CNS: Core: Small: Elevating the Edge to be a Peer of the Cloud
CNS: Core: Small: Elevating the Edge to be a Peer of the Cloud
批准号:
1909346
负责人:
Umakishore Ramachandran
金额:
$50.0万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2019
资助国家:
美国
项目状态:
已结题
起止时间:
2019-10-01 至 2022-09-30
中文摘要
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英文摘要
Today, while mobile devices give users access to vast amounts of information, all such information flows from the Cloud. The Cloud denotes a data center endowed with hundreds-of-thousands of servers centrally located to achieve economies of scale. Increasingly, sensor devices (such as those found in the Internet of Things) are being deployed everywhere in the environment. These sensors produce data 24x7, which must quickly be transformed into actionable knowledge to better serve society. Unfortunately, sending these sensor streams to the Cloud for processing is suboptimal for several reasons including latency (i.e., time elapsed between sensing and actuation), saturation of the available network bandwidth (due to the enormity of the sensor streams), lack of actionable content (e.g., no action in front of a camera), and privacy concerns for the collected data. Instead of sending the sensor data to the Cloud, there is a need for having computational resources close to the sensors to quickly process the sensor streams and quench the uninteresting sensor streams at the source itself. Edge/Fog computing is a new paradigm that signifies such geo-distributed computational resources (e.g., compute capability located in an AT&T cell tower) to extend the Cloud's centralized utility computing model across the network edge, closer to where end-user devices and sensors operate. To fully unlock the power of Edge computing, this project proposes research to elevate the Edge to be a peer of the Cloud. To achieve this goal, we must develop new technologies that enable Cloud-like functionality across a large number of geo-distributed micro data centers instead of one large, centrally located data center. The facets of the proposed research include geo-distributed programming frameworks for facilitating the development of complex latency sensitive applications that span the Edge-Cloud computational continuum; geo-distributed data replication and consistency models that are resilient to coordinated power failures; and support for rapid dynamic deployment of application components while recognizing that both computational, networking, and storage resources are limited at the Edge. The proposed research will enable the rapid prototyping of applications of societal importance spanning healthcare, transportation, disaster recovery, and the like that utilize sensor platforms in the Internet of Things (IoT) to convert sensed information into actionable knowledge. When coupled with the proliferation of IoT platforms, the Edge has the potential to be the next disruptive technology, following in the footsteps of Cloud computing. In the Cloud computing revolution, the availability of powerful software frameworks enabled the development of complex applications such as search engines (e.g., Google, Bing), e-Commerce (e.g., eBay), and social networking (e.g., Facebook, Twitter). This proposal aims to spur the same revolution for Edge computing, thus unburdening application developers from the complexities of managing geo-distributed computational resources and freeing them to create next generation software. Planned activities involve in situ studies via collaboration with the Georgia Tech Police Department, which creates the potential for technology transfer and direct societal benefits beyond technical accomplishments.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(14)
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eCloud: A Vision for the Evolution of the Edge-Cloud Continuum
eCloud:边缘云连续体演进的愿景
DOI:
10.1109/mc.2021.3059737
发表时间:
2021
期刊:
Computer
影响因子:
2.2
作者:
[Arulraj, Joy, Chatterjee, Abhijit, Daglis, Alexandros, Dhekne, Ashutosh, Ramachandran, Umakishore]
通讯作者:
Ramachandran, Umakishore
Creating a revolutionary academic program
创建革命性的学术项目
DOI:
10.1145/3503915
发表时间:
2022
期刊:
Communications of the ACM
影响因子:
22.7
作者:
[Ramachandran, Umakishore, Galil, Zvi]
通讯作者:
Galil, Zvi
DOI:
10.1145/3528535.3565254
发表时间:
2022-11
期刊:
Proceedings of the 23rd ACM/IFIP International Middleware Conference
影响因子:
--
作者:
[Difei Cao;Jinsun Yoo;Zhuangdi Xu;Enrique Saurez;Harshit Gupta;T. Krishna;U. Ramachandran]
通讯作者:
Difei Cao;Jinsun Yoo;Zhuangdi Xu;Enrique Saurez;Harshit Gupta;T. Krishna;U. Ramachandran
DOI:
10.1145/3460095
发表时间:
2021-05
期刊:
Proceedings of the ACM on Measurement and Analysis of Computing Systems
影响因子:
--
作者:
[Ashish Bijlani;U. Ramachandran;R. Campbell]
通讯作者:
Ashish Bijlani;U. Ramachandran;R. Campbell
DOI:
10.1145/3453142.3491271
发表时间:
2021-12
期刊:
2021 IEEE/ACM Symposium on Edge Computing (SEC)
影响因子:
--
作者:
[Harshit Gupta;Tyler C. Landle;U. Ramachandran]
通讯作者:
Harshit Gupta;Tyler C. Landle;U. Ramachandran
共 14 条
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I-Corps: OSSPolice
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CSR: Small: Storage Architecture for the Next Generation of Smart Mobile Platforms
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CSR-DMSS, SM: Web on Demand - Bridging the Gap Between Social Networks and Ad Hoc Networking
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DCS: Ganga: Removing the Semantic Gap between Stream-based Applications and Stream Accelerators
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NMI: Exploration of Middleware Technologies for Ubiquitous Computing with Applications to Grid Computing
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ITR/SY: A Distributed Programming Infrastructure for Integrating Smart Sensors
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依托单位:
Computing on Clusters: Data Abstractions, Runtime Systems, and Resource Management
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CISE Research Infrastructure: Advanced Media-Oriented Systems Research: Ubiquitous Capture, Interpretation, and Access
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The Quest for a Zero Overhead Parallel Machine
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依托单位:
The Impact of Architectural Features on the Performance of Parallel Algorithms
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Presidential Young Investigator Award: Architectural Issues in Parallel and Distributed Computing
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Research Initiation: Distributed Operating Systems and Machine Architecture: Reducing the Semantic Gap
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财政年份:1988
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依托单位:
国内基金
海外基金
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