COnsumer-centric Privacy in smart Energy gridS
COnsumer-centric Privacy in smart Energy gridS
批准号:
EP/N021738/1
负责人:
Deniz Gunduz
金额:
$43.69万
依托单位:
依托单位国家:
英国
项目类别:
Research Grant
财政年份:
2015
资助国家:
英国
项目状态:
已结题
起止时间:
2015 至 --
中文摘要
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英文摘要
Smart meters have the capability to measure and record consumption data at a high time resolution and communicate such data to the energy provider. This provides the opportunity to better monitor and control the power grid and to enable demand response at the residential level. This not only improves the reliability of grid operations but also constitutes a key enabler to integrate variable renewable generation, such as wind or solar. However, the communication of high resolution consumption data also poses privacy risks as such data allows the utility, or a third party, to derive detailed information about consumer behavior. Hence, the main research objective of COPES is to develop new technologies to protect consumer privacy, while not sacrificing the "smartness", i.e., advanced control and monitoring functionalities. The core idea is to overlay the original consumption pattern with additional physical consumption or generation, thereby hiding the consumer privacy sensitive consumption. The means to achieve this include the usage of storage, small scale distributed generation and/or elastic energy consumptions. Hence, COPES proposes and develops a radically new approach to alter the physical energy flow, instead of purely relying on encryption of meter readings, which provides protection against third party intruders but does not prevent the use of this data by the energy provider. In order to efficiently hide consumption information, intelligent decisions and strategies on when to charge/discharge the storage, which energy source to tap into, need to be made in real time. Therefore, in this project, algorithms based on and extending upon differential privacy, information and detection theoretic first principles that allow efficient use of physical capabilities to alter the overall consumption measured by the smart meters will be developed. Since these resources can also be used to minimize the electricity bill or increase the integration of renewables, trade-offs between these objectives and privacy will be studied and combined into a holistic privacy guaranteeing house energy management system. Implementations on multiple small test systems will serve as a proof of concept of the proposed methods.
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DOI:
10.1109/tifs.2017.2744601
发表时间:
2018-01-01
期刊:
IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY
影响因子:
6.8
作者:
[Giaconi, Giulio, Gunduz, Deniz, Poor, H. Vincent]
通讯作者:
Poor, H. Vincent
Smart meter privacy with an energy harvesting device and instantaneous power constraints
具有能量收集设备和瞬时功率限制的智能电表隐私
DOI:
10.1109/icc.2015.7249478
发表时间:
2015
期刊:
影响因子:
--
作者:
[Giaconi G]
通讯作者:
Giaconi G
Smart meter privacy based on adversarial hypothesis testing
基于对抗性假设检验的智能电表隐私
DOI:
10.1109/isit.2017.8006633
发表时间:
2017
期刊:
影响因子:
--
作者:
[Li Z]
通讯作者:
Li Z
On Perfect Privacy
论完美隐私
DOI:
10.1109/jsait.2021.3053432
发表时间:
2021
期刊:
IEEE Journal on Selected Areas in Information Theory
影响因子:
--
作者:
[Rassouli B]
通讯作者:
Rassouli B
Privacy Against a Hypothesis Testing Adversary
针对假设检验对手的隐私
DOI:
10.1109/tifs.2018.2882343
发表时间:
2019
期刊:
IEEE Transactions on Information Forensics and Security
影响因子:
6.8
作者:
[Li Z]
通讯作者:
Li Z
共 6 条
Artificial Intelligence in the Air
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批准号:EP/X030806/1
-
项目类别:Research Grant
-
资助金额:$219.51万
-
财政年份:2023
-
负责人:Deniz Gunduz
-
依托单位:
Sustainable Computing and Communication at the Edge (SONATA)
-
批准号:EP/W035960/1
-
项目类别:Research Grant
-
资助金额:$25.77万
-
财政年份:2022
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负责人:Deniz Gunduz
-
依托单位:
Communication-Aware Dynamic Edge Computing (CONNECT)
-
批准号:EP/T023600/1
-
项目类别:Research Grant
-
资助金额:$34.99万
-
财政年份:2020
-
负责人:Deniz Gunduz
-
依托单位:
国内基金
海外基金
基于CCN的新互联网架构体系对比分析及其路由缓冲策略研究
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批准号:61103027
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项目类别:青年科学基金项目
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资助金额:20.0万元
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批准年份:2011
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负责人:雷凯
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依托单位:
网格中以情境为中心的应用自动化研究
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批准号:60703054
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项目类别:青年科学基金项目
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资助金额:21.0万元
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批准年份:2007
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负责人:黄震春
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依托单位: