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