Corpus ID: 236469546

Self-learning Emulators and Eigenvector Continuation

@article{Sarkar2021SelflearningEA,
  title={Self-learning Emulators and Eigenvector Continuation},
  author={Avik Sarkar and Dean Lee},
  journal={ArXiv},
  year={2021},
  volume={abs/2107.13449}
}
  • Avik Sarkar, Dean Lee
  • Published 2021
  • Computer Science, Physics, Mathematics
  • ArXiv
Emulators that can bypass computationally expensive scientific calculations with high accuracy and speed can enable new studies of fundamental science as well as more potential applications. In this work we focus on solving a system of constraint equations efficiently using a new machine learning approach that we call selflearning emulation. A self-learning emulator is an active learning protocol that can rapidly solve a system of equations over some range of control parameters. The key… Expand

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