Automated fault detection for additive manufacturing using vibration sensors

A closed-loop in-process warping detection system for fused filament fabrication using convolutional neural networks

(2020) Aditya Saluja et al.   Journal of Manufacturing Processes

Objective 3D Printed Surface Quality Assessment Based on Entropy of Depth Maps

(2019) Jarosław Fastowicz et al.   Entropy

Prediction of surface roughness in extrusion-based additive manufacturing with machine learning

(2019) Zhixiong Li et al.   ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING

In-Situ Monitoring and Diagnosing for Fused Filament Fabrication Process Based on Vibration Sensors

(2019) Yongxiang Li et al.   SENSORS

Deep Learning for In Situ and Real-Time Quality Monitoring in Additive Manufacturing Using Acoustic Emission

(2019) Sergey A. Shevchik et al.   IEEE Transactions on Industrial Informatics

1-D CNNs for structural damage detection: Verification on a structural health monitoring benchmark data

(2018) Osama Abdeljaber et al.   NEUROCOMPUTING

Intelligent Fault Diagnosis of Delta 3D Printers Using Attitude Sensors Based on Support Vector Machines

(2018) Kun He et al.   SENSORS

Digital Twin and Big Data Towards Smart Manufacturing and Industry 4.0: 360 Degree Comparison

(2018) Qinglin Qi et al.   IEEE Access

Extraction and evaluation of melt pool, plume and spatter information for powder-bed fusion AM process monitoring

(2018) Yingjie Zhang et al.   MATERIALS & DESIGN

In situ monitoring of selective laser melting using plume and spatter signatures by deep belief networks

(2018) Dongsen Ye et al.   ISA TRANSACTIONS

An improved fault diagnosis approach for FDM process with acoustic emission

(2018) Jie Liu et al.   Journal of Manufacturing Processes

Byzantine Resilient Protocol for the IoT

(2018) Antonio A. Frohlich et al.   IEEE Internet of Things Journal

Machine-Learning-Based Monitoring of Laser Powder Bed Fusion

(2018) Bodi Yuan et al.   Advanced Materials Technologies

Dislocated Time Series Convolutional Neural Architecture: An Intelligent Fault Diagnosis Approach for Electric Machine

(2017) Ruonan Liu et al.   IEEE Transactions on Industrial Informatics

Digital twin-driven product design, manufacturing and service with big data

(2017) Fei Tao et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

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

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

Real-Time Motor Fault Detection by 1-D Convolutional Neural Networks

(2016) Turker Ince et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Hierarchical adaptive deep convolution neural network and its application to bearing fault diagnosis

(2016) Xiaojie Guo et al.   MEASUREMENT

Online Real-Time Quality Monitoring in Additive Manufacturing Processes Using Heterogeneous Sensors

(2015) Prahalad K. Rao et al.   JOURNAL OF MANUFACTURING SCIENCE AND ENGINEERING-TRANSACTIONS OF THE ASME