PHM Papers with Code

PHM Papers with Code

• Chatter in Machining
  • Khasawneh-Lab/ML_Toolbox_Machining, Machine learning EEMD
• Motor Fault
  • mo26-web/ensemble ensemble of some classic ML
  • Industrial Motor Fault Classification milank94/motor-fault-classificationLSTM for spectrum
  • malyvsen/bearing-fault-detection NASA bearing, LSTM
  • mjuez/early-im-fault-diagnosis Early and extremely early multi-label fault diagnosis in induction motors PCA, multilabel Decision Tree, sensors (vibration, stator current, voltages, rotational speed), IM motor
  • Zzlmyself1994/PMSM-based-GAN-and-VAE PMSM motor, ITF Fault, GAN and VAE
  • ssv112/Motor-Fault-Diagnosis-Using-LRNN: IM motor, LRNN
  • a1018680161/FGPAA: Fault-Attention Generative Probabilistic Adversarial Autoencoder for Machine Anomaly Detection Fault-Attention Generative Probabilistic Adversarial Autoencoder for Machine Anomaly Detection Autoencoder, Bearing CRWU and gearbox
  • xiaosongshine/bearing_detection CNN, vibration bearing
  • whkwss/Online-monitoring-of-motor-faults: 电机在线监测 open circuit fault, short circuit fault
  • Aficionado45/IM-Fault-Detection fault (bearing fault, bowed row fault, rotor misalignment, unbalanced rotor), random forest
  • BiplabBag/Early-Stage-Fault-Detection Induction motor, KNN, fault (unbalance, stator fault)
  • GCianni/Motors-Fault-Diagnosis: Motor Failure Prediction using metaclassifier and Genetic Algorithms metaclassifier (NN, Adaboost, NN, RF and XGBoost) feature engineering (Time series rolling windows, FFT, statistical), data reduction (PCA), hyperparameter tuning (GA), fault (imbalance, vertical misalignment) READ
  • GCianni/Induction-Motors-Fault-Diagnosis vibration, method (Bagging metaclassifier, GA), dataset MAFAULDA
  • geekfeiw/fpn-motor-fault dataset available, pyramid network READ
  • Effective Fault Diagnosis Based on Wavelet and Convolutional Attention Neural Network for Induction Motors ntkhoa95/Convolutional-Attention-Neural-Network convolutional attention network READ
  • A Novel Hybrid Signal Decomposition Technique for Transfer Learning Based Industrial Fault Diagnosis zmruhi1/Intelligent-fault-diagnosis-on-CW-motor-bearing-data CWRU bearing data, hybrid EEMD method
  • joeinus134131/MotorFaultAnalyzer: Detction Motor Fault with Artificial Neural Network ANN, from current ads sensor
  • arpith143a/Motor-sound-fault-detection-using-Machine-learning-algorithms-and-Signal-Processing-techniques sound, feature (information gain, PCA), model (SVM, K-means, NN, RF, KNN), parameter selection (gridsearchCV)
  • bhanuteja625/Fault-detection-in-an-induction-motor DNN, Mafaulda dataset (mechanical imbalance, horizontal misalignment, vertical misalignment, bearing fault) vibration. Machinery Fault Dataset
  • zzwalala/Motor-Bearing-Fault-Diagnosis CNN bearing
  • newoong/motor_break: Classify motor break - (interturn fault / phase to phase fault), fault (ITF, WCF), method MLSTM-FCN, GAN for imbalanced data
  • ashishsancheti/Fault-Classification-in-Motor-Drive ME19B08 Colab learn preprocessing data
  • tdkhoa1212/MBFD learn preprocessing data, complete READ
  • Functional Logistic Regression for Motor Fault Classification Using Acoustic Data in Frequency Domain KAIR-ISZ/fda-motor-acoustic
  • Hardik096/-CONDITION-MONOTORING-BEARING-FAULT-DIAGNOSIS-OF-3-PHASE-BLDC-MOTOR-BY-ELECTRICAL-SIGNATURE-USING-: master thesis web based Condition monitoring

References