Residual thermal stress prediction for continuous tool-paths in wire-arc additive manufacturing: a three-level data-driven method

Machine learning for metal additive manufacturing: predicting temperature and melt pool fluid dynamics using physics-informed neural networks

(2021) Qiming Zhu et al.   COMPUTATIONAL MECHANICS

Analysis of GMAW process with deep learning and machine learning techniques

(2021) Rogfel Thompson Martínez et al.   Journal of Manufacturing Processes

Modeling and analysis of microchannel autothermal methane steam reformer focusing on thermal characteristic and thermo-mechanically induced stress behavior

(2021) Zheng Li et al.   INTERNATIONAL JOURNAL OF HYDROGEN ENERGY

Thermal field prediction for welding paths in multi-layer gas metal arc welding-based additive manufacturing: A machine learning approach

(2021) Zeyu Zhou et al.   Journal of Manufacturing Processes

Online Convolutional Neural Network-based anomaly detection and quality control for Fused Filament Fabrication process

(2021) Jiaqi Lyu et al.   Virtual and Physical Prototyping

Integrated numerical modelling and deep learning for multi-layer cube deposition planning in laser aided additive manufacturing

(2021) K. Ren et al.   Virtual and Physical Prototyping

Effective residual stress prediction validated with neutron diffraction method for metal large-scale additive manufacturing

(2021) Andrzej Nycz et al.   MATERIALS & DESIGN

Semi-supervised Monitoring of Laser powder bed fusion process based on acoustic emissions

(2021) Vigneashwara Pandiyan et al.   Virtual and Physical Prototyping

Integration of artificial neural network with finite element analysis for residual stress prediction of direct metal deposition process

(2021) F. Hajializadeh et al.   Materials Today Communications

Research on support-free WAAM based on surface/interior separation and surface segmentation

(2021) Bing Liu et al.   JOURNAL OF MATERIALS PROCESSING TECHNOLOGY

A computationally efficient thermo-mechanical model for wire arc additive manufacturing

(2021) Yabin Yang et al.   Additive Manufacturing

Data-driven modeling of thermal history in additive manufacturing

(2020) Mriganka Roy et al.   Additive Manufacturing

Thermal field prediction for laser scanning paths in laser aided additive manufacturing by physics-based machine learning

(2020) K. Ren et al.   COMPUTER METHODS IN APPLIED MECHANICS AND ENGINEERING

Hatch pattern based inherent strain prediction using neural networks for powder bed fusion additive manufacturing

(2020) Lun Li et al.   Journal of Manufacturing Processes

Residual stresses in wire-arc additive manufacturing – Hierarchy of influential variables

(2020) Q. Wu et al.   Additive Manufacturing

Numerical investigation of a novel pattern for reducing residual stress in metal additive manufacturing

(2020) Li Sun et al.   JOURNAL OF MATERIALS SCIENCE & TECHNOLOGY

Metallurgy, mechanistic models and machine learning in metal printing

(2020) T. DebRoy et al.   Nature Reviews Materials

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

Burn-through prediction and weld depth estimation by deep learning model monitoring the molten pool in gas metal arc welding with gap fluctuation

(2020) Kazufumi Nomura et al.   Journal of Manufacturing Processes

Prediction of melt pool temperature in directed energy deposition using machine learning

(2020) Ziyang Zhang et al.   Additive Manufacturing

Thermal Analyses for Optimal Scanning Pattern Evaluation in Laser Aided Additive Manufacturing

(2019) K. Ren et al.   JOURNAL OF MATERIALS PROCESSING TECHNOLOGY

Deep learning–based stress prediction for bottom-up SLA 3D printing process

(2019) Aditya Khadilkar et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Real-time simulation for long paths in laser-based additive manufacturing: a machine learning approach

(2019) Emmanuel Stathatos et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

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

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

ARIMA-GMDH: a low-order integrated approach for predicting and optimizing the additive manufacturing process parameters

(2019) Osama Aljarrah et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Integration of physically-based and data-driven approaches for thermal field prediction in additive manufacturing

(2018) Jingran Li et al.   MATERIALS & DESIGN

Projection-based model reduction: Formulations for physics-based machine learning

(2018) Renee Swischuk et al.   COMPUTERS & FLUIDS

Thermo-mechanical analyses for optimized path planning in laser aided additive manufacturing processes

(2018) K. Ren et al.   MATERIALS & DESIGN

Comparison of residual stress induced by TIG and LBW in girth weld of AISI 304 stainless steel pipes

(2017) Jijin Xu et al.   JOURNAL OF MATERIALS PROCESSING TECHNOLOGY

Adaptive filling modeling of butt joints using genetic algorithm and neural network for laser welding with filler wire

(2017) Ke Zhang et al.   Journal of Manufacturing Processes

Experimental study and modeling of H13 steel deposition using laser hot-wire additive manufacturing

(2016) Zhenguo Nie et al.   JOURNAL OF MATERIALS PROCESSING TECHNOLOGY

Comparison Between Using Longitudinal and Shear Waves in Ultrasonic Stress Measurement to Investigate the Effect of Post-Weld Heat-Treatment on Welding Residual Stresses

(2015) Yashar Javadi et al.   RESEARCH IN NONDESTRUCTIVE EVALUATION

Thermomechanical finite element simulations of selective electron beam melting processes: performance considerations

(2014) Daniel Riedlbauer et al.   COMPUTATIONAL MECHANICS

A tool-path generation strategy for wire and arc additive manufacturing

(2014) Donghong Ding et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

Three-dimensional finite element analysis of thermal stress in single-pass multi-layer weld-based rapid prototyping

(2011) Huihui Zhao et al.   JOURNAL OF MATERIALS PROCESSING TECHNOLOGY

A 3D dynamic analysis of thermal behavior during single-pass multi-layer weld-based rapid prototyping

(2010) Huihui Zhao et al.   JOURNAL OF MATERIALS PROCESSING TECHNOLOGY