MRI: Acquisition of a Composable Platform as a Service Instrument for Deep Learning & Visualization (COMPaaS DLV)
MRI: Acquisition of a Composable Platform as a Service Instrument for Deep Learning & Visualization (COMPaaS DLV)
批准号:
1828265
负责人:
Andrew Johnson
金额:
$99.74万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2018
资助国家:
美国
项目状态:
已结题
起止时间:
2018-10-01 至 2022-09-30
中文摘要
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英文摘要
This project is about acquiring a much-in-demand Graphics Processing Unit (GPU)-based instrument, to develop a Service Instrument for Deep Learning and Visualization called "COMPaaS DLV: COMposable Platform". The project aims to complement available campus computing resources via the campus's research network. It will be able to access local and remote computing and storage facilities funded, including XSEDE, Blue Waters, Deep Learning Instrument and Chameleon. This critical instrumentation will provide a platform to pursue fundamental science and engineering research training in deep learning (data mining and data analytics, computer vision, natural language processing, artificial intelligence), visualization (simulation, rendering, visual analytics, video steaming, image processing), and a combination of deep learning and visualization (e.g., when data is so large that it cannot be easily visualized, then deep learning is used to extract features of interest to be visualized). The instrumentation also enables investigation and contribution to societal issues in disciplines such as anthropology, biology, cybersecurity, data-literacy, fraud detection, healthcare, manufacturing, urban sustainability, and cyber-physical systems (e.g., autonomous cars). Its design utilizes state-of-the-art computer architecture, known as composable architecture, in which the computer's components (traditional processor, GPU, storage, and networking) form a fluid pool of resources, such that different applications with different workflows can be run simultaneously, with each configuring the resources it requires almost instantaneously, at any time. Given composable infrastructure scalability and agility, it is more beneficial than traditional clouds and clusters that are rigid, overprovisioned, and expensive.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.
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DOI:
10.1109/bibm49941.2020.9313467
发表时间:
2020-12
期刊:
2020 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)
影响因子:
--
作者:
[J. Trabucco;Pengyuan Li;C. Arighi;H. Shatkay;G. Marai]
通讯作者:
J. Trabucco;Pengyuan Li;C. Arighi;H. Shatkay;G. Marai
Moving from Composable to Programmable
从可组合转向可编程
DOI:
10.1109/ipdpsw55747.2022.00209
发表时间:
2022
期刊:
36th IEEE International Parallel & Distributed Processing Symposium Workshops (IPDPSW
影响因子:
--
作者:
[Chen, Zhongyi, Renambot, Luc, Long, Lance, Brown, Maxine, Johnson, Andrew E.]
通讯作者:
Johnson, Andrew E.
COMPaaS DLV: Composable Infrastructure for Deep Learning in an Academic Research Environment
COMPaaS DLV:学术研究环境中深度学习的可组合基础设施
DOI:
10.1109/icnp.2019.8888070
发表时间:
2019
期刊:
2019 IEEE 27th International Conference on Network Protocols (ICNP
影响因子:
--
作者:
[Brown, Maxine, Renambot, Luc, Long, Lance, Bargo, Timothy, Johnson, Andrew E.]
通讯作者:
Johnson, Andrew E.
DOI:
10.1016/j.jpowsour.2020.229108
发表时间:
2021-01-31
期刊:
JOURNAL OF POWER SOURCES
影响因子:
9.2
作者:
[Ragone, Marco, Yurkiv, Vitaliy, Mashayek, Farzad]
通讯作者:
Mashayek, Farzad
DOI:
10.1109/iccv48922.2021.01128
发表时间:
2021-10
期刊:
2021 IEEE/CVF International Conference on Computer Vision (ICCV)
影响因子:
--
作者:
[Zhiming Zou;Wei Tang]
通讯作者:
Zhiming Zou;Wei Tang
共 9 条
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How does signaling induce human primordial germ cells?
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MRI - Development of Continuum: A Virtualized Attentive Environment for Amplified Collaboration
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The Role of Nanog in Establishment and Patterning of Embryonic Pluripotency
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Establishing the GRN for the Germ Line Mesoderm of Axolotl Embryos
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MRI-R2: Development of the Next-Generation CAVE Virtual Environment (NG-CAVE)
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Patterning of Germ Line and Soma from Pluripotent Cells of Axolotl Embryos.
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The induction of PGCs from pluripotent cells in axolotl embryos
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Collaborative Research: ITR: The Geowall - Stereo Visualization for the Earth Sciences
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海外基金