21cmlstm: A Fast Memory-based Emulator of the Global 21 cm Signal with Unprecedented Accuracy

Neural network (NN) emulators of the global 21 cm signal need an emulation error much less than the observational noise in order to be used to perform unbiased Bayesian parameter inference. To this end, we introduce 21cmLSTM —a long short-term memory (LSTM) NN emulator of the global 21 cm signal tha...

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Bibliographic Details
Main Authors: J. Dorigo Jones, S. M. Bahauddin, D. Rapetti, J. Mirocha, J. O. Burns
Format: Article
Language:English
Published: IOP Publishing 2024-01-01
Series:The Astrophysical Journal
Online Access:https://doi.org/10.3847/1538-4357/ad8b20
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