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\hline  Refrence    &    &  D    &  M    &  Data Driven    &    &    &    &    &  Model base  \\
\hline      &  Case study    &    &    &  Data acquisition    &  Feature representation    &  Feature extraction    &  Diagnostic  Prognostic    \\
\hline  Author{Tran & Yang 2012}    &  Induction motor    &  +    &    &  Vibration    &  "Mean, RMS, shape factor"    &  "ICA, Kernel ICA, PCA, Kernel PCA"    &  W-SVM      \\
\hline  Author    &  Methane compressor    &  +    &    &  "Acceleration (axial, vertical, horizontal)"    &  RMS    &    &  SOM  "SVM, PHM"    \\
\hline  Author{Ahmadzadeh & Lundberg 2013}    &  grinding mill liner    &  +    &    &  "Metso mineral for wear measurement, Boliden mineral for affecting factors"    &    &  PCA    &    FFBPNN    \\
\hline  Author{An et al. 2012}    &  Aircraft panel    &    &  +    &  crack size    &    &    &    "Bayesian inference, MCMC"    \\
\hline  Author{An et al. 2013}    &  Lithium-ion battery    &    &  +    &  capacity data    &    &    &    Particle filter  exponential growth model  \\
\hline  Author    &  infinite plate    &    &  +    &  crack size    &    &    &    Particle filter  Paris model  \\
\hline  Author{An et al. 2015}    &  infinite plate    &    &  +    &  crack size    &    &    &    "PF, Bayesian Method"  "Huang’s model, Paris model"  \\
\hline  Author    &  infinite plate    &  +    &    &  crack size    &    &    &    "NN, GP"  -  \\
\hline  Author{Babbar et al. 2009}    &    &  +    &    &  Exhaust Gas Temperature     &  "RMS, Mean, SD"    &    &    Double Exponential Smoothing    \\
\hline  Author    &    &    &    &  "(EGT), Oil Pressure"    &    &    &      \\
\hline  Author{Barad et al. 2012}    &  gas turbine engine    &  +    &    &  "Vibrations, Pressures, temperatures, Speed of the rotor, Blade tip clearances, derived parameter"    &  "RMS levels, first order synchronous response"    &    &    NN    \\
\hline  Author{Baraldi et al. 2013}    &  Gas Turbine blade    &  +    &  +    &  Degradation info.    &    &    &    "PF, bootstrap model"  creep growth model  \\
\hline  Author{Benkedjouh et al. 2013}    &  Cutting tool    &  +    &    &  "vibrations, force, acoustic emissions"    &    &  "EM-PCA, ISOMAP, wavelet packet decomposition (WPD)"    &    SVR    \\
\hline  Author{Byington et al. 2008}    &  gas turbine engine Accessory    &  +    &  +    &  Pump/ valve parameter    &  "Mean, SD"    &    &    double exponential smoothing    \\
\hline  Author{Caesarendra et al. 2010}    &  Methane compressor    &    &  +    &  vibration    &    &    &    "PF, Bayesian estimation"    \\
\hline  Author{Chen et al. 2013}    &    &  +    &    &  "Wind speed, rotor speed, blade angel, blade motor"    &    &    &  APK-ANFIS  SCADA Alarm    \\
\hline  Author    &    &    &    &  "torque, power output"    &    &    &      \\
\hline  Author{Chen et al. 2012}    &  Gearbox    &  +    &    &  Vibration    &    &    &  ED  EP    \\
\hline  Author{Cheng & Pecht 2009}    &    &  +    &  +    &  "Temperature, humidity"    &    &    &  concept      \\
\hline  Author{Choi et al. 2010}    &    &    &  +    &  Crack size    &    &    &    Bayesian    \\
\hline  Author{Coppe et al. 2012}    &  "Finite plate, plate with hole"    &    &  +    &  Crack size    &    &    &    Bayesian  Paris model  \\
\hline  Author{Daigle & Goebel 2011}    &    &    &  +    &  Crack size    &    &    &    PF    \\
\hline  Author{El-Koujok et al. 2014}    &  Continuous-Flow Stirred-Tank Reactor (CFSTR)    &  +    &    &  "inlet feed stream, temperature"    &    &  Takagi–Sugeno    &  Multiple Sensor Fault Detection and Isolation      \\
\hline  Author    &    &    &    &    &    &    &  (MSFDI)      \\
\hline  Author{Filev & Tseng 2006}    &    &    &  +    &    &    &    &    "fuzzy k-Nearest Neighbor clustering, Gaussian"    \\
\hline  Author    &    &    &    &    &    &    &    Mixture Model    \\
\hline  Author{Garga et al. n.d.}    &  Helicopter Gearbox    &  +    &  +    &  Vibration    &  "RMS, kurtosis, crest factor, enveloping demodulation"    &    &    "NN, Expert sys, fuzzy logic"    \\
\hline  Author{Gebraeel et al. 2004}    &  Bearing    &  +    &    &  Vibration    &  RMS    &    &  Fuzzy C-mean clustering  NN    \\
\hline  Author{Greitzer et al. 1999}    &  Gas turbine    &  +    &    &  "Temperature, pressure, leakage"    &    &    &  NN  Linear regression    \\
\hline  Author{Gu et al. 2008}    &  Ceramic    &  +    &    &  "Temperature, humidity, bias"    &    &    &    "Regression residual detection and prediction analysis (RRDP), AR, ARIMA"    \\
\hline  Author{He et al. 2006}    &  helicopter rotor    &  +    &    &  "Vibration, torque, speed, temperature"    &    &    &    hidden semi-Markov model (HSMM)    \\
\hline  Author{He et al. 2011}    &  lithium-ion batteries    &  +    &    &  Capacity    &    &    &    "NLSR, EKF"    \\
\hline  Author{Heng et al. 2009}    &  Centrifugal pump    &  +    &    &  Vibration    &  RMS    &    &    "FFNN, Kaplan–Meier (KM)"    \\
\hline  Author{Javed et al. 2014}    &  Multiple  benchmark test    &  +    &    &  Multiple input    &    &    &    SWELM    \\
\hline  Author{Javed et al. 2013}    &  Turbo fan engine    &  +    &    &    &  26 features    &    &    "SWELM, S-MEFC"    \\
\hline  Author{Kumar et al. 2008}    &  Electronics product    &  +    &  +    &  "Temperature, humidity, fan speed, …"    &    &    &      FMMEA  \\
\hline  Author{Lee et al. 2006}    &  roller bearing    &    &    &  "Vibration, oil"    &  "RMS, Kurtosis"    &    &      PHM  \\
\hline  Author{Lee et al. 2014}    &  alternator component    &  +    &    &  "Vibration, energy, voltage, "    &  "54 feature: RMS, …"    &    &  "Logistic regression, SOM"      \\
\hline  Author    &  airport chiller    &  +    &    &  "OPC data, vibration"    &    &    &  "Wavelet Packet Analysis (WPA), Gaussian"      \\
\hline  Author    &    &    &    &    &    &    &  Mixture Model (GMM)      \\
\hline  Author    &  spindle bearing    &  +    &    &  Vibration    &    &    &  SOM      \\
\hline  Author    &  Engine    &  +    &    &  "Operating, event, environmental, condition data"    &    &    &    "ARMA, BBN, fuzzy logic"    \\
\hline  Author{Li et al. 2013}    &  Material fatigue    &  +    &    &  Relative voltage    &    &    &    "enhanced  fuzzy-filtered  neural  network,  (EFFNN)"    \\
\hline  Author{Li & Nilkitsaranont 2009}    &  Gas turbine    &  +    &    &  "Temperature, pressure, fuel flow"    &    &    &    Quadratic and linear regression    \\
\hline  Author{Lim & Mba 2014}    &  Helicopter gearbox bearings    &  +    &    &  TRGB grease lubricated    &    &    &    Switching Kalman filter(SKF)    \\
\hline  Author{Liu et al. 2012}    &  TRGB is grease lubricated    &  +    &    &  Capacity    &    &    &    "Fusion NN, NF, recurrent"    \\
\hline  Author    &    &    &    &    &    &    &    "neural fuzzy (RNF), PF"    \\
\hline  Author{Liu et al. 2010}    &  Lithium-ion Batteries    &  +    &    &  capacity    &    &    &    adaptive recurrent neural     \\
\hline  Author    &    &    &    &    &    &    &    network (ARNN)    \\
\hline  Author{Liu et al. 2013}    &  aircraft    &  +    &    &  "Temp., press., core speed, fuel air ratio, …"    &    &    &    "Fusion, Exponential"    \\
\hline  Author    &  gas turbine engine    &    &    &    &    &    &    "Function, …"    \\
\hline  Author{Liu & Dong 2012}    &  hydraulic pump    &  +    &    &  "Acceleration, flow discharge"    &    &    &    HSMM by using sequential Monte Carlo (SMC)    \\
\hline  Author{Lu et al. 2014}    &  grinder    &  +    &    &  "Force, acoustic "    &    &  Wavelet transform    &    artificial immune algorithm    \\
\hline  Author{Medjaher et al. 2009}    &  pulley    &    &  +    &    &    &    &    Dynamic Bayesian Networks (DBN)  exponential  \\
\hline  Author{Miao et al. 2013}    &  lithium-ion battery    &  +    &    &  capacity    &    &    &    unscented particle filter (UPF)    \\
\hline  Author{Moghaddass & Zuo 2014}    &  turbofan engines    &  +    &    &    &    &  PCA    &    NHCTHSMP    \\
\hline  Author{Mohanty et al. 2009}    &  aluminum alloy    &    &  +    &  crack    &    &    &    Gaussian Process  Bayesian Framework  \\
\hline  Author    &    &    &    &  length    &    &    &      \\
\hline  Author{Niu & Yang 2010}    &  methane compressor    &  +    &    &  vibration    &  "RMS, envelop"    &  "SOM NN, wavelet decomposition"    &    "DSR, LS SVR"    \\
\hline  Author{Niu et al. 2010}    &  Elevator motor    &  +    &    &  "Vibration, current"    &  "14 feature: Mean, RMS, …"    &    &  "SVM, LDA RFA, ART-KNN"  "DSR,"    \\
\hline  Author    &    &    &    &    &    &    &    LS SVM    \\
\hline  Author{M. E. Orchard & Vachtsevanos 2007}    &  Planetary carrier plate    &    &  +    &  Crack length    &    &    &    Particle filter  Paris model  \\
\hline  Author{M. Orchard & Vachtsevanos 2007}    &  Turbine Engine    &    &  +    &  Crack length    &    &    &    Particle filter    \\
\hline  Author{Roemer & Kacprzynski 2000}    &  Turbine blade    &    &    &    &    &    &  NN (Kohonen       \\
\hline  Author    &    &    &    &    &    &    &  Map)      \\
\hline  Author{Roemer et al. 2007}    &  Turbine engine and bearing    &  +    &  +    &  "Spall growth, vibro-acoustic "    &  "RMS, Kurtosis"    &  FFT    &    Progression model  Spall initiation model  \\
\hline  Author{Safizadeh & Latifi 2014}    &  Bearing    &  +    &    &  "Acceleration, load signal"    &  "10 parameter: RMS, Kurtosis, skewness, …"    &    &  K-Nearest Neighbor (KNN)      \\
\hline  Author{Sankavaram et al. 2009}    &  Lithium-ion battery    &  +    &  +    &  "Capacity, temp. CPU load, …"    &    &  Wavelet transform    &  SVM  "NN, time series, Markov model"  Randles circuit  \\
\hline  Author{Sarkar et al. 2011}    &  aircraft gas turbine    &  +    &    &  "Pressure, temp., speed, …"    &    &    &  KNN      \\
\hline  Author    &  engines    &    &    &    &    &    &      \\
\hline  Author{Si et al. 2012}    &  "Inertial Navigation Plat-form, Aluminum"    &    &  +    &  "Drift degradation, crack length"    &    &    &      Nonlinear diffusion  \\
\hline  Author    &  Alloy    &    &    &    &    &    &      \\
\hline  Author{Silva et al. 2014}    &  PEM fuel cell    &  +    &    &  Voltage    &    &    &    ANFIS    \\
\hline  Author{Son et al. 2013}    &  automotive batteries    &    &  +    &  Degradation signal    &    &    &      "DSPM,  RDSPM, JPM"  \\
\hline  Author{Sotiris & Pecht 2007}    &  Electronic product    &  +    &    &    &    &  PCA    &  SVC  SVR    \\
\hline  Author{Sun et al. 2012}    &  gas turbine    &    &  +    &  degradation    &    &    &    Monte-Carlo  State space model  \\
\hline  Author{Sun et al. 2009}    &  Repairable system    &    &  +    &    &    &    &    Analytic Model for Interactive Failure (AMIF)    \\
\hline  Author{Test 2012}    &  Lithium-ion  battery    &    &  +    &  State of health (EOH )    &    &    &      Gaussian process regression  \\
\hline  Author{Tian et al. 2011}    &  wind turbine components    &  +    &    &  "Age value, condition monitoring"    &    &    &    ANN    \\
\hline  Author{Tobon-Mejia et al. 2012}    &  CNC machine tool    &  +    &  +    &  "Acceleration, AE emission"    &    &    &  k-means  MoG-HMMs and DBN    \\
\hline  Author{Wang et al. 2013}    &    &    &  +    &  Two fatigue crack length    &    &    &    bivariate gamma process    \\
\hline  Author{Wang et al. 2014}    &  pneumatic conveying     &  +    &    &  "capacitive signals, electrostatic signals"    &  "Mean, RMS"    &    &    ANFIS    \\
\hline  Author    &  line    &    &    &    &    &    &      \\
\hline  Author{Xu et al. 2014}    &  Aircraft Engines    &  +    &  +    &  "Temp., pressure, speed, …"    &    &    &    "SVM. RNN, "  "BM, DSR"  \\
\hline  Author{Xu & Xu 2011}    &  avionics system    &  +    &  +    &  Time to failure data    &    &    &  FMMEA  "SVM, FNN, ARMA"    \\
\hline  Author{Yan et al. 2013}    &  Wind power    &  +    &    &  Mean wind farm output    &    &    &    "ORVM, GA-ANN"    \\
\hline  Author{Zhao et al. 2014}    &  Li-ion batteries    &  +    &    &  Remaining charge cycle (RCC)    &    &    &    Markov model    \\
\hline  Author{Zio & Di Maio 2010}    &  Nuclear power plant    &  +    &    &  Temperature    &    &    &    Fuzzy logic modeling    \\


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