Deep learning-based framework for the observation of real-time melt pool and detection of anomaly in wire-arc additive manufacturing

A comparative study of machine learning algorithms in the prediction of bead geometry in wire-arc additive manufacturing

(2023) Mukesh Chandra et al.   International Journal of Interactive Design and Manufacturing - IJIDeM

Online monitoring of wire arc additive manufacturing process: a review

(2023) Emalyn Damyra Idza Azizul Izham et al.   Advances in Materials and Processing Technologies

YOLO-v1 to YOLO-v8, the Rise of YOLO and Its Complementary Nature toward Digital Manufacturing and Industrial Defect Detection

(2023) Muhammad Hussain   Machines

Real-time anomaly detection using convolutional neural network in wire arc additive manufacturing: Molybdenum material

(2022) Hae-Won Cho et al.   JOURNAL OF MATERIALS PROCESSING TECHNOLOGY

A data-driven machine learning approach for the 3D printing process optimisation

(2022) Phuong Dong Nguyen et al.   Virtual and Physical Prototyping

Digital technologies, healthcare and Covid-19: insights from developing and emerging nations

(2022) Mukesh Chandra et al.   Health and Technology

State-of-the-Art Review of Machine Learning Applications in Additive Manufacturing; from Design to Manufacturing and Property Control

(2022) Garshasp Keyvan Sarkon et al.   ARCHIVES OF COMPUTATIONAL METHODS IN ENGINEERING

A Review on Machine Learning, Big Data Analytics, and Design for Additive Manufacturing for Aerospace Applications

(2022) Satish Chinchanikar et al.   JOURNAL OF MATERIALS ENGINEERING AND PERFORMANCE

Height control in GMA-AM using external wire as controlling variable

(2022) Yiyang Zhang et al.   MATERIALS AND MANUFACTURING PROCESSES

Processing Techniques, Microstructural and Mechanical Properties of Wire Arc Additive Manufactured Stainless Steel: A Review

(2022) Sumit K. Sharma et al.   Journal of The Institution of Engineers (India): Series C

A systematic review on data of additive manufacturing for machine learning applications: the data quality, type, preprocessing, and management

(2022) Ying Zhang et al.   JOURNAL OF INTELLIGENT MANUFACTURING

Deep learning based online metallic surface defect detection method for wire and arc additive manufacturing

(2022) Wenhao Li et al.   ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING

Enhancing the Properties of Aluminum Alloys Fabricated Using Wire + Arc Additive Manufacturing Technique - A Review

(2021) M.M. Tawfik et al.   Journal of Materials Research and Technology-JMR&T

Machine learning in manufacturing and industry 4.0 applications

(2021) Rahul Rai et al.   INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH

Assessment of Process, Parameters, Residual Stress Mitigation, Post Treatments and Finite Element Analysis Simulations of Wire Arc Additive Manufacturing Technique

(2021) M. D. Barath Kumar et al.   METALS AND MATERIALS INTERNATIONAL

Review of Aluminum Alloy Development for Wire Arc Additive Manufacturing

(2021) Geir Langelandsvik et al.   Materials

Development of Defect Detection AI Model for Wire + Arc Additive Manufacturing Using High Dynamic Range Images

(2021) Chaekyo Lee et al.   Applied Sciences-Basel

Active disturbance rejection control of layer width in wire arc additive manufacturing based on deep learning

(2021) Yiming Wang et al.   Journal of Manufacturing Processes

Machine learning for metal additive manufacturing: Towards a physics-informed data-driven paradigm

(2021) Shenghan Guo et al.   JOURNAL OF MANUFACTURING SYSTEMS

Metal Additive Manufacturing for Satellites and Rockets

(2021) Tomasz Blachowicz et al.   Applied Sciences-Basel

Metal additive manufacturing in aerospace: A review

(2021) Byron Blakey-Milner et al.   MATERIALS & DESIGN

Prediction of the interpass temperature of a wire arc additive manufactured wall: FEM simulations and artificial neural network

(2021) Francisco Werley Cipriano Farias et al.   Additive Manufacturing

Wire arc additive manufacturing of Ti6AL4V using active interpass cooling

(2020) Donghong Ding et al.   MATERIALS AND MANUFACTURING PROCESSES

Wire Arc Additive Manufacturing of Stainless Steels: A Review

(2020) Wanwan Jin et al.   Applied Sciences-Basel

An overview of wire arc additive manufacturing (WAAM) in shipbuilding industry

(2020) Ahmet Taşdemir et al.   Ships and Offshore Structures

Model-free adaptive iterative learning control of melt pool width in wire arc additive manufacturing

(2020) Chunyang Xia et al.   The International Journal of Advanced Manufacturing Technology

Automatic defects detection and classification of low carbon steel WAAM products using improved remanence/magneto-optical imaging and cost-sensitive convolutional neural network

(2020) Xiang He et al.   MEASUREMENT

Thermal management in WAAM through the CMT Advanced process and an active cooling technique

(2020) Fernando Matos Scotti et al.   Journal of Manufacturing Processes

Digital Twins for Additive Manufacturing: A State-of-the-Art Review

(2020) Li Zhang et al.   Applied Sciences-Basel

Design and Parameter Identification of Wire and Arc Additively Manufactured (WAAM) Steel Bars for Use in Construction

(2019) Johanna Müller et al.   Metals

Automated defect classification of Aluminium 5083 TIG welding using HDR camera and neural networks

(2019) Daniel Bacioiu et al.   Journal of Manufacturing Processes

Toward the digital twin of additive manufacturing: Integrating thermal simulations, sensing, and analytics to detect process faults

(2019) Aniruddha Gaikwad et al.   IISE Transactions

A review of wire arc additive manufacturing and advances in wire arc additive manufacturing of aluminium

(2018) K. S. Derekar   MATERIALS SCIENCE AND TECHNOLOGY

Additive manufacturing of metallic components – Process, structure and properties

(2018) T. DebRoy et al.   PROGRESS IN MATERIALS SCIENCE

Determination of Surface Roughness in Wire and Arc Additive Manufacturing Based on Laser Vision Sensing

(2018) Jun Xiong et al.   Chinese Journal of Mechanical Engineering

On-line monitoring and model-free adaptive control of weld penetration in VPPAW based on extreme learning machine

(2018) Di Wu et al.   IEEE Transactions on Industrial Informatics

Obtaining uniform deposition with variable wire feeding direction during wire-feed additive manufacturing

(2017) Qianru Wu et al.   MATERIALS AND MANUFACTURING PROCESSES

Wire + Arc Additive Manufacturing

(2016) S. W. Williams et al.   MATERIALS SCIENCE AND TECHNOLOGY

Wire-feed additive manufacturing of metal components: technologies, developments and future interests

(2015) Donghong Ding et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

The Pascal Visual Object Classes (VOC) Challenge

(2009) Mark Everingham et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION