[HTML][HTML] In-situ sensing, process monitoring and machine control in Laser Powder Bed Fusion: A review
Process monitoring and sensing is widely used across many industries for quality
assurance, and for increasing machine uptime and reliability. Though still in the emergent …
assurance, and for increasing machine uptime and reliability. Though still in the emergent …
A review of the process physics and material screening methods for polymer powder bed fusion additive manufacturing
Powder bed fusion (PBF) is one of seven different classes of additive manufacturing (AM)
technologies identified by ASTM and ISO. In polymer PBF, an infra-red energy source …
technologies identified by ASTM and ISO. In polymer PBF, an infra-red energy source …
[HTML][HTML] Influence of particle morphology and size distribution on the powder flowability and laser powder bed fusion manufacturability of Ti-6Al-4V alloy
Laser powder bed fusion (LPBF) additive manufacturing technology is sensitive to variations
in powder particle morphology and size distribution. However, the absence of a clear link …
in powder particle morphology and size distribution. However, the absence of a clear link …
Process modeling in laser powder bed fusion towards defect detection and quality control via machine learning: The state-of-the-art and research challenges
In recent years, machine learning (ML) techniques have been extensively investigated to
strengthen the understanding of the complex process dynamics underlying metal additive …
strengthen the understanding of the complex process dynamics underlying metal additive …
A review on measurement science needs for real-time control of additive manufacturing metal powder bed fusion processes
Additive manufacturing technologies are increasingly used in the development of new
products. However, variations in part quality in terms of material properties, dimensional …
products. However, variations in part quality in terms of material properties, dimensional …
Review of intelligence for additive and subtractive manufacturing: current status and future prospects
Additive manufacturing (AM), an enabler of Industry 4.0, recently opened limitless
possibilities in various sectors covering personal, industrial, medical, aviation and even …
possibilities in various sectors covering personal, industrial, medical, aviation and even …
A framework driven by physics-guided machine learning for process-structure-property causal analytics in additive manufacturing
Abstract Data analytics with Machine Learning (ML) using physics knowledge and big data
offers high potential to continuously transform raw data to newfound knowledge of Process …
offers high potential to continuously transform raw data to newfound knowledge of Process …
[HTML][HTML] A machine learning guided investigation of quality repeatability in metal laser powder bed fusion additive manufacturing
Additive manufacturing has entered the phase of industrial adoption, for which its quality
repeatability is of vital importance to industries where functional parts with consistent …
repeatability is of vital importance to industries where functional parts with consistent …
Feedforward control of thermal history in laser powder bed fusion: Toward physics-based optimization of processing parameters
We developed and applied a model-driven feedforward control approach to mitigate thermal-
induced flaw formation in laser powder bed fusion (LPBF) additive manufacturing process …
induced flaw formation in laser powder bed fusion (LPBF) additive manufacturing process …
[HTML][HTML] Machine learning-assisted in-situ adaptive strategies for the control of defects and anomalies in metal additive manufacturing
In metal additive manufacturing (AM), the material microstructure and part geometry are
formed incrementally. Consequently, the resulting part could be defect-and anomaly-free if …
formed incrementally. Consequently, the resulting part could be defect-and anomaly-free if …