Tool wear classification using time series imaging and deep learning

Machine Health Monitoring Using Local Feature-Based Gated Recurrent Unit Networks

(2018) Rui Zhao et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Deep learning for smart manufacturing: Methods and applications

(2018) Jinjiang Wang et al.   JOURNAL OF MANUFACTURING SYSTEMS

Force-based tool wear estimation for milling process using Gaussian mixture hidden Markov models

(2017) Dongdong Kong et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Real-time vibration-based structural damage detection using one-dimensional convolutional neural networks

(2017) Osama Abdeljaber et al.   JOURNAL OF SOUND AND VIBRATION

Multisensory fusion based virtual tool wear sensing for ubiquitous manufacturing

(2017) Jinjiang Wang et al.   ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING

Learning to Monitor Machine Health with Convolutional Bi-Directional LSTM Networks

(2017) Rui Zhao et al.   SENSORS

An Ensemble Deep Convolutional Neural Network Model with Improved D-S Evidence Fusion for Bearing Fault Diagnosis

(2017) Shaobo Li et al.   SENSORS

An advanced numerical approach on tool wear simulation for tool and process design in metal cutting

(2017) M. Binder et al.   SIMULATION MODELLING PRACTICE AND THEORY

Cost-Sensitive Learning of Deep Feature Representations From Imbalanced Data

(2017) Salman H. Khan et al.   IEEE Transactions on Neural Networks and Learning Systems

Real-Time Patient-Specific ECG Classification by 1-D Convolutional Neural Networks

(2016) Serkan Kiranyaz et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Brain Tumor Segmentation Using Convolutional Neural Networks in MRI Images

(2016) Sergio Pereira et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Performance of Machine Learning Algorithms for Class-Imbalanced Process Fault Detection Problems

(2016) Taehyung Lee et al.   IEEE TRANSACTIONS ON SEMICONDUCTOR MANUFACTURING

Adaptive resampling-based particle filtering for tool life prediction

(2015) Peng Wang et al.   JOURNAL OF MANUFACTURING SYSTEMS

Rotation-invariant convolutional neural networks for galaxy morphology prediction

(2015) Sander Dieleman et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

Deep learning

(2015) Yann LeCun et al.   NATURE

Vehicle Detection in Satellite Images by Hybrid Deep Convolutional Neural Networks

(2014) Xueyun Chen et al.   IEEE Geoscience and Remote Sensing Letters

TOOL LIFE PREDICTION USING RANDOM WALK BAYESIAN UPDATING

(2013) Jaydeep M. Karandikar et al.   MACHINING SCIENCE AND TECHNOLOGY

Deep Neural Networks for Acoustic Modeling in Speech Recognition: The Shared Views of Four Research Groups

(2012) Geoffrey Hinton et al.   IEEE SIGNAL PROCESSING MAGAZINE

The effects of cutting parameters on tool life and wear mechanisms of CBN tool in high-speed face milling of hardened steel

(2012) Xiaobin Cui et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Prognosis of Defect Propagation Based on Recurrent Neural Networks

(2011) Arnaz Malhi et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

RECURRENCE-BASED TIME SERIES ANALYSIS BY MEANS OF COMPLEX NETWORK METHODS

(2011) REIK V. DONNER et al.   INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS

Duality between Time Series and Networks

(2011) Andriana S. L. O. Campanharo et al.   PLoS One