Giter VIP home page Giter VIP logo

searchfromfree's Introduction

SearchFromFree

This project gives the related key functions of the following paper:

Jiangnan Li, Yingyuan Yang, and Jinyuan Stella Sun, " SearchFromFree: Adversarial Measurements for Machine Learning-based Energy Theft Detection ", 2020 IEEE International Conference on Communications, Control, and Computing Technologies for Smart Grids (SmartGridComm), Tempe, Arizona, USA, November 2020

This project does not provides the related dataset due to the copyright issues. If you are interested in this project, you may apply for the dataset from the Irish Social Science Data Archive (ISSDA) and pre-process the raw datasets according to the methods described in the paper. The energyTheft.py script gives the functions to simulated the six energy theft scenarios and is based on the Array structure of Numpy. It is used for synthetic dataset generation.

The project is implemented based on Python 3.5 with TensorFlow and Keras library.

searchfromfree's People

Contributors

jiangnan3 avatar

Stargazers

 avatar

Watchers

James Cloos avatar  avatar

searchfromfree's Issues

error in energyTheft.py

It seems there exists an error in the energyTheft.varyFlatMean() function. I try to create a new pull request but it seems I have not the permissions to do it.

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.