Intermittently differential privacy in smart meters via rechargeable batteries

2021 ◽  
Vol 199 ◽  
pp. 107410
Author(s):  
Xing Liu ◽  
Huiwei Wang ◽  
Guo Chen ◽  
Bo Zhou ◽  
Aqeel ur Rehman
Keyword(s):  
Differential Privacy ◽  
Rechargeable Batteries ◽  
Smart Meters

Cost-Friendly Differential Privacy of Smart Meters Using Energy Storage and Harvesting Devices

2021 ◽  
pp. 1-1
Author(s):  
Mohammad Belayet Hossain ◽  
Iynkaran Natgunanathan ◽  
Yong Xiang ◽  
Yushu Zhang
Keyword(s):  
Energy Storage ◽  
Differential Privacy ◽  
Smart Meters

Differential privacy applied to smart meters

2021 ◽  
Author(s):  
Jacob Marks ◽  
Brandon Montano ◽  
Jiwan Chong ◽  
Manjusha Raavi ◽  
Raisa Islam ◽  
...  
Keyword(s):  
Differential Privacy ◽  
Smart Meters

scholarly journals Spectral Differential Privacy: Application to Smart Meter Data

2021 ◽  
Author(s):  
Kendall Parker ◽  
Prabir Barooah ◽  
Matthew Hale
Keyword(s):  
Time Series ◽  
Time Domain ◽  
Differential Privacy ◽  
Time Series Data ◽  
Series Data ◽  
Wide Sense ◽  
Smart Meter ◽  
Smart Meters ◽  
Time Duration ◽  
Long Time

<div>We present Spectral Differential Privacy (SpDP), a novel form of differential privacy designed to protect the frequency content of time series data that come from wide sense stationary stochastic processes. This notion is motivated by privacy needs in applications with time series data over unbounded time, such as smart meters. First, a notion of differential privacy on the space of (discretized) spectral densities is introduced. A Gaussian-like mechanism for SpDP is then presented that provides differential privacy to the spectral density. Next, a novel streaming implementation is developed to enable real-time use of the proposed mechanism. The privacy guarantee provided by SpDP is independent of the time duration over which data is collected or shared. In contrast, time-domain trajectory-level differential privacy (TrDP) will require noise with large variance to provide privacy over an extended time duration. The technique is numerically evaluated using smart meter data from a single home to compare the utility of SpDP to that of time-domain trajectory-level differential privacy. The noise added by SpDP is substantially smaller than that added by time-domain TrDP, particularly when privacy over long time horizons is sought by TrDP.</div>

scholarly journals Spectral Differential Privacy: Application to Smart Meter Data

2021 ◽  
Author(s):  
Kendall Parker ◽  
Prabir Barooah ◽  
Matthew Hale
Keyword(s):  
Time Series ◽  
Time Domain ◽  
Differential Privacy ◽  
Time Series Data ◽  
Series Data ◽  
Wide Sense ◽  
Smart Meter ◽  
Smart Meters ◽  
Time Duration ◽  
Long Time

<div>We present Spectral Differential Privacy (SpDP), a novel form of differential privacy designed to protect the frequency content of time series data that come from wide sense stationary stochastic processes. This notion is motivated by privacy needs in applications with time series data over unbounded time, such as smart meters. First, a notion of differential privacy on the space of (discretized) spectral densities is introduced. A Gaussian-like mechanism for SpDP is then presented that provides differential privacy to the spectral density. Next, a novel streaming implementation is developed to enable real-time use of the proposed mechanism. The privacy guarantee provided by SpDP is independent of the time duration over which data is collected or shared. In contrast, time-domain trajectory-level differential privacy (TrDP) will require noise with large variance to provide privacy over an extended time duration. The technique is numerically evaluated using smart meter data from a single home to compare the utility of SpDP to that of time-domain trajectory-level differential privacy. The noise added by SpDP is substantially smaller than that added by time-domain TrDP, particularly when privacy over long time horizons is sought by TrDP.</div>

Cost-friendly Differential Privacy for Smart Meters: Exploiting the Dual Roles of the Noise

2016 ◽  
pp. 1-1 ◽  
Author(s):  
Zijian Zhang ◽  
Zhan Qin ◽  
LIEHUANG ZHU ◽  
Jian Weng ◽  
Kui Ren
Keyword(s):  
Differential Privacy ◽  
Smart Meters ◽  
Dual Roles

THE AQUEOUS AND NON-AQUEOUS ELECTROCHEMISTRY OF POLYACETYLENE : APPLICATION IN HIGH POWER DENSITY RECHARGEABLE BATTERIES

1983 ◽  
Vol 44 (C3) ◽  
pp. C3-543-C3-550 ◽  
Author(s):  
A. G. MacDiarmid ◽  
R. B. Kaner ◽  
R. J. Mammone ◽  
A. J. Heeger
Keyword(s):  
Power Density ◽  
High Power ◽  
Rechargeable Batteries ◽  
High Power Density ◽  
Aqueous Electrochemistry

A Survey on Internet of Things : Applications and Layered Wise Security Issues

2019 ◽  
pp. 171-180
Author(s):  
Uppuluri Sirisha ◽  
G. Lakshme Eswari
Keyword(s):  
Quality Of Life ◽  
Internet Of Things ◽  
Security And Privacy ◽  
Global Network ◽  
Business Growth ◽  
Paper Briefly ◽  
Smart Meters ◽  
Security Issues ◽  
Data Points

This paper briefly introduces Internet of Things(IOT) as a intellectual connectivity among the physical objects or devices which are gaining massive increase in the fields like efficiency, quality of life and business growth. IOT is a global network which is interconnecting around 46 million smart meters in U.S. alone with 1.1 billion data points per day[1]. The total installation base of IOT connecting devices would increase to 75.44 billion globally by 2025 with a increase in growth in business, productivity, government efficiency, lifestyle, etc., This paper familiarizes the serious concern such as effective security and privacy to ensure exact and accurate confidentiality, integrity, authentication access control among the devices.

THE ANALYSIS OF OPERATION MODES OF ENERGY STORES IN AUTONOMOUS HYBRID POWER PLANTS WITH RENEWABLE ENERGY RESOURCES

2018 ◽  
pp. 55-67
Author(s):  
S. G. Obukhov ◽  
I. A. Plotnikov ◽  
V. G. Masolov
Keyword(s):  
Renewable Energy ◽  
Power Systems ◽  
Low Frequency ◽  
Rechargeable Batteries ◽  
Energy Resources ◽  
Renewable Energy Resources ◽  
Hybrid Power ◽  
Operation Modes ◽  
Energy Stores ◽  
Energy Store

The paper presents the results of the comparative analysis of operation modes of an autonomous hybrid power complex with/without the energy store. We offere the technique which defines the power characteristics of the main components of a hybrid power complex: the consumers of the electric power, wind power and photo-electric installations (the last ones have been constructed). The paper establishes that, in order to compensate the seasonal fluctuations of power in autonomous power systems with renewable energy resources, the accumulative devices are required, with a capacity of tens of MWh including devices that are capable to provide energy storage with duration about half a year. This allows abandoning the storage devices for smoothing the seasonal fluctuations in the energy balance.The analysis of operation modes of energy stores has shown that for a stock and delivery of energy on time intervals, lasting several hours, the accumulative devices with rather high values of charging and digit power aren't required. It allows using the lead-acid rechargeable batteries of the deep category for smoothing the daily peaks of surplus and a capacity shortage. Moreover, the analysis of operation modes of energy stores as a part of the hybrid complexes has demonstrated that in charging/digit currents of the energy store the low-frequency and high-frequency pulsations of big amplitude caused by changes of size of output power of the renewable power installations and loading are inevitable. If low-frequency pulsations (the period of tens of minutes) can partially be damped due to the restriction of size of the maximum charging current of rechargeable batteries, then it is essentially impossible to eliminate high-frequency pulsations (the period of tens of seconds) in the power systems with the only store of energy. The paper finds out that the combined energy store having characteristics of the accumulator in the modes of receiving and delivery of power on daily time intervals, and at the same time having properties of the supercondenser in the modes of reception and return of impulses of power on second intervals of time is best suited to requirements of the autonomous power complexes with renewable energy resources.

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