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Pitfalls of simulation-based machine learning in optoelectronic device design

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preprint
posted on 26.06.2020, 01:18 by Joachim Piprek
Focusing on GaN-based light-emitting diode (LED) design optimization, this paper evaluates simulation-based machine learning approaches from a device physics point of view. Strategies are suggested for achieving more realistic results.

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Email Address of Submitting Author

piprek@ieee.org

ORCID of Submitting Author

0000-0002-4002-1629

Submitting Author's Institution

NUSOD Institute

Submitting Author's Country

United States of America

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Exports