Di-PriDA: A Privacy-preserving Meter Querying System for Smart Grid Load Balancing

نویسندگان

  • Xiaojing Liao
  • David Formby
  • Carson Day
  • Raheem A. Beyah
چکیده

The smart grid will utilize appliance-level control to provide sustainable power usage and flexible energy utilization. Given the privacy and efficiency concerns of the smart grid system, we propose a cost-efficient platform called Di-PriDA for support of appliance-level peak-time load balance control in the smart grid, in which data analysis operations are achieved in a privacy-preserving manner utilizing distributed differential privacy. Additionally, Di-PriDa ensures rigorous provable privacy and guarantees the result accuracy. We validate the efficiency and accuracy of the proposed scheme under a real-world power usage dataset.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

An Overview of Privacy-Preserving Data Aggregation in Smart Metering Systems

Growing energy needs forces governments to look for alternative resources and ways of better energy grid management and load balancing. As a major initiative, many countries including the UK, the USA and China have already started deploying smart grids. One of the biggest advantages of smart grids compared to traditional energy grids is the ability to remotely read fine-granular measurements fr...

متن کامل

A Lightweight Privacy-preserving Authenticated Key Exchange Scheme for Smart Grid Communications

Smart grid concept is introduced to modify the power grid by utilizing new information and communication technology. Smart grid needs live power consumption monitoring to provide required services and for this issue, bi-directional communication is essential. Security and privacy are the most important requirements that should be provided in the communication. Because of the complex design of s...

متن کامل

Privacy-Preserving Smart Grid Tariff Decisions with Blockchain-Based Smart Contracts

The smart grid changes the way how energy and information are exchanged and offers opportunities for incentive-based load balancing. For instance, customers may shift the time of energy consumption of household appliances in exchange for a cheaper energy tariff. This paves the path towards a full range of modular tariffs and dynamic pricing that incorporate the overall grid capacity as well as ...

متن کامل

Secure Signal Processing for Smart Grid Privacy

The Smart Grid helps to reduce peak load, save energy and integrate intermittent energy sources into the grid. It has been shown that information about a consumer’s actions, beliefs and preferences can be extracted from high resolution load data collected by Smart Meters. This information can be used in ways that violate consumer privacy. In order to increase consumer control over this informat...

متن کامل

Load Hiding to Preserve Privacy from Smart Meter Measurements

Load profiles generated by smart meters represent a privacy concern when analyzed by Non-Invasive Load Monitoring algorithms. Past research in preserving privacy and countering these algorithms has negated the benefits provided by smart meters. This research seeks to protect consumer privacy while maintaining the benefits of smart meters. The method proposed achieves this through the addition o...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2014