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Journal ArticleDOI

Deep Convolutional Neural Network Framework for Diagnostics of Planetary Gearboxes Under Dynamic Loading With Feature-Level Data Fusion

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This article is published in Journal of Vibration and Acoustics.The article was published on 2022-06-01. It has received 2 citations till now. The article focuses on the topics: Feature (computer vision) & Convolutional neural network.

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Proceedings ArticleDOI

Automatic Feature Extraction for Bearings' Degradation Assessment using Minimally Pre-processed Time series and Multi-modal Feature Learning

TL;DR: In this article , an architecture based on autoencoders is used to automatically extract degradation-representative features from minimally preprocessed time series of vibration and temperature data, and different autoencoder architectures are implemented to compare different data fusion strategies.
Proceedings ArticleDOI

FEM Analysis of Time-Varying Meshing Stiffness of Wind Turbine Isolated Planetary Gear

TL;DR: In this article , a finite element method is utilized to determine the time-varying meshing stiffness (TVMS) of isolated sun-planet pair of a healthy planetary gear model.
References
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Posted Content

Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift

TL;DR: Batch Normalization as mentioned in this paper normalizes layer inputs for each training mini-batch to reduce the internal covariate shift in deep neural networks, and achieves state-of-the-art performance on ImageNet.
Journal ArticleDOI

A New Deep Learning Model for Fault Diagnosis with Good Anti-Noise and Domain Adaptation Ability on Raw Vibration Signals

TL;DR: A novel method named Deep Convolutional Neural Networks with Wide First-layer Kernels (WDCNN), which can not only achieve 100% classification accuracy on normal signals, but also outperform the state-of-the-art DNN model which is based on frequency features under different working load and noisy environment conditions.
Journal ArticleDOI

Condition monitoring and fault diagnosis of planetary gearboxes: A review

TL;DR: This paper aims to review and summarize publications on condition monitoring and fault diagnosis of planetary gearboxes and provide comprehensive references for researchers interested in this topic.
Journal ArticleDOI

Analytical Characterization of the Unique Properties of Planetary Gear Free Vibration

TL;DR: In this article, an analytical model of planetary gears was developed to investigate their natural frequencies and vibration modes, where the specia structure results from the cyclic symmetry of the planetary gears.
Journal ArticleDOI

An Implantable Wireless Neural Interface System for Simultaneous Recording and Stimulation of Peripheral Nerve with a Single Cuff Electrode.

TL;DR: A novel implantable wireless neural interface system for simultaneous neural signal recording and stimulation using a single cuff electrode is suggested, which successfully recorded and stimulated the tibial and peroneal nerves while communicating with the external device.