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A high-throughput big-data orchestration and processing system for the High Energy Photon Source

High-data-throughput and multimodal-acquisition experiments will prevail in next-generation synchrotron beamlines. Orchestrating dataflow pipelines connecting the data acquisition, processing, visualization and storage ends are becoming increasingly complex and essential for enhancing beamline perfo...

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Autores principales: Li, Xiang, Zhang, Yi, Liu, Yu, Li, Pengcheng, Hu, Hao, Wang, Liwen, He, Ping, Dong, Yuhui, Zhang, Chenglong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: International Union of Crystallography 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10624036/
https://www.ncbi.nlm.nih.gov/pubmed/37729071
http://dx.doi.org/10.1107/S1600577523006951
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author Li, Xiang
Zhang, Yi
Liu, Yu
Li, Pengcheng
Hu, Hao
Wang, Liwen
He, Ping
Dong, Yuhui
Zhang, Chenglong
author_facet Li, Xiang
Zhang, Yi
Liu, Yu
Li, Pengcheng
Hu, Hao
Wang, Liwen
He, Ping
Dong, Yuhui
Zhang, Chenglong
author_sort Li, Xiang
collection PubMed
description High-data-throughput and multimodal-acquisition experiments will prevail in next-generation synchrotron beamlines. Orchestrating dataflow pipelines connecting the data acquisition, processing, visualization and storage ends are becoming increasingly complex and essential for enhancing beamline performance. Mamba Data Worker (MDW) has been developed to address the data challenges for the forthcoming High Energy Photon Source (HEPS). It is an important component of the Mamba experimental control and data acquisition software ecosystem, which enables fast data acquisition and transmission, dynamic configuration of data processing pipelines, data multiplex in streaming, and customized data and metadata assembly. This paper presents the architecture and development plan of MDW, outlines the essential technologies involved, and illustrates its current application at the Beijing Synchrotron Radiation Facility (BSRF).
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spelling pubmed-106240362023-11-04 A high-throughput big-data orchestration and processing system for the High Energy Photon Source Li, Xiang Zhang, Yi Liu, Yu Li, Pengcheng Hu, Hao Wang, Liwen He, Ping Dong, Yuhui Zhang, Chenglong J Synchrotron Radiat Research Papers High-data-throughput and multimodal-acquisition experiments will prevail in next-generation synchrotron beamlines. Orchestrating dataflow pipelines connecting the data acquisition, processing, visualization and storage ends are becoming increasingly complex and essential for enhancing beamline performance. Mamba Data Worker (MDW) has been developed to address the data challenges for the forthcoming High Energy Photon Source (HEPS). It is an important component of the Mamba experimental control and data acquisition software ecosystem, which enables fast data acquisition and transmission, dynamic configuration of data processing pipelines, data multiplex in streaming, and customized data and metadata assembly. This paper presents the architecture and development plan of MDW, outlines the essential technologies involved, and illustrates its current application at the Beijing Synchrotron Radiation Facility (BSRF). International Union of Crystallography 2023-09-20 /pmc/articles/PMC10624036/ /pubmed/37729071 http://dx.doi.org/10.1107/S1600577523006951 Text en © Xiang Li et al. 2023 https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution (CC-BY) Licence, which permits unrestricted use, distribution, and reproduction in any medium, provided the original authors and source are cited.
spellingShingle Research Papers
Li, Xiang
Zhang, Yi
Liu, Yu
Li, Pengcheng
Hu, Hao
Wang, Liwen
He, Ping
Dong, Yuhui
Zhang, Chenglong
A high-throughput big-data orchestration and processing system for the High Energy Photon Source
title A high-throughput big-data orchestration and processing system for the High Energy Photon Source
title_full A high-throughput big-data orchestration and processing system for the High Energy Photon Source
title_fullStr A high-throughput big-data orchestration and processing system for the High Energy Photon Source
title_full_unstemmed A high-throughput big-data orchestration and processing system for the High Energy Photon Source
title_short A high-throughput big-data orchestration and processing system for the High Energy Photon Source
title_sort high-throughput big-data orchestration and processing system for the high energy photon source
topic Research Papers
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10624036/
https://www.ncbi.nlm.nih.gov/pubmed/37729071
http://dx.doi.org/10.1107/S1600577523006951
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