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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.

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.

fno_observer_codelib

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.

jointid-baseline-dr

marl-cournot-games

This repository contains source code necessary to reproduce the results presented in the following paper: Multi-Agent Reinforcement Learning in Cournot Games Authors: Yuanyuan Shi and Baosen Zhang.

online_control_ltv

This repository contains source code necessary to reproduce the results in the following paper: Stable Online Control of Linear Time-Varying Systems

poweroutagepredictor

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

practicalintroductionnn

Repository for the course 596B ECE: Practical Introduction to Neural Networks at University of Washington.

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)

vertex-net

vertex policy network for safe reinforcement learning

website