A deep-learning-based in-situ surface anomaly detection methodology for laser directed energy deposition via powder feeding

Towards Machine Learning for Error Compensation in Additive Manufacturing

(2021) Amzar Omairi et al.   Applied Sciences-Basel

Hybrid machine learning-enabled adaptive welding speed control

(2021) Joseph Kershaw et al.   Journal of Manufacturing Processes

End-to-end prediction of weld penetration: A deep learning and transfer learning based method

(2020) Wenhua Jiao et al.   Journal of Manufacturing Processes

A tutorial on deep learning-based data analytics in manufacturing through a welding case study

(2020) Qiyue Wang et al.   Journal of Manufacturing Processes

A review on in situ monitoring technology for directed energy deposition of metals

(2020) Zi-jue Tang et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Optimization of selective laser melting process parameters for Ti-6Al-4V alloy manufacturing using deep learning

(2020) Dinh Son Nguyen et al.   Journal of Manufacturing Processes

Real-time detection of cooling rate using pyrometers in tandem in laser material processing and directed energy deposition

(2020) Amal M. Nair et al.   MATERIALS LETTERS

Precise control of variable-height laser metal deposition using a height memory strategy

(2020) Tuo Shi et al.   Journal of Manufacturing Processes

Rapid surface defect identification for additive manufacturing with in-situ point cloud processing and machine learning

(2020) Lequn Chen et al.   Virtual and Physical Prototyping

Development of an Intra-Layer Adaptive Toolpath Generation Control Procedure in the Laser Metal Wire Deposition Process

(2019) Iker Garmendia et al.   Materials

In situ 3D monitoring and control of geometric signatures in wire and arc additive manufacturing

(2019) Shangyong Tang et al.   Surface Topography-Metrology and Properties

Random forest-based real-time defect detection of Al alloy in robotic arc welding using optical spectrum

(2019) Zhifen Zhang et al.   Journal of Manufacturing Processes

Deep Learning on Point Clouds and Its Application: A Survey

(2019) Weiping Liu et al.   SENSORS

In Situ 3D Monitoring of Geometric Signatures in the Powder-Bed-Fusion Additive Manufacturing Process via Vision Sensing Methods

(2018) Zhongwei Li et al.   SENSORS

Building digital twins of 3D printing machines

(2017) T. DebRoy et al.   SCRIPTA MATERIALIA

An Overview of Additive Manufacturing of Titanium Components by Directed Energy Deposition: Microstructure and Mechanical Properties

(2017) Abdollah Saboori et al.   Applied Sciences-Basel

A review on measurement science needs for real-time control of additive manufacturing metal powder bed fusion processes

(2016) Mahesh Mani et al.   INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH

Effect of real-time cooling rate on microstructure in Laser Additive Manufacturing

(2016) Mohammad H. Farshidianfar et al.   JOURNAL OF MATERIALS PROCESSING TECHNOLOGY

Outlier detection and robust normal-curvature estimation in mobile laser scanning 3D point cloud data

(2015) Abdul Nurunnabi et al.   PATTERN RECOGNITION

Increased stability in laser metal wire deposition through feedback from optical measurements

(2009) Almir Heralić et al.   OPTICS AND LASERS IN ENGINEERING