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This project implements Q-Learning to find the optimal policy for charging and discharging electric vehicles in a V2G scheme under conditions of uncertain commitment of EV owners. The problem is modelled as a multi-objective multi-agent cooperative game. Project is part of fulfillment criteria for ECE 730 course at the University of Alberta.

Python 100.00%
cooperative-game multi-agent-reinforcement-learning multi-objective-optimization q-learning vehicle-to-grid

electric_vehicle_charging_simulation's Introduction

  • ๐Ÿ‘‹ Hi, Iโ€™m @avkhimen. I am a Canadian Engineer and Data Scientist.
  • ๐Ÿ‘€ Iโ€™m interested in applications of Deep Learning, Deep Reinforcement Learning, and mathematical optimization methods to problems in transmission and distribution systems. I am also actively following developments in economics, finance, and cryptocurrencies.
  • ๐ŸŒฑ Iโ€™m currently learning how to apply cutting-edge multi-agent reinforcement learning algorithms to problems involving continuous action spaces.
  • ๐Ÿ’ž๏ธ Iโ€™m looking to collaborate on solutions to problems in finance, cryptocurrencies, engineering, and social sciences.
  • ๐Ÿ“ซ I can easily be reached at [email protected] or [email protected].

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electric_vehicle_charging_simulation's Issues

Requrements in Readme

Hi Author, In the Requrements of the project's readme, you seem to have spelt argparse as argprase, not sure if this is a spelling error.

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