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jingzhountu's Projects

arteo icon arteo

This repository hosts the source code of the paper: "Adaptive Real Time Optimization and Exploration for Safety-Critical Systems".

cobs-joint-control icon cobs-joint-control

Code for ACM e-Energy 2021 paper: "On the Joint Control of Multiple Building Systems with Reinforcement Learning"

pinnstripes icon pinnstripes

Physics-Informed Neural Network SurrogaTe for Rapidly Identifying Parameters in Energy Systems

rl-based-transferable-ems icon rl-based-transferable-ems

[IV 2022] A Comparative Study of Reinforcement Learning-based Transferable Energy Management Strategies for Hybrid Electric Vehicles.

rlforche icon rlforche

Code used for my thesis on the use of Reinforcement Learning, and Aspen+ ActiveX Automation, in reactor sequence optimization

s_cera icon s_cera

A ROS NODE Integration of the cera cranium cognitive framework using OPENAI retro Sonic Domain

safe-explorer icon safe-explorer

Pytorch implementation of "Safe Exploration in Continuous Action Spaces" [Dalal et al.]

smartheat-controlrl icon smartheat-controlrl

This repo features a deep reinforcement learning Home Energy Management System for cost-effective heating. It optimizes energy consumption using advanced algorithms, outperforming an optimal linear programming solution.

superdiff icon superdiff

Implementation of SuperDiff: Diffusion Models for Conditional Generation of Hypothetical New Families of Superconductors

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