A Kriging-Based Approach to Autonomous Experimentation with Applications to X-Ray Scattering

Marcus M Noack1, Kevin G Yager2, Masafumi Fukuto3

  • 1The Center for Advanced Mathematics for Energy Research Applications (CAMERA), Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA. MarcusNoack@lbl.gov.

Scientific Reports
|August 16, 2019
PubMed
Summary

This study introduces an autonomous decision-making algorithm for scientific instruments. It intelligently explores experimental parameters, reducing model error and efficiently gathering data for faster scientific discovery.

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