Pinned Repositories
Optimal-Control-via-Neural-Networks
Code repo for ICLR paper: Optimal Control Via Neural Networks: A Convex Approach
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.
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.
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
Yuanyuan-Shi's Repositories
Yuanyuan-Shi/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.
Yuanyuan-Shi/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)
Yuanyuan-Shi/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.
Yuanyuan-Shi/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.
Yuanyuan-Shi/PowerOutagePredictor
This is an implementation of machine learning methods for power outage prediction. I worked on this project with Ryan, Yanbo and Jerry.
Yuanyuan-Shi/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
Yuanyuan-Shi/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.
Yuanyuan-Shi/vertex-net
vertex policy network for safe reinforcement learning
Yuanyuan-Shi/fno_observer_codelib
Yuanyuan-Shi/JointID-Baseline-DR
Yuanyuan-Shi/PracticalIntroductionNN
Repository for the course 596B ECE: Practical Introduction to Neural Networks at University of Washington.
Yuanyuan-Shi/website