Towards a generic physics-based machine learning model for geometry invariant thermal history prediction in additive manufacturing

Feature Engineering for Surrogate Models of Consolidation Degree in Additive Manufacturing

(2021) Mriganka Roy et al.   Materials

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

Geometry-agnostic data-driven thermal modeling of additive manufacturing processes using graph neural networks

(2021) Mojtaba Mozaffar 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

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

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

Revisiting fundamental welding concepts to improve additive manufacturing: From theory to practice

(2019) J.P. Oliveira et al.   PROGRESS IN MATERIALS SCIENCE

A new method to estimate the residual stresses in additive manufacturing characterized by point heat source

(2019) Li Sun et al.   INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY

A decision-support model for selecting additive manufacturing versus subtractive manufacturing based on energy consumption

(2018) J.K. Watson et al.   JOURNAL OF CLEANER PRODUCTION

Additive manufacturing of metallic components – Process, structure and properties

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

Thermo-mechanical model for simulating laser cladding induced residual stresses with single and multiple clad beads

(2015) Youxiang Chew et al.   JOURNAL OF MATERIALS PROCESSING TECHNOLOGY

Machine learning applications in cancer prognosis and prediction

(2015) Konstantina Kourou et al.   Computational and Structural Biotechnology Journal

Permutation importance: a corrected feature importance measure

(2010) André Altmann et al.   BIOINFORMATICS