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Fault Diagnosis

Papers

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Showing 1–50 of 375 papers

TitleStatusHype
Multi-scale Quaternion CNN and BiGRU with Cross Self-attention Feature Fusion for Fault Diagnosis of BearingCode2
Few-Shot Bearing Fault Diagnosis Via Ensembling Transformer-Based Model With Mahalanobis Distance Metric Learning From Multiscale FeaturesCode2
BearLLM: A Prior Knowledge-Enhanced Bearing Health Management Framework with Unified Vibration Signal RepresentationCode2
Classifier-guided neural blind deconvolution: a physics-informed denoising module for bearing fault diagnosis under heavy noiseCode2
TFPred: Learning Discriminative Representations from Unlabeled Data for Few-Label Rotating Machinery Fault DiagnosisCode2
DKDL-Net: A Lightweight Bearing Fault Detection Model via Decoupled Knowledge Distillation and Low-Rank Adaptation Fine-tuningCode1
Generic and Robust Root Cause Localization for Multi-Dimensional Data in Online Service SystemsCode1
Generating HSR Bogie Vibration Signals via Pulse Voltage-Guided Conditional Diffusion ModelCode1
Use Digital Twins to Support Fault Diagnosis From System-level Condition-monitoring DataCode1
Source-free domain adaptation based on label reliability for cross-domain bearing fault diagnosisCode1
Modulated differentiable STFT and balanced spectrum metric for freight train wheelset bearing cross-machine transfer monitoring under speed fluctuationsCode1
Interpretable Fault Diagnosis of Rolling Element Bearings with Temporal Logic Neural NetworkCode1
Explainable fault and severity classification for rolling element bearings using Kolmogorov-Arnold networksCode1
ToyADMOS2: Another dataset of miniature-machine operating sounds for anomalous sound detection under domain shift conditionsCode1
WaveletKernelNet: An Interpretable Deep Neural Network for Industrial Intelligent DiagnosisCode1
PHMD: An easy data access tool for prognosis and health management datasetsCode1
Multi-Granularity Regularized Re-Balancing for Class Incremental LearningCode1
Root-KGD: A Novel Framework for Root Cause Diagnosis Based on Knowledge Graph and Industrial DataCode1
A class-weighted supervised contrastive learning long-tailed bearing fault diagnosis approach using quadratic neural networkCode1
Similarity-Based Predictive Maintenance Framework for Rotating MachineryCode1
TFN: An Interpretable Neural Network with Time-Frequency Transform Embedded for Intelligent Fault DiagnosisCode1
ToyADMOS: A Dataset of Miniature-Machine Operating Sounds for Anomalous Sound DetectionCode1
Attention-embedded Quadratic Network (Qttention) for Effective and Interpretable Bearing Fault DiagnosisCode1
Missing-Class-Robust Domain Adaptation by Unilateral Alignment for Fault DiagnosisCode1
A Hybrid Method for Condition Monitoring and Fault Diagnosis of Rolling Bearings With Low System DelayCode1
Integrating Expert Knowledge with Domain Adaptation for Unsupervised Fault DiagnosisCode1
Lab-scale Vibration Analysis Dataset and Baseline Methods for Machinery Fault Diagnosis with Machine LearningCode1
Logistic-ELM: A Novel Fault Diagnosis Method for Rolling BearingsCode1
AlgDiff: An open source toolbox for the design, analysis and discretisation of algebraic differentiatorsCode1
LogEval: A Comprehensive Benchmark Suite for Large Language Models In Log AnalysisCode1
BearingPGA-Net: A Lightweight and Deployable Bearing Fault Diagnosis Network via Decoupled Knowledge Distillation and FPGA AccelerationCode1
Astraea: Grammar-based Fairness TestingCode1
Filter-informed Spectral Graph Wavelet Networks for Multiscale Feature Extraction and Intelligent Fault DiagnosisCode1
Bearing Fault Diagnosis Base on Multi-scale CNN and LSTM ModelCode1
Causal Inference-Based Root Cause Analysis for Online Service Systems with Intervention RecognitionCode1
Calibrated Adaptive Teacher for Domain Adaptive Intelligent Fault DiagnosisCode1
Mixmamba-fewshot: mamba and attention mixer-based method with few-shot learning for bearing fault diagnosisCode1
SensorSCAN: Self-Supervised Learning and Deep Clustering for Fault Diagnosis in Chemical ProcessesCode1
GPLA-12: An Acoustic Signal Dataset of Gas Pipeline LeakageCode1
DeepFD: Automated Fault Diagnosis and Localization for Deep Learning ProgramsCode1
Deep Feature Selection for Anomaly Detection Based on Pretrained Network and Gaussian Discriminative AnalysisCode1
Demystifying and Extracting Fault-indicating Information from Logs for Failure DiagnosisCode1
Line zonotopes: A tool for state estimation and fault diagnosis of unbounded and descriptor systemsCode0
Lighter, Better, Faster Multi-Source Domain Adaptation with Gaussian Mixture Models and Optimal TransportCode0
Limited Data Rolling Bearing Fault Diagnosis with Few-shot LearningCode0
Graph-Structured Data Analysis of Component Failure in Autonomous Cargo Ships Based on Feature FusionCode0
An Intelligent Approach to Detecting Novel Fault Classes for Centrifugal Pumps Based on Deep CNNs and Unsupervised MethodsCode0
HSE: A plug-and-play module for unified fault diagnosis foundation modelsCode0
Explainable AI for Machine Fault Diagnosis: Understanding Features’ Contribution in Machine Learning Models for Industrial Condition MonitoringCode0
Fault Identification Enhancement with Reinforcement Learning (FIERL)Code0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DANNAccuray80.22—Unverified
2LSTMAccuray61.56—Unverified