Optimizing Smart Grid Aggregators and Measuring Degree of Privacy in a Distributed Trust Based Anonymous Aggregation System

06/10/2020
by   Mohammad Saidur Rahman, et al.
0

A smart grid is an advanced method for supplying electricity to the consumers alleviating the limitations of the existing system. It causes frequent meter reading transmission from the end-user to the supplier. This frequent data transmission poses privacy risks. Several works have been proposed to solve this problem but cannot ensure privacy at the optimal level. This work is based on a distributed trust-based data aggregation system leveraging a secret sharing mechanism. In this work, we show that three aggregators are enough for ensuring consumer's privacy in a distributed trust-based system. We leverage the idea of anonymity in our research and show that neither an active attacker nor a passive attacker can breach consumer's privacy. We show proof of our concept mathematically and in a cryptographic game based mechanism. We name our new proposed system "Distributed Trust Based Anonymous System (DTBAS)".

READ FULL TEXT

page 1

page 2

page 3

page 4

research
10/25/2018

Protecting User Privacy Based on Secret Sharing with Error Tolerance for Big Data in Smart Grid

In smart grid, large quantities of data is collected from various applic...
research
04/13/2019

Statistical-Based Privacy-Preserving Scheme with Malicious Consumers Identification for Smart Grid

As smart grids are getting popular and being widely implemented, preserv...
research
01/18/2020

Load Shaping Based Privacy Protection in Smart Grids: An Overview

Fine-grained energy usage data collected by Smart Meters (SM) is one of ...
research
02/13/2020

Consumer Privacy Protection using Flexible Thermal Loads

Due to the increasing adoption of smart meters, there are growing concer...
research
08/03/2021

Bit-efficient Numerical Aggregation and Stronger Privacy for Trust in Federated Analytics

Private data generated by edge devices – from smart phones to automotive...
research
07/19/2022

Offline-verifiable Data from Distributed Ledger-based Registries

Trust management systems often use registries to authenticate data, or f...
research
09/21/2018

Understanding Compressive Adversarial Privacy

Designing a data sharing mechanism without sacrificing too much privacy ...

Please sign up or login with your details

Forgot password? Click here to reset