Giter VIP home page Giter VIP logo

aa222finalproject's Introduction

Multi-Objective Optimization for Sizing and Control of Microgrid Energy Storage

Final Project for AA 222: Engineering Design Optimization

Abstract: Microgrids, electrical power systems that are able to isolate (island) from the larger electric grid and self-sustain for extended periods of time, serve multiple purposes to a wide variety of stakeholders. To the communities that microgrids directly serve, microgrids supply reliable electricity in the face an unstable macrogrid, increasingly driven by the effects of anthropogenic climate change. Lithium-ion battery energy storage systems (ESS) currently are the dominant energy storage system for macrogrid usage, and therefore are used in microgrids as well. For microgrids, energy storage is not just a financial asset, but a lifeline during islanding periods when stable grid power is not available, yet lithium-ion ESSs degrade with usage and time. Key to addressing this problem is determining the sizing and control of the microgrid ESS in order to sustain the customer load during islanding periods. This paper presents a multi-objective optimization to address this problem, including a cost function penalty that ensures operation of the ESS that avoids degradation-inducing behaviour. This optimization is implemented in Gurobi and solved for several cases, demonstrating the flexibility of optimization framework as well as the effectiveness of the degradation penalty.

Power flow summary with degradation

aa222finalproject's People

Contributors

kevinrussellmoy avatar

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.