Junbo Zhao's Projects
My personal repository of notes served through Github pages at http://www.ritchieng.com/
This package is a RobustGaSP Package available in Matlab. The R version of the RobustGaSP Package is available at CRAN: https://cran.r-project.org/web/packages/RobustGaSP/index.html
Robust Gaussian Process with Iterative Trimming
Operator Inference for data-driven, non-intrusive model reduction of dynamical systems.
Soft Actor-Critic
The aim of this repo is to bring ideas and relevant literature relating to Safe-RL in the context of autonomous vehicles.
This repo is the implementation of paper '' SHAQ: Incorporating Shapley Value Theory into Q-Learning for Multi-Agent Reinforcement Learning ''.
Surrogate Modeling Toolbox
Matlab codes to analyze the robustness of Sobol' indices to distributional uncertainty.
PyTorch implementation of Soft Actor-Critic (SAC), Twin Delayed DDPG (TD3), Actor-Critic (AC/A2C), Proximal Policy Optimization (PPO), QT-Opt, PointNet..
This is a framework for the research on multi-agent reinforcement learning and the implementation of the experiments in the paper titled by ''Shapley Q-value: A Local Reward Approach to Solve Global Reward Games''.
Streaming sparse Gaussian process approximations
T&D co-simulation package
Theory-guided deep-learning load forecasting is a short-term load forecasting model that combines domain knowledge and machine learning algorithms.
Hybrid European MV-LV Models for Smart Distribution Network Modelling
Uncertainty quantification for the electrical grid
Implementation of the variational continual learning method
Transfer Learning library for Deep Neural Networks.