Concepedia

Process-Structure Linkages Using a Data Science Approach: Application to Simulated Additive Manufacturing Data

Evdokia Popova, Theron Rodgers, Xinyi Gong, Ahmet Cecen, Jonathan D Madison, Surya R. Kalidindi

Integrating materials and manufacturing innovation · 2017 · 130 citations · 60 references

Open access

Concepts

EngineeringData ScienceManufacturing EngineeringAdditive ManufacturingManufacturing SystemsProduction Engineering3D PrintingDesign For Additive ManufacturingManufacturing SimulationMetal Additive ManufacturingProcess EngineeringProduction Data AnalysisAdditive Manufacturing MicrostructureAdditive Manufacturing Of Metal StructuresAdditive Manufacturing Process PlanningAdditive Manufacturing Process SelectionAdditive Manufacturing SolidificationManufacturing AnalyticsProcess Structure

References

60

Scikit-learn: Machine Learning in Python

Fabián Pedregosa, Gaël Varoquaux, Alexandre Gramfort et al. · arXiv (Cornell University) · 2012 · 63.7K citations · Full text

Computing, Computer Science, Artificial Intelligence +10

Commentary: The Materials Project: A materials genome approach to accelerating materials innovation

Anubhav Jain, Shyue Ping Ong, Geoffroy Hautier et al. · APL Materials · 2013 · 12.7K citations · Full text

Natural Sciences, Materials Engineering, Materials Science +17

Support vector machines

Marti A. Hearst, Susan Dumais, E. Osuna et al. · IEEE Intelligent Systems and their Applications · 1998 · 6.9K citations

Computing, Computer Science, Machine Learning +14

A study of the microstructural evolution during selective laser melting of Ti–6Al–4V

Lore Thijs, Frederik Verhaeghe, Tom Craeghs et al. · Acta Materialia · 2010 · 2.9K citations

Engineering, Materials Engineering, Materials Science +16

Linear Model Selection by Cross-validation

Jun Shao · Journal of the American Statistical Association · 1993 · 1.7K citations

Computing, Computer Science, Machine Learning +12