Harnessing the Computing Continuum for Urgent Science

Author:

Balouek-Thomert Daniel1,Rodero Ivan1,Parashar Manish1

Affiliation:

1. Rutgers Discovery Informatics Institute

Abstract

Urgent science describes time-critical, data-driven scientific work-flows that can leverage distributed data sources in a timely way to facilitate important decision making. While our capacity for generating data is expanding dramatically, our ability to manage, analyze, and transform this data into knowledge in a timely manner has not kept pace. This paper explores how the computing continuum, spanning resources at the edges, in the core, and in-between, can be harnessed to support urgent science and discusses associated research challenges. Using an Early Earthquake Warning (EEW) workflow, which combines data streams from geo-distributed seismometers and high-precision GPS stations to detect large ground motions, as a driver, we propose a system stack that can enable the fluid integration of distributed analytics across a dynamic infrastructure spanning the computing continuum.

Publisher

Association for Computing Machinery (ACM)

Subject

Computer Networks and Communications,Hardware and Architecture,Software

Reference36 articles.

1. Towards a computing continuum: Enabling edge-to-cloud integration for data-driven workflows

2. K. Winter. For Self-Driving Cars There's Big Meaning Behind One Big Number: 4 Terabytes.https://newsroom.intel.com/editorials/self-driving-carsbig- meaning-behind-one-number-4-terabytes/ 2017. K. Winter. For Self-Driving Cars There's Big Meaning Behind One Big Number: 4 Terabytes.https://newsroom.intel.com/editorials/self-driving-carsbig- meaning-behind-one-number-4-terabytes/ 2017.

3. Towards a General Definition of Urgent Computing

4. The Technologies Required for Fusing HPC and Real-Time Data to Support Urgent Computing

5. The Status of Earthquake Early Warning around the World;Allen R. M.;An Introductory Overview. Computing in Science Engineering,2009

Cited by 8 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

1. Computing Everywhere, All at Once: Harnessing the Computing Continuum for Science;Proceedings of the 32nd International Symposium on High-Performance Parallel and Distributed Computing;2023-08-07

2. Intent-based Management for the Distributed Computing Continuum;2023 IEEE International Conference on Service-Oriented System Engineering (SOSE);2023-07

3. Governance and sustainability of distributed continuum systems: a big data approach;Journal of Big Data;2023-04-28

4. Keynote Talk: Leveraging the Edge-Cloud Continuum to Manage the Impact of Wildfires on Air Quality;2023 IEEE International Conference on Pervasive Computing and Communications Workshops and other Affiliated Events (PerCom Workshops);2023-03-13

5. Dynamic Data-Driven Application Systems for Reservoir Simulation-Based Optimization: Lessons Learned and Future Trends;Handbook of Dynamic Data Driven Applications Systems;2023

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