component Analysis and Neural Network. Nord. Hydrol. 2007, 38, 235–248.
    • (2007) Nord. Hydrol , vol.38 , pp. 235-248
    • Hu, T.1    Wu, F.2    Zhang, X.3
  • 31
    • 0002432565 scopus 로고
    • Multivariate Adaptive Regression Splines (With discussion)
    • Friedman, J.H. Multivariate Adaptive Regression Splines (with discussion). Ann. Stat. 1991, 19, 1–141.
    • (1991) Ann. Stat , vol.19 , pp. 1-141
    • Friedman, J.H.1
  • 33
    • 0029363582 scopus 로고
    • An Introduction to Multivariate Adaptive Regression Splines
    • Friedman, J.H.; Roosen, C.B. An Introduction to Multivariate Adaptive Regression Splines. Stat. Methods Med. Res. 1995, 4, 197–217.
    • (1995) Stat. Methods Med. Res , vol.4 , pp. 197-217
    • Friedman, J.H.1    Roosen, C.B.2
  • 34
    • 84861332497 scopus 로고    scopus 로고
    • New improved study of cyanotoxins presence from experimental cyanobacteria concentrations in the Trasona reservoir (Northern Spain) using the MARS technique
    • García Nieto, P.J.; Alonso Fernández, J.R.; Sánchez Lasheras, F.; de Cos Juez, F.J.; Diaz Muñiz, C. A New improved study of cyanotoxins presence from experimental cyanobacteria concentrations in the Trasona reservoir (Northern Spain) using the MARS technique. Sci. Total Environ. 2012, 430, 88–92.
    • (2012) Sci. Total Environ , vol.430 , pp. 88-92
    • García Nieto, P.J.1    Alonso Fernández, J.R.2    Sánchez Lasheras, F.3    De Cos Juez, F.J.4    Diaz Muñiz, C.A.5
  • 35
    • 80054106204 scopus 로고    scopus 로고
    • Study of Cyanotoxins Presence from Experimental Cyanobacteria Concentrations Using a New Data Mining Methodology Based on Multivariate Adaptive Regression Splines in Trasona Reservoir (Northern Spain)
    • García Nieto, P.J.; Sánchez Lasheras, F.; de Cos Juez, F.J.; Alonso Fernández, J.R. Study of Cyanotoxins Presence from Experimental Cyanobacteria Concentrations Using a New Data Mining Methodology Based on Multivariate Adaptive Regression Splines in Trasona Reservoir (Northern Spain). J. Hazard. Mater. 2011, 195, 414–421.
    • (2011) J. Hazard. Mater , vol.195 , pp. 414-421
    • García Nieto, P.J.1    Sánchez Lasheras, F.2    De Cos Juez, F.J.3    Alonso Fernández, J.R.4
  • 36
    • 84923327494 scopus 로고    scopus 로고
    • Performance Benchmarking and Analysis of Prognostic Methods for CMAPSS Datasets
    • Ramasso, E.; Saxena, A. Performance Benchmarking and Analysis of Prognostic Methods for CMAPSS Datasets. Int. J. Progn. Health Manag. 2014, 5, 1–15.
    • (2014) Int. J. Progn. Health Manag , vol.5 , pp. 1-15
    • Ramasso, E.1    Saxena, A.2
  • 37
    • 58449136375 scopus 로고    scopus 로고
    • Prognostic algorithm categorization with PHM challenge application
    • Denver, CO, USA, 6–9 October 2008; IEEE: New York, NY, USA
    • Coble, J.; Hines, J. Prognostic algorithm categorization with PHM challenge application. In Proceedings of International Conference on prognostics and health management, Denver, CO, USA, 6–9 October 2008; IEEE: New York, NY, USA, 2008.
    • (2008) Proceedings of International Conference on Prognostics and Health Management
    • Coble, J.1    Hines, J.2
  • 38
    • 84862795135 scopus 로고    scopus 로고
    • Master’s Thesis, Division of Research and Advanced Studies of the University of Cincinnati, Cincinnati, OH, USA
    • Siegel, D. Evaluation of Health Assessment Techniques for Rotating Machinery. Master’s Thesis, Division of Research and Advanced Studies of the University of Cincinnati, Cincinnati, OH, USA, 2009.
    • (2009) Evaluation of Health Assessment Techniques for Rotating Machinery
    • Siegel, D.1
  • 39
    • 77950956451 scopus 로고    scopus 로고
    • Contribution of belief functions to hidden Markov models with an application to fault diagnosis
    • Grenoble, France, 1–4 September 2009; IEEE: New York, NY, USA
    • Ramasso, E. Contribution of belief functions to hidden Markov models with an application to fault diagnosis. In Proceedings of the International Workshop on Machine Learning for Signal Processing, Grenoble, France, 1–4 September 2009; IEEE: New York, NY, USA, 2009.
    • (2009) Proceedings of the International Workshop on Machine Learning for Signal Processing
    • Ramasso, E.1
  • 41
    • 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. Evaluation of neural networks in the subject of prognostics as compared to linear regression model. Int. J. Eng. Technol. 2010, 10, 52–58.
    • (2010) Int. J. Eng. Technol , vol.10 , pp. 52-58
    • Riad, A.1    Elminir, H.2    Elattar, H.3
  • 43
    • 77950641714 scopus 로고    scopus 로고
    • Prognostics in switching systems: Evidential Markovian classification of real-time neuro-fuzzy predictions
    • Macao, China, 12–14 January 2010; IEEE: New York, NY, USA
    • Ramasso, E.; Gouriveau, R. Prognostics in switching systems: Evidential Markovian classification of real-time neuro-fuzzy predictions. In Proceedings of the International Conference on Prognostics and Health Management, Macao, China, 12–14 January 2010; IEEE: New York, NY, USA, 2010.
    • (2010) Proceedings of the International Conference on Prognostics and Health Management
    • Ramasso, E.1    Gouriveau, R.2
  • 44
    • 84903642315 scopus 로고    scopus 로고
    • Root mean square error (RMSE) or mean absolute error (MAE)?—Arguments against avoiding RMSE in the literature
    • Chai, T.; Draxler, R.R. Root mean square error (RMSE) or mean absolute error (MAE)?—Arguments against avoiding RMSE in the literature. Geosci. Model Dev. 2014, 7, 1247–1250.
    • (2014) Geosci. Model Dev , vol.7 , pp. 1247-1250
    • Chai, T.1    Draxler, R.R.2
  • 45
    • 58449086756 scopus 로고    scopus 로고
    • Recurrent neural networks for remaining useful life estimation
    • Denver, CO, USA, 6–9 October 2008; IEEE: New York, NY, USA
    • Heimes, F. Recurrent neural networks for remaining useful life estimation. In Proceedings of the International Conference on Prognostics and Health Management, Denver, CO, USA, 6–9 October 2008; IEEE: New York, NY, USA, 2008.
    • (2008) Proceedings of the International Conference on Prognostics and Health Management
    • Heimes, F.1
  • 46
    • 58449129770 scopus 로고    scopus 로고
    • Data driven prognostics using a Kalman filter ensemble of neural network models
    • Denver, CO, USA, 6–9 October 2008; IEEE: New York, NY, USA
    • Peel, L. Data driven prognostics using a Kalman filter ensemble of neural network models. In Proceedings of the International Conference on Prognostics and Health Management, Denver, CO, USA, 6–9 October 2008; IEEE: New York, NY, USA, 2008.
    • (2008) Proceedings of the International Conference on Prognostics and Health Management
    • Peel, L.1
  • 47
    • 35649016263 scopus 로고    scopus 로고
    • A multivariate statistical analysis of surface water chemistry data—Tha Ankobra Basin, Ghana
    • Yidana, S.M.; Ophori, D.; Banoeng-Yakubo, B. A multivariate statistical analysis of surface water chemistry data—Tha Ankobra Basin, Ghana. J. Environ. Manag. 2008, 86, 80–87.
    • (2008) J. Environ. Manag , vol.86 , pp. 80-87
    • Yidana, S.M.1    Ophori, D.2    Banoeng-Yakubo, B.3
  • 48
    • 33846385999 scopus 로고    scopus 로고
    • An exploratory analysis of multiple mutation spectra
    • Lewis, P.D.; Parry, J.M. An exploratory analysis of multiple mutation spectra. Mutat. Res. 2002, 518, 163–180.
    • (2002) Mutat. Res , vol.518 , pp. 163-180
    • Lewis, P.D.1    Parry, J.M.2
  • 49
    • 84869466992 scopus 로고    scopus 로고
    • Symbolic Transient Time-series Analysis for Fault Detection in Aircraft Gas Turbine Engines
    • Montreal, QC, Canada, 27–29 June 2012; Institute of Electrical and Electronics Engineers Inc.: New York, NY, USA
    • Sarkar, S.; Mukherjee, K.; Sarkar, S.; Ray, A. Symbolic Transient Time-series Analysis for Fault Detection in Aircraft Gas Turbine Engines. In Proceedings of the 2012 American Control Conference, Montreal, QC, Canada, 27–29 June 2012; Institute of Electrical and Electronics Engineers Inc.: New York, NY, USA, 2012; pp. 5132–5137.
    • (2012) Proceedings of the 2012 American Control Conference , pp. 5132-5137
    • Sarkar, S.1    Mukherjee, K.2    Sarkar, S.3    Ray, A.4
  • 50
    • 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. A Data-Level Fusion Model for Developing Composite health Indices for Degradation Modeling and Prognostic Analysis. IEEE Trans. Autom. Sci. Eng. 2013, 10, 652–664.
    • (2013) IEEE Trans. Autom. Sci. Eng. , vol.10 , pp. 652-664
    • Liu, K.1    Gebraeel, N.Z.2    Shi, J.3
  • 51
    • 70349470960 scopus 로고    scopus 로고
    • Data-driven Fuzzy Approach for Predicting the Remaining Useful Life in Dynamic Failure Scenarios of a Nuclear System
    • Zio, E.; di Maio, F. A Data-driven Fuzzy Approach for Predicting the Remaining Useful Life in Dynamic Failure Scenarios of a Nuclear System. Reliab. Eng. Syst. Safe 2010, 95, 49–57.
    • (2010) Reliab. Eng. Syst. Safe , vol.95 , pp. 49-57
    • Zio, E.1    Di Maio, F.A.2
  • 52
    • 84881297898 scopus 로고    scopus 로고
    • Remaining Useful Life Prediction of Grinding Mill Liners Using an Artificial Neural Network
    • Ahmadzadeh, F.; Lundberg, J. Remaining Useful Life Prediction of Grinding Mill Liners Using an Artificial Neural Network. Miner. Eng. 2013, 53, 1–8.
    • (2013) Miner. Eng , vol.53 , pp. 1-8
    • Ahmadzadeh, F.1    Lundberg, J.2
  • 54
    • 84865011864 scopus 로고    scopus 로고
    • Using multivariate adaptive regression splines and multilayer perceptron networks to evaluate paper manufactured using Eucalyptus globulus
    • García Nieto, P.J.; Martínez Torres, J.; de Cos Juez, F.J.; Sánchez Lasheras, F. Using multivariate adaptive regression splines and multilayer perceptron networks to evaluate paper manufactured using Eucalyptus globulus. Appl. Math. Comput. 2012, 219, 755–763.
    • (2012) Appl. Math. Comput , vol.219 , pp. 755-763
    • García Nieto, P.J.1    Martínez Torres, J.2    De Cos Juez, F.J.3    Sánchez, L.F.4
  • 55
    • 33746216902 scopus 로고    scopus 로고
    • Intelligent prognostics tools and e-maintenance
    • Lee, J.; Ni, J.; Djurdjanovic, D.; Qiu, H.; Liao, H. Intelligent prognostics tools and e-maintenance. Comput. Ind. 2006, 57, 476–489.
    • (2006) Comput. Ind , vol.57 , pp. 476-489
    • Lee, J.1    Ni, J.2    Djurdjanovic, D.3    Qiu, H.4    Liao, H.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.