Home ›
Entities
› academia
› Machine learning for metal additive manufacturing: predicting temperature and melt pool fluid dynamics using physics-informed neural networks
Machine learning for metal additive manufacturing: predicting temperature and melt pool fluid dynamics using physics-informed neural networks
Research article (Computational Mechanics, 2021) · cited 450× · AI/ML
Machine learning for metal additive manufacturing: predicting temperature and melt pool fluid dynamics using physics-informed neural networks
Summary
Machine learning for metal additive manufacturing: predicting temperature and melt pool fluid dynamics using physics-informed neural networks is a scholarly article[1].
Key Facts
Machine learning for metal additive manufacturing: predicting temperature and melt pool fluid dynamics using physics-informed neural networks's instance of is recorded as scholarly article[2].
References
Programmatic citations — every numbered marker resolves to a verifiable graph row below.
Use these citations when quoting this entity in research, articles, AI prompts, or wherever provenance matters. We aggregate Wikidata + Wikipedia + authoritative open-data sources; the stitched, scored, cross-referenced view is what 4ort.xyz contributes.
APA4ort.xyz Knowledge Graph. (2026). Machine learning for metal additive manufacturing: predicting temperature and melt pool fluid dynamics using physics-informed neural networks. Retrieved May 24, 2026, from https://4ort.xyz/entity/machine-learning-for-metal-additive-manufacturing-predicting-temperature-and-melt-pool-fluid-dynamics-using-physics-info
MLA“Machine learning for metal additive manufacturing: predicting temperature and melt pool fluid dynamics using physics-informed neural networks.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/machine-learning-for-metal-additive-manufacturing-predicting-temperature-and-melt-pool-fluid-dynamics-using-physics-info.
BibTeX@misc{4ortxyz_machine-learning-for-metal-additive-manufacturing-predicting-temperature-and-melt-pool-fluid-dynamics-using-physics-info_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Machine learning for metal additive manufacturing: predicting temperature and melt pool fluid dynamics using physics-informed neural networks}}, year = {2026}, url = {https://4ort.xyz/entity/machine-learning-for-metal-additive-manufacturing-predicting-temperature-and-melt-pool-fluid-dynamics-using-physics-info}, note = {Accessed: 2026-05-24}}
LLM promptAccording to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Machine learning for metal additive manufacturing: predicting temperature and melt pool fluid dynamics using physics-informed neural networks — https://4ort.xyz/entity/machine-learning-for-metal-additive-manufacturing-predicting-temperature-and-melt-pool-fluid-dynamics-using-physics-info (retrieved 2026-05-24)
