Digital Twin-Based Technical Research on Comprehensive Gear Fault Diagnosis and Structural Performance Evaluation

Digital Twin-Based Technical Research on Comprehensive Gear Fault Diagnosis and Structural Performance Evaluation

In the operation process of modern industrial equipment, as the core transmission component, the operation state of the gearbox directly affects the overall performance and service life of the equipment. However, the current gear operation is still faced with problems such as poor monitoring, a sing...

Full description

Saved in:

Bibliographic Details
Main Authors:	Qiang Zhang, Zhe Wu, Boshuo An, Ruitian Sun, Yanping Cui
Format:	Article
Language:	English
Published:	MDPI AG 2025-04-01
Series:	Sensors
Subjects:	dynamic data artificial intelligence fault diagnosis gearbox integrated form-performance
Online Access:	https://www.mdpi.com/1424-8220/25/9/2775
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Application of Deep Support Vector Machine in Gear Fault Diagnosis
by: Lei Yu, et al.
Published: (2019-08-01)

Research on Circular plot analysis method and gear fault intelligent diagnosis based on time synchronous averaging
by: XU Yonggang, et al.
Published: (2025-06-01)

Spectral Correlation Demodulation Analysis for Fault Diagnosis of Planetary Gearboxes
by: Xiaohui Duan, et al.
Published: (2025-04-01)

Gearbox Fault Diagnosis based on Time-frequency Combination Feature Extraction and Manifold Learning of MS-LTSA
by: Lingjun Xiao, et al.
Published: (2022-03-01)

Gearbox Fault Diagnosis based on LMD Approximate Entropy and PSO-ELM
by: Zhang Yuxue, et al.
Published: (2017-01-01)

Online condition monitoring and fault diagnosis in wind turbines: A comprehensive review on structure, failures, health monitoring techniques, and signal processing methods
by: Eyad Al Lahham, et al.
Published: (2025-04-01)

Geometry-Based Synchrosqueezing S-Transform with Shifted Instantaneous Frequency Estimator Applied to Gearbox Fault Diagnosis
by: Xinping Zhu, et al.
Published: (2025-01-01)

Fault Diagnosis of Gearbox based on Multi-fractal and PSO-SVM
by: Li Sha, et al.
Published: (2015-01-01)

GearFaultNet: Novel Network for Automatic and Early Detection of Gearbox Faults
by: Proma Dutta, et al.
Published: (2024-01-01)

RESEARCH ON GEARBOX FAULT DIAGNOSIS BASE ON ISOMAP AND IGA-SVM
by: LIU ZhiChuan, et al.
Published: (2016-01-01)

Research on Gearbox Fault Diagnosis based on Improved LMD Algorithm
by: Haibo Xing, et al.
Published: (2020-12-01)

Fault Early Warning of Wind Turbine Gearbox Based on Machine Learning
by: CHEN Yanan, et al.
Published: (2021-01-01)

Fault Diagnosis of Vehicle Gearbox based on Support Vector Machine Optimized by Improved Beetle Antennae Search
by: Wenshan Qiao, et al.
Published: (2022-05-01)

Application of Neural Network in RailwayVehicle Gearbox Fault Diagnosis System
by: QI Zhen-guo, et al.
Published: (2014-01-01)

Fault Diagnosis of Gearbox Bearings of High-speed Train Based on the SVD-MOMEDA
by: Dan ZHU, et al.
Published: (2020-03-01)

Fault Diagnosis Method of Rolling Bearing Based on 1D Multi-Channel Improved Convolutional Neural Network in Noisy Environment
by: Huijuan Guo, et al.
Published: (2025-04-01)

Planetary Gearboxes Fault Diagnosis Based on Markov Transition Fields and SE-ResNet
by: Yanyan Liu, et al.
Published: (2024-11-01)

A Hierarchical Attention-Guided Data–Knowledge Fusion Network for Few-Shot Gearboxes’ Fault Diagnosis
by: Xin Feng, et al.
Published: (2025-06-01)

FAULT DIAGNOSIS OF GEARBOX UNDER VARIABLE WORKING CONDITION BASED ON WEIGHTED SUBDOMAIN ADAPTIVE ADVERSARIAL NETWORK
by: ZHANG Huiyun, et al.
Published: (2025-03-01)

Fault diagnosis of planetary gearboxes based on bispectral composite spectral features of torsional vibration modulation signals
by: ZHANG Yibao, et al.
Published: (2025-04-01)

Semi-supervised gearbox fault diagnosis under variable working conditions based on masked contrastive learning
by: ZHANG Huiyun, et al.
Published: (2025-06-01)

A Lightweight Fault Diagnosis Method Based on Knowledge Distillation Under Time-Varying Rotational Speeds
by: Xiwang Yang, et al.
Published: (2025-01-01)

Fault Diagnosis of Gearboxes based on Time Varying Filter for Empirical Mode Decomposition
by: Lin Jinshan, et al.
Published: (2018-01-01)

Fault Diagnosis of Wind-turbine Gearboxes based on Fourier Decomposition Method
by: Lin Jinshan, et al.
Published: (2018-01-01)

Gearbox Fault Diagnosis Based on Adaptive Variational Mode Decomposition–Stationary Wavelet Transform and Ensemble Refined Composite Multiscale Fluctuation Dispersion Entropy
by: Xiang Wang, et al.
Published: (2024-11-01)

YConvFormer: A Lightweight and Robust Transformer for Gearbox Fault Diagnosis with Time–Frequency Fusion
by: Yihang Peng, et al.
Published: (2025-08-01)

Fault Diagnosis Method of Planetary Gearboxes Based on LMD Permutation Entropy and BP Neural Network
by: Gao Sujie, et al.
Published: (2022-10-01)

Fault Diagnosis of Wind Turbine Gearbox based on EEMD Wavelet Threshold Denoising and CS-BP Neural Network
by: Wang Hongjun, et al.
Published: (2019-01-01)

Research and Prospects of Digital Twin-Based Fault Diagnosis of Electric Machines
by: Jiaqi Hu, et al.
Published: (2025-04-01)

A Comprehensive Review of Remaining Useful Life Estimation Approaches for Rotating Machinery
by: Shahil Kumar, et al.
Published: (2024-11-01)

APPLICATION OF IMPROVED GWO-SVM IN WIND TURBINE GEARBOX FAULT DIAGNOSIS
by: HU Xuan, et al.
Published: (2021-01-01)

Efficient Gearbox Fault Diagnosis Based on Improved Multi-Scale CNN with Lightweight Convolutional Attention
by: Bin Yuan, et al.
Published: (2025-04-01)

A Self-adaptive CS Algorithm and Its Application in Fault Diagnosis of Wind Turbine Gearboxes
by: Xiong Yan, et al.
Published: (2023-01-01)

Gearbox Fault Diagnosis Under Noise and Variable Operating Conditions Using Multiscale Depthwise Separable Convolution and Bidirectional Gated Recurrent Unit with a Squeeze-and-Excitation Attention Mechanism
by: Xiaoteng Ma, et al.
Published: (2025-05-01)

Gearbox Fault Diagnosis based on Improved LMD and BP Neural Network
by: Lei He, et al.
Published: (2020-01-01)

Fault Diagnosis of Planetary Gearbox Based on Hierarchical Refined Composite Multiscale Fuzzy Entropy and Optimized LSSVM
by: Xin Xia, et al.
Published: (2025-05-01)

Compound Fault Diagnosis for Gearbox based on Variational ModeDecomposition and Correlated Kurtosis
by: Zhang Xin, et al.
Published: (2019-01-01)

Study on On-line Detection Method of Heavy Duty Truck Gearbox Assembly Quality based on Wavelet Analysis
by: Zheng Zou, et al.
Published: (2021-03-01)

Gearbox Fault Diagnosis Based on the LMD Cloud Model and PSO-KELM
by: Zhao Xiaohui, et al.
Published: (2023-02-01)

Application of GA-ACO Optimized BP Neural Network in Fault Diagnosis of Planetary Gearbox
by: Chang Gao, et al.
Published: (2021-03-01)