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1D CNN for CWRU rolling bearings dataset
A curated list of neural network pruning resources.
轴承有3种故障:外圈故障,内圈故障,滚珠故障,外加正常的工作状态。如表1所示,结合轴承的3种直径(直径1,直径2,直径3),轴承的工作状态有10类
Create your own dataset with the similar format with CIFAR10 in python version.
自己搜集和改写的压缩感知相关程序代码
Multiclass classification of vibration signals of faulty bearings
This is the source code in the paper "Temporal attention mechanism for bearing fault diagnosis in nuclear power plant rotating machines"
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Fault Diagnosis on Bearing Dataset
Filter Pruning via Geometric Median for Deep Convolutional Neural Networks Acceleration (CVPR 2019 Oral)
CEEMDAN+SampleEntropy+LSTM+RF
本科毕设
CNN for mechanical fault diagnosis
micronet, a model compression and deploy lib. compression: 1、quantization: quantization-aware-training(QAT), High-Bit(>2b)(DoReFa/Quantization and Training of Neural Networks for Efficient Integer-Arithmetic-Only Inference)、Low-Bit(≤2b)/Ternary and Binary(TWN/BNN/XNOR-Net); post-training-quantization(PTQ), 8-bit(tensorrt); 2、 pruning: normal、regular and group convolutional channel pruning; 3、 group convolution structure; 4、batch-normalization fuse for quantization. deploy: tensorrt, fp32/fp16/int8(ptq-calibration)、op-adapt(upsample)、dynamic_shape
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This repository include a one dimensional Convolutional Neural network. The used dataset is California Housing dataset.The Solution is nonlinear regression model
The notebook system with its regulations and templates.
PyTorch implementation of "Pruning Filters For Efficient ConvNets"
PyTorch Implementation of [1611.06440] Pruning Convolutional Neural Networks for Resource Efficient Inference
Proper implementation of ResNet-s for CIFAR10/100 in pytorch that matches description of the original paper.
Implementation of Squeezenet in pytorch, pretrained models on Cifar 10 data to come
Soft Filter Pruning for Accelerating Deep Convolutional Neural Networks
Toy example of a tool to optimize CNN layers widths, according their SVD decomposition
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