Tool Wear Prediction Model Using Multi-Channel 1D Convolutional Neural Network and Temporal Convolutional Network

Tool Wear Prediction Model Using Multi-Channel 1D Convolutional Neural Network and Temporal Convolutional Network

Tool wear prediction can ensure product quality and production efficiency during manufacturing. Although traditional methods have achieved some success, they often face accuracy and real-time performance limitations. The current study combines multi-channel 1D convolutional neural networks (1D-CNNs)...

Full description

Bibliographic Details
Main Authors:	Min Huang, Xingang Xie, Weiwei Sun, Yiming Li
Format:	Article
Language:	English
Published:	MDPI AG 2024-01-01
Series:	Lubricants
Subjects:	tool wear prediction one-dimensional convolution temporal convolutional network
Online Access:	https://www.mdpi.com/2075-4442/12/2/36

Similar Items

Intelligent Tool Wear Monitoring Method Using a Convolutional Neural Network and an Informer
by: Xingang Xie, et al.
Published: (2023-09-01)

Tool Wear Prediction Based on a Multi-Scale Convolutional Neural Network with Attention Fusion
by: Qingqing Huang, et al.
Published: (2022-10-01)

Overview of Tool Wear Monitoring Methods Based on Convolutional Neural Network
by: Qun Wang, et al.
Published: (2021-12-01)

Automatic Identification of Tool Wear Based on Convolutional Neural Network in Face Milling Process
by: Xuefeng Wu, et al.
Published: (2019-09-01)

A Novel Multivariate Cutting Force-Based Tool Wear Monitoring Method Using One-Dimensional Convolutional Neural Network
by: Xu Yang, et al.
Published: (2022-10-01)

Tool Wear State Recognition Based on One-Dimensional Convolutional Channel Attention
by: Zhongling Xue, et al.
Published: (2023-10-01)

Tool Wear Predicting Based on Multisensory Raw Signals Fusion by Reshaped Time Series Convolutional Neural Network in Manufacturing
by: Zhiwen Huang, et al.
Published: (2019-01-01)

Convolution-Bidirectional Temporal Convolutional Network for Protein Secondary Structure Prediction
by: Yunqing Zhang, et al.
Published: (2022-01-01)

An Intelligent Milling Tool Wear Monitoring Methodology Based on Convolutional Neural Network with Derived Wavelet Frames Coefficient
by: Xincheng Cao, et al.
Published: (2019-09-01)

State Monitoring Method for Tool Wear in Aerospace Manufacturing Processes Based on a Convolutional Neural Network (CNN)
by: Wei Dai, et al.
Published: (2021-11-01)

MFDGCN: Multi-Stage Spatio-Temporal Fusion Diffusion Graph Convolutional Network for Traffic Prediction
by: Zhengyan Cui, et al.
Published: (2022-03-01)

MSTCN: A multiscale temporal convolutional network for user independent human activity recognition [version 2; peer review: 2 approved, 1 approved with reservations]
by: Sarmela Raja Sekaran, et al.
Published: (2022-05-01)

Action Recognition by an Attention-Aware Temporal Weighted Convolutional Neural Network
by: Le Wang, et al.
Published: (2018-06-01)

Remaining Useful Life Prognostics of Bearings Based on a Novel Spatial Graph-Temporal Convolution Network
by: Peihong Li, et al.
Published: (2021-06-01)

Short-term prediction for wind power based on temporal convolutional network
by: Ruijin Zhu, et al.
Published: (2020-12-01)

Remaining Useful Life Prediction of Bearings Based on Convolution Attention Mechanism and Temporal Convolution Network
by: Haitao Wang, et al.
Published: (2023-01-01)

Prognosis of Bearing and Gear Wears Using Convolutional Neural Network with Hybrid Loss Function
by: Chang-Cheng Lo, et al.
Published: (2020-06-01)

Stamping Monitoring by Using an Adaptive 1D Convolutional Neural Network
by: Chih-Yung Huang, et al.
Published: (2021-01-01)

Hourly Heat Load Prediction Model Based on Temporal Convolutional Neural Network
by: Jiancai Song, et al.
Published: (2020-01-01)

Spatial-Temporal Dynamic Graph Convolutional Neural Network for Traffic Prediction
by: Wenjuan Xiao, et al.
Published: (2023-01-01)

MD-GCN: A Multi-Scale Temporal Dual Graph Convolution Network for Traffic Flow Prediction
by: Xiaohui Huang, et al.
Published: (2023-01-01)

Temporal‐enhanced graph convolution network for skeleton‐based action recognition
by: Yulai Xie, et al.
Published: (2022-04-01)

Graph learning-based spatial-temporal graph convolutional neural networks for traffic forecasting
by: Na Hu, et al.
Published: (2022-12-01)

Protein secondary structure prediction based on Wasserstein generative adversarial networks and temporal convolutional networks with convolutional block attention modules
by: Lu Yuan, et al.
Published: (2023-01-01)

Tool Condition Monitoring with Convolutional Neural Network for Milling Tools and Turning Inserts
by: Achmad Pratama Rifai, et al.
Published: (2023-04-01)

Fault Diagnosis for Aircraft Hydraulic Systems via One-Dimensional Multichannel Convolution Neural Network
by: Kenan Shen, et al.
Published: (2022-07-01)

ECG Classification Using an Optimal Temporal Convolutional Network for Remote Health Monitoring
by: Ali Rida Ismail, et al.
Published: (2023-02-01)

ERGCN: Enhanced Relational Graph Convolution Network, an Optimization for Entity Prediction Tasks on Temporal Knowledge Graphs
by: Yinglin Wang, et al.
Published: (2022-12-01)

A Haze Prediction Method Based on One-Dimensional Convolutional Neural Network
by: Ziyan Zhang, et al.
Published: (2021-10-01)

State of Health Prediction of Lithium-Ion Battery Based on Deep Dilated Convolution
by: Pengyu Fu, et al.
Published: (2022-12-01)

Multi-Step-Ahead Electricity Price Forecasting Based on Temporal Graph Convolutional Network
by: Haokun Su, et al.
Published: (2022-07-01)

Research on a Tool Wear Monitoring Algorithm Based on Residual Dense Network
by: Yiting Li, et al.
Published: (2019-06-01)

Interactive Temporal Recurrent Convolution Network for Traffic Prediction in Data Centers
by: Xiaofeng Cao, et al.
Published: (2018-01-01)

Mountain Forest Type Classification Based on One-Dimensional Convolutional Neural Network
by: Maoyang Bai, et al.
Published: (2023-09-01)

Radar Emitter Signal Recognition Based on One-Dimensional Convolutional Neural Network with Attention Mechanism
by: Bin Wu, et al.
Published: (2020-11-01)

Spatial-temporal hypergraph convolutional network for traffic forecasting
by: Zhenzhen Zhao, et al.
Published: (2023-07-01)

Temporal convolutional networks for transient simulation of high-speed channels
by: Chan Hong Goay, et al.
Published: (2023-07-01)

Hardhat-Wearing Detection Based on a Lightweight Convolutional Neural Network with Multi-Scale Features and a Top-Down Module
by: Lu Wang, et al.
Published: (2020-03-01)

SASTGCN: A Self-Adaptive Spatio-Temporal Graph Convolutional Network for Traffic Prediction
by: Wei Li, et al.
Published: (2023-08-01)

Human Motion Prediction via Dual-Attention and Multi-Granularity Temporal Convolutional Networks
by: Biaozhang Huang, et al.
Published: (2023-06-01)