Gearbox Fault Diagnosis based on GAF-inceptionResNet

Gearbox Fault Diagnosis based on GAF-inceptionResNet

In order to improve the accuracy of gearbox fault diagnosis and accurately express the health status of the gearbox， combined with deep learning algorithms， a GAF-inceptionResNet model for gear fault diagnosis is proposed. The model can directly take the original one-dimensional vibration signal aft...

Full description

Bibliographic Details
Main Authors:	Changwen Li, Peng Li, Hua Ding
Format:	Article
Language:	zho
Published:	Editorial Office of Journal of Mechanical Transmission 2022-05-01
Series:	Jixie chuandong
Subjects:	Gearbox Fault diagnosis GAF Vibration signal Deep residual network
Online Access:	http://www.jxcd.net.cn/thesisDetails#10.16578/j.issn.1004.2539.2022.06.020

Similar Items

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

Adaptive Multi-Channel Residual Shrinkage Networks for the Diagnosis of Multi-Fault Gearbox
by: Wenxian Chen, et al.
Published: (2023-01-01)

Research on Early Fault Identification of Cables Based on the Fusion of MTF-GAF and Multi-Head Attention Mechanism Features
by: Hao Wu, et al.
Published: (2024-01-01)

Gearbox Fault Diagnosis Based on ICEEMDAN-MPE-AWT and SE-ResNeXt50 Transfer Learning Model
by: Hongfeng Gao, et al.
Published: (2024-03-01)

A Two-Stage Framework for Time-Frequency Analysis and Fault Diagnosis of Planetary Gearboxes
by: Pinyang Zhang, et al.
Published: (2023-04-01)

Intelligent Fault Diagnosis of Planetary Gearbox Across Conditions Based on Subdomain Distribution Adversarial Adaptation
by: Songjun Han, et al.
Published: (2024-10-01)

Bearing fault diagnosis based on Gramian angular field and DenseNet
by: Yajing Zhou, et al.
Published: (2022-09-01)

Novel Fault Diagnosis of Bearings and Gearboxes Based on Simultaneous Processing of Spectral Kurtoses
by: Len Gelman, et al.
Published: (2022-10-01)

Multi-mode fault diagnosis datasets of gearbox under variable working conditions
by: Shijin Chen, et al.
Published: (2024-06-01)

Multi-Stage Feature Selection by Using Genetic Algorithms for Fault Diagnosis in Gearboxes Based on Vibration Signal
by: Mariela Cerrada, et al.
Published: (2015-09-01)

Research on Gearbox Fault Diagnosis Based on LMD Energy Entropy
by: Xu Le, et al.
Published: (2022-10-01)

Fabrication of a test rig for gearbox fault simulation and diagnosis
by: Asaad Abdulhussein Dubaish, et al.
Published: (2023-03-01)

Gearbox Composite Fault Diagnosis based on MRSVD Energy Characteristic and KFCM
by: Haiying Liang, et al.
Published: (2019-09-01)

Multi-Band Torsional Vibration Amplitude Demodulation for Planetary Gearbox Fault Diagnosis Under Time-Varying Speed Conditions
by: Xiaowang Chen, et al.
Published: (2025-01-01)

Fault Diagnosis of Gearbox based on Singular Spectrum and Redundant Lifting Wavelet Analysis
by: Kang Wei, et al.
Published: (2018-01-01)

Fault Diagnosis of Wind Turbine Gearbox based on LSGAN and VMD-MPE-KELM
by: Cihai Qin, et al.
Published: (2021-11-01)

Fault diagnosis of tractor auxiliary gearbox using vibration analysis and random forest classifier
by: Mohammad Hosseinpour-Zarnaq, et al.
Published: (2022-03-01)

STCS-GAF: Spatio-Temporal Compressive Sensing in Wireless Sensor Networks- A GAF-Based Approach
by: M. Ghaderi, et al.
Published: (2018-06-01)

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

Research on the Gearbox Fault Diagnosis Method Based on Multi-Model Feature Fusion
by: Fengyun Xie, et al.
Published: (2022-12-01)

Novel Higher-Order Spectral Cross-Correlation Technologies for Vibration Sensor-Based Diagnosis of Gearboxes
by: Len Gelman, et al.
Published: (2020-09-01)

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

Fault Diagnosis of Gearbox based on Multifractal Detrended Cross- correlation Analysis
by: Lin Jinshan, et al.
Published: (2016-01-01)

Fault Diagnosis of Wind Turbine Gearbox Under Nonstationary Condition based on Order Analysis
by: Dengli Zhao, et al.
Published: (2020-12-01)

Modified Singular Spectrum Decomposition and Its Application to Composite Fault Diagnosis of Gearboxes
by: Junyuan Wang, et al.
Published: (2018-12-01)

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

Review on Fault Diagnosis Technology for High-speed EMU Gearboxes
by: Zhang Jianchao, et al.
Published: (2023-03-01)

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

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)

An Adaptive Fusion Convolutional Denoising Network and Its Application to the Fault Diagnosis of Shore Bridge Lift Gearbox
by: Rongqiang Zhao, et al.
Published: (2022-05-01)

An Adversarial Single-Domain Generalization Network for Fault Diagnosis of Wind Turbine Gearboxes
by: Xinran Wang, et al.
Published: (2023-12-01)

Research on Bearing Fault Diagnosis of Wind Turbine Gearbox Based on 1DCNN-PSO-SVM
by: Xiaolin Zhang, et al.
Published: (2020-01-01)

Development of Compound Fault Diagnosis System for Gearbox Based on Convolutional Neural Network
by: Ming-Chang Lin, et al.
Published: (2020-10-01)

An Active Learning Method Based on Uncertainty and Complexity for Gearbox Fault Diagnosis
by: Jiayu Chen, et al.
Published: (2019-01-01)

Vibration Separation Methodology Compensated by Time-Varying Transfer Function for Fault Diagnosis of Non-Hunting Tooth Planetary Gearbox
by: Shuiguang Tong, et al.
Published: (2022-01-01)

A Hybrid Gearbox Fault Diagnosis Method Based on GWO-VMD and DE-KELM
by: Gang Yao, et al.
Published: (2021-05-01)

Wind Turbine Gearbox Fault Diagnosis Based on Improved EEMD and Hilbert Square Demodulation
by: Huanguo Chen, et al.
Published: (2017-01-01)

Gearbox Tooth Cut Fault Diagnostics Using Acoustic Emission and Vibration Sensors — A Comparative Study
by: Yongzhi Qu, et al.
Published: (2014-01-01)

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

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