Dark solitons in Bose–Einstein condensates: a dataset for many-body physics research

We establish a dataset of over $1.6\times10^4$ experimental images of Bose–Einstein condensates containing solitonic excitations to enable machine learning (ML) for many-body physics research. About $33$ % of this dataset has manually assigned and carefully curated labels. The remainder is automatic...

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Bibliographic Details
Main Authors: Amilson R Fritsch, Shangjie Guo, Sophia M Koh, I B Spielman, Justyna P Zwolak
Format: Article
Language:English
Published: IOP Publishing 2022-01-01
Series:Machine Learning: Science and Technology
Subjects:
Online Access:https://doi.org/10.1088/2632-2153/ac9454