Discover Yuanyuan-Shi/Cycle-based-Battery-Controller Open Source

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MATLAB
Created almost 5 years ago
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Yuanyuan-Shi

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This folder contains the codes and data used for papers: Shi, Yuanyuan, Bolun Xu, Yushi Tan, Daniel Kirschen, and Baosen Zhang. "Optimal Battery Control Under Cycle Aging Mechanisms in Pay for Performance Settings." IEEE Transactions on Automatic Control.

joint-optimization

This folder contains the codes and data used for papers: Shi, Yuanyuan, Bolun Xu, Di Wang, and Baosen Zhang. "Using battery storage for peak shaving and frequency regulation: Joint optimization for superlinear gains." IEEE Transactions on Power System.

MATLAB

StableRL_VoltageCtrl

This repository contains source code necessary to reproduce the results presented in the following paper: Stability Constrained Reinforcement Learning for Real-Time Voltage Control (https://arxiv.org/pdf/2109.14854.pdf)

Jupyter Notebook

batterydeg

We try to fit a Neural Network model based on simulation data of batteries, and use it for real-time battery degradation assessment and optimal control.

Jupyter Notebook

PowerOutagePredictor

This is an implementation of machine learning methods for power outage prediction. I worked on this project with Ryan, Yanbo and Jerry.

Jupyter Notebook