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ev-charging-optimization's Introduction

Electric Vehicle Charging Strategy Optimization

Table of Contents
  1. About The Project
  2. Getting Started
  3. Usage
  4. Contact
  5. Acknowledgments

About the project

This project proposes a Particle Swarm Optimization (PSO) based technique for charging a plug-in Electric Vehicle considering real time pricing of the electricity grid. The technique was able to achieve a 30% reduction in the consumer's electricity via implementation of this strategy.

Built with

  • MATLAB

Getting Started

Prerequisites

  • Basic understanding of MATLAB
  • Download Link for MATLAB : MATLAB
  • Understanding of Particle Swarm Optimization technique. Basic tutorial video : PSO Basics

Installation

  1. Download the folder named "Project Code" and run the file named "PSOtester" which contains the main PSO code.
  2. Remaining files are for plotting the various curves which show the difference between the conventional charging and PSO based charging.

Usage

  1. The PSO parameters can be changed in the "PSOtester" code as per the user's requirments and reused in different scenarios where optimization is required for large scale search space problems.
  2. The Project report explains the entire algorithm and the various curves step by step. Do run the code by yourself and verify with the curves present in the report.
  3. Given below is the flow chart of the PSO algorithm. Please keep it handy while going through the code in the "PSOtester" file.

PSO Flowchart

Contact

Acknowledgments

You can go through the references and acknowledgements in the project file that has been uploaded.

ev-charging-optimization's People

Contributors

hiteshholla avatar

Stargazers

 avatar Zhongyi Cheng avatar Adil Hussain Gujjar avatar nobody avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar  avatar

Watchers

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