Towards the next generation of machine learning models in additive manufacturing: A review of process dependent material evolution
Additive manufacturing facilitates producing of complex parts due to its design freedom in a
wide range of applications. Despite considerable advancements in additive manufacturing …
wide range of applications. Despite considerable advancements in additive manufacturing …
Machine learning for metal additive manufacturing: Towards a physics-informed data-driven paradigm
Abstract Machine learning (ML) has shown to be an effective alternative to physical models
for quality prediction and process optimization of metal additive manufacturing (AM) …
for quality prediction and process optimization of metal additive manufacturing (AM) …
A review of machine learning techniques for process and performance optimization in laser beam powder bed fusion additive manufacturing
Laser beam powder bed fusion (LB-PBF) is a widely-used metal additive manufacturing
process due to its high potential for fabrication flexibility and quality. Its process and …
process due to its high potential for fabrication flexibility and quality. Its process and …
A systematic literature review on recent trends of machine learning applications in additive manufacturing
Additive manufacturing (AM) offers the advantage of producing complex parts more
efficiently and in a lesser production cycle time as compared to conventional subtractive …
efficiently and in a lesser production cycle time as compared to conventional subtractive …
A physics-informed machine learning model for porosity analysis in laser powder bed fusion additive manufacturing
To control part quality, it is critical to analyze pore generation mechanisms, laying theoretical
foundation for future porosity control. Current porosity analysis models use machine setting …
foundation for future porosity control. Current porosity analysis models use machine setting …
Process optimization of complex geometries using feed forward control for laser powder bed fusion additive manufacturing
Additive manufacturing (AM) enables the fabrication of complex designs that are difficult to
create by other means. Metal parts manufactured by laser powder bed fusion (LPBF) can …
create by other means. Metal parts manufactured by laser powder bed fusion (LPBF) can …
A systematic review on data of additive manufacturing for machine learning applications: the data quality, type, preprocessing, and management
Additive manufacturing (AM) techniques are maturing and penetrating every aspect of the
industry. With more and more design, process, structure, and property data collected …
industry. With more and more design, process, structure, and property data collected …
A stochastic scan strategy for grain structure control in complex geometries using electron beam powder bed fusion
Spatial control of microstructure within a three-dimensional component has been a dream of
materials scientists for centuries. However, limitations in traditional manufacturing processes …
materials scientists for centuries. However, limitations in traditional manufacturing processes …
Microstructure and properties of additively manufactured Al–Ce–Mg alloys
Additive manufacturing of aluminum alloys is largely dominated by a near-eutectic Al-Si
compositions, which are highly weldable, but have mechanical properties that are not …
compositions, which are highly weldable, but have mechanical properties that are not …
Photodiode-based machine learning for optimization of laser powder bed fusion parameters in complex geometries
The quality of parts produced through laser powder bed fusion additive manufacturing can
be irregular, with complex geometries sometimes exhibiting dimensional inaccuracies and …
be irregular, with complex geometries sometimes exhibiting dimensional inaccuracies and …