Prospects of GPU Tensor Core Correlation for the SMA and the ngEHT

Author:

Yu WeiORCID,Romein John W.ORCID,Dursi L. JonathanORCID,Lu Ru-SenORCID,Pope Adrian,Callanan GarethORCID,Pesce Dominic W.ORCID,Blackburn LindyORCID,Merry Bruce,Srinivasan Ranjani,Kim Jongsoo,Weintroub JonathanORCID

Abstract

Building on the base of the existing telescopes of the Event Horizon Telescope (EHT) and ALMA, the next-generation EHT (ngEHT) aspires to deploy ∼10 more stations. The ngEHT targets an angular resolution of ∼15 microarcseconds. This resolution is achieved using Very Long Baseline Interferometry (VLBI) at the shortest radio wavelengths ∼1 mm. The Submillimeter Array (SMA) is both a standalone radio interferometer and a station of the EHT and will conduct observations together with the new ngEHT stations. The future EHT + ngEHT array requires a dedicated correlator to process massive amounts of data. The current correlator-beamformer (CBF) of the SMA would also benefit from an upgrade, to expand the SMA’s bandwidth and also match the EHT + ngEHT observations. The two correlators share the same basic architecture, so that the development time can be reduced using common technology for both applications. This paper explores the prospects of using Tensor Core Graphics Processing Units (TC GPU) as the primary digital signal processing (DSP) engine. This paper describes the architecture, aspects of the detailed design, and approaches to performance optimization of a CBF using the “FX” approach. We describe some of the benefits and challenges of the TC GPU approach.

Funder

Black Hole Initiative at Harvard University

John Templeton Foundation

Gordon and Betty Moore Foundation

National Science Foundation

European Commission

Netherlands eScience Center

European Southern Observatory

Smithsonian Institution and the Academia Sinica

Publisher

MDPI AG

Subject

Astronomy and Astrophysics

Reference27 articles.

1. Event Horizon Telescope Collaboration, Akiyama, K., Alberdi, A., Alef, W., Asada, K., Azulay, R., Baczko, A.K., Ball, D., Baloković, M., and Barrett, J. (2019). First M87 Event Horizon Telescope Results. I. The Shadow of the Supermassive Black Hole. ApJL, 875, L1.

2. Event Horizon Telescope Collaboration, Akiyama, K., Alberdi, A., Alef, W., Algaba, J.C., Anantua, R., Asada, K., Azulay, R., Bach, U., and Baczko, A.K. (2022). First Sagittarius A* Event Horizon Telescope Results. I. The Shadow of the Supermassive Black Hole in the Center of the Milky Way. ApJL, 930, L12.

3. Doeleman, S., Blackburn, L., Dexter, J., Gomez, J.L., Johnson, M.D., Palumbo, D.C., Weintroub, J., Farah, J.R., Fish, V., and Loinard, L. (2019). Studying Black Holes on Horizon Scales with VLBI Ground Arrays. arXiv.

4. DiFX: A Software Correlator for Very Long Baseline Interferometry Using Multiprocessor Computing Environments;Deller;Publ. Astron. Soc. Pac.,2007

5. DiFX-2: A More Flexible, Efficient, Robust, and Powerful Software Correlator;Deller;Publ. Astron. Soc. Pac.,2011

Cited by 2 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3