Discover Yuanyuan-Shi/joint-optimization Open Source project

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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, Di Wang, and Baosen Zhang. "Using battery storage for peak shaving and frequency regulation: Joint optimization for superlinear gains." IEEE Transactions on Power System.

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

Cycle-based-Battery-Controller

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.

MATLAB

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