Top Research Challenges and Opportunities for Near Real-Time Extreme-Scale Visualization of Scientific Data

被引：0
作者：
Pugmire, David [1 ]
Moreland, Kenneth [1 ]
Athawale, Tushar M. [1 ]
Hammer, James [2 ]
Huang, Jian [2 ]
机构：
[1] Oak Ridge Natl Lab, Comp Sci & Math Div, Oak Ridge, TN 37830 USA
[2] Univ Tennessee, Elect Engn & Comp Sci, Knoxville, TN USA
来源：
2024 IEEE 20TH INTERNATIONAL CONFERENCE ON E-SCIENCE, E-SCIENCE 2024 | 2024年
关键词：
Visualization; Real-time Systems; Humancomputer Interactions; NONPARAMETRIC MODELS;
D O I：
10.1109/e-Science62913.2024.10678727
中图分类号：
TP39 [计算机的应用];
学科分类号：
081203 ; 0835 ;
摘要：
The rapid advancement in scientific simulations and experimental facilities has resulted in the generation of vast amounts of data at unprecedented scales. The analysis and visualization of large amounts of data is a challenge in and of itself, but the requirements for timeliness significantly magnify these difficulties. Near real-time visualization is critical to monitor and analyze the data produced by these large facilities, but current production tools are not well-suited to these requirements. In this position paper, we share our perspective on some of the challenges, and thus, opportunities for research that stand in the way of near-real-time visualization of large scientific data.
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页数：6
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共 41 条
[21]   CityBeat: Real-time Social Media Visualization of Hyper-local City Data [J].
Xia, Chaolun ;
Schwartz, Raz ;
Xie, Ke ;
Krebs, Adam ;
Langdon, Andrew ;
Ting, Jeremy ;
Naaman, Mor .
WWW'14 COMPANION: PROCEEDINGS OF THE 23RD INTERNATIONAL CONFERENCE ON WORLD WIDE WEB, 2014, :167-170
[22]   Data Challenges With Real-Time Safety Event Detection And Clinical Decision Support [J].
Kirkendall, Eric Steven ;
Ni, Yizhao ;
Lingren, Todd ;
Leonard, Matthew ;
Hall, Eric S. ;
Melton, Kristin .
JOURNAL OF MEDICAL INTERNET RESEARCH, 2019, 21 (05)
[23]   Real-Time Probabilistic Data Fusion for Large-Scale IoT Applications [J].
Akbar, Adnan ;
Kousiouris, George ;
Pervaiz, Haris ;
Sancho, Juan ;
Ta-Shma, Paula ;
Carrez, Francois ;
Moessner, Klaus .
IEEE ACCESS, 2018, 6 :10015-10027
[24]   Real-time Power System Electromechanical Mode Estimation Implementation and Visualization Utilizing Synchrophasor Data [J].
Guo, Jiahui ;
Liu, Hesen ;
Zhou, Dao ;
Chai, Jidong ;
Zhang, Ye ;
Liu, Yilu .
2016 IEEE/PES TRANSMISSION AND DISTRIBUTION CONFERENCE AND EXPOSITION (T&D), 2016,
[25]   Near Real-time Data Analysis of Core-Collapse Supernova Simulations With Bellerophon [J].
Lingerfelt, E. J. ;
Messer, O. E. B. ;
Desai, S. S. ;
Holt, C. A. ;
Lentz, E. J. .
2014 INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE, 2014, 29 :1504-1514
[26]   Multi-Channel Data Structure and Real-Time Compression Algorithm Research [J].
Ren, Yongfeng ;
Liu, Xiaohua ;
Xu, Wenqiang ;
Zhang, Wendong .
IEEE AEROSPACE AND ELECTRONIC SYSTEMS MAGAZINE, 2009, 24 (11) :28-35
[27]   Quantum-Inspired Real-Time Optimization for 6G Networks: Opportunities, Challenges, and the Road Ahead [J].
Duong, Trung Q. ;
Nguyen, Long D. ;
Narottama, Bhaskara ;
Ansere, James Adu ;
Dang Van Huynh ;
Shin, Hyundong .
IEEE OPEN JOURNAL OF THE COMMUNICATIONS SOCIETY, 2022, 3 :1347-1359
[28]   Real-time discovery of hot routes on trajectory data streams using interactive visualization based on GPU [J].
Gomes, George A. M. ;
Santos, Emanuele ;
Vidal, Creto A. ;
Coelho da Silva, Ticiana L. ;
Macedo, Jose Antonio F. .
COMPUTERS & GRAPHICS-UK, 2018, 76 :129-141
[29]   Design and Implementation of Real-time Embedded Data Acquisition and Classification with Web-based Configuration and Visualization [J].
Nuratch, Santi .
2018 INTERNATIONAL CONFERENCE ON EMBEDDED SYSTEMS AND INTELLIGENT TECHNOLOGY & INTERNATIONAL CONFERENCE ON INFORMATION AND COMMUNICATION TECHNOLOGY FOR EMBEDDED SYSTEMS (ICESIT-ICICTES), 2018,
[30]   A Position Paper on Transforming Embedded Real-Time Systems to the Cloud: Challenges and New Research Directions [J].
Nasri, Mitra ;
Voeten, Jeroen .
PROCEEDINGS THE 6TH WORKSHOP ON DESIGN AUTOMATION FOR CPS AND IOT, DESTION 2024, 2024, :30-32
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