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Collaborative Research: CSSI Frameworks: SAGE3: Smart Amplified Group Environment for Harnessing the Data Revolution

Collaborative Research: CSSI Frameworks: SAGE3: Smart Amplified Group Environment for Harnessing the Data Revolution
协作研究:CSSI 框架:SAGE3:利用数据革命的智能放大群组环境
批准号:
2003800
负责人:
Andrew Johnson
金额:
$225.0万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2020
资助国家:
美国
项目状态:
未结题
起止时间:
2020-05-15 至 2025-04-30

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中文摘要
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英文摘要
The Big Data revolution necessitates the use of sophisticated tools such as Artificial Intelligence (AI) and Data Visualization to harness the sheer volume, velocity and variety of datasets that are becoming the norm. However, it is the research community that must make sense of the data being amassed, so cyberinfrastructure must extend to people. SAGE3 (Smart Amplified Group Environment) puts the human in the loop by providing scientists with an intuitive framework that integrates state-of-the-art AI technologies with applications, workflows, smart visualizations and collaboration services to help them access, share, explore and analyze their data, come to conclusions, and make decisions with greater speed, accuracy, comprehensiveness and confidence. SAGE3 augments every step of the scientific discovery enterprise - from quickly summarizing large data, to finding trends and similarities or anomalies among one or more linked datasets, to communicating findings to scientists, public policy and government officials, and the general public, to educating the next-generation workforce. Ultimately, it is the scientists and future scientists who must Harness the Big Data revolution to solve the nation's grand challenge problems that will benefit society as a whole - from studying the diversity of life on Earth, to understanding the Earth and its systems from satellite imagery of its poles, to developing response scenarios for natural disasters such as landslides and pandemics that impact the citizens and economies of the world. SAGE3 development focuses on two fundamental components: AI-enhanced smart services and advanced computing resource orchestration to support reproducible work models for secure collaborative work. SAGE3 amplifies user productivity, providing them with commercially available and open-source AI solutions, which autonomously and transparently analyze data while continually learning and improving through user interactions. SAGE3 makes AI technologies broadly accessible, not just a privilege for the technically savvy. SAGE3 further democratizes AI by using Data Visualization to help interpret and explain AI models so users better understand how AI came to its decisions, which engenders user trust and can help identify potentially prejudiced or biased models.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.
期刊论文(6)
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科研奖励(0)
会议论文
SAGE3 - the Smart Amplified Group Environment,
SAGE3 - 智能放大的团体环境,
DOI: --
发表时间: 2023
期刊: Science Gateways 2023 Annual Conference
影响因子: --
作者: [Tabalba, R., Kirshenbaum, N., Harden, J., Rogers, M., Nishimoto, A., Christman, E., Yu, A., Theriot, R., Long, L., Renambot, L.]
通讯作者: Renambot, L.
“There is no reason anybody should be using 1D anymore”: Design and Evaluation of 2D Jupyter Notebooks
– 任何人都没有理由再使用 1D –:2D Jupyter 笔记本的设计和评估
DOI: --
发表时间: 2023
期刊: Graphics Interface 2023
影响因子: --
作者: [Harden, Jesse, Christman, Elizabeth, Kirshenbaum, Nurit, Belcaid, Mahdi, Leigh, Jason, North, Chris]
通讯作者: North, Chris
DOI: 10.1109/mcse.2023.3297753
发表时间: 2023
期刊: Computing in Science & Engineering
影响因子: 2.1
作者: [Belcaid, Mahdi, Leigh, Jason, Theriot, Ryan, Kirshenbaum, Nurit, Tabalba, Roderick, Rogers, Michael, Johnson, Andrew, Brown, Maxine, Renambot, Luc, Long, Lance]
通讯作者: Long, Lance
SAGE3 for Interactive Collaborative Visualization, Analysis, and Storytelling
SAGE3 用于交互式协作可视化、分析和讲故事
DOI: 10.1145/3626485.3626541
发表时间: 2023
期刊: ISS Companion ‘23: Companion Proceedings of the 2023 Conference on Interactive Surfaces and Spaces
影响因子: --
作者: [Harden, Jesse, Kirshenbaum, Nurit, Tabalba Jr., Roderick S., Leigh, Jason, Renambot, Luc, North, Chris]
通讯作者: North, Chris
ARTS: A corevision of the pinhole borers (Coleoptera: Curculionidae: Platypodinae) and symbiotic fungi (Raffaelea spp.) via multi-generational systematics training
  • 批准号:
    2342481
  • 项目类别:
    Continuing Grant
  • 资助金额:
    $120.0万
  • 财政年份:
    2024
  • 负责人:
    Andrew Johnson
  • 依托单位:
Research Infrastructure: MRI: Track 2 Acquisition of Data Observation and Computation Collaboratory (DOCC)
  • 批准号:
    2320261
  • 项目类别:
    Standard Grant
  • 资助金额:
    $154.85万
  • 财政年份:
    2023
  • 负责人:
    Andrew Johnson
  • 依托单位:
Innovative Material, Processes and Devices for Low Power Flexible Electronics: Creating a Sustainable Internet of Everything
  • 批准号:
    EP/X025195/1
  • 项目类别:
    Research Grant
  • 资助金额:
    $296.12万
  • 财政年份:
    2023
  • 负责人:
    Andrew Johnson
  • 依托单位:
Collaborative Research: Cross-Cutting Improvements: FAIR Facilities and Instruments: Enabling transparency, reproducibility, and equity through persistent identifiers
  • 批准号:
    2226397
  • 项目类别:
    Standard Grant
  • 资助金额:
    $12.52万
  • 财政年份:
    2022
  • 负责人:
    Andrew Johnson
  • 依托单位:
国内基金
海外基金
Research on Quantum Field Theory without a Lagrangian Description
  • 批准号:
    24ZR1403900
  • 项目类别:
    省市级项目
  • 资助金额:
    --
  • 批准年份:
    2024
  • 负责人:
    SATOSHI NAWATA
  • 依托单位:
Cell Research
Cell Research
Cell Research (细胞研究)