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My Homepage

๐Ÿ™‹๐Ÿปโ€โ™‚๏ธ -QiYuan- ๐Ÿ™‹๐Ÿปโ€โ™‚๏ธ

Projects

๐Ÿ“Œ Reduced-order Koopman-based modeling and robust predictive control

๐Ÿ“Œ Machine learning-based hybrid dynamic modeling and economic predictive control of carbon capture process for ship decarbonization

๐Ÿ“Œ Deep DeePC: Data-enabled predictive control with low or no online optimization using deep learning + Source code

๐Ÿ“Œ Transformer-based modeling and design of power-to-methanol processes

๐Ÿ“Œ Optimization of shipboard post-combustion COโ‚‚ capture

๐Ÿ“Œ Learning-based modeling and data-driven control for open channel water systems

๐Ÿ“Œ Foundation model-based deep symbolic regression for general ODE systems

๐Ÿ“Œ Deep learning-based image segmentation and classification of lung CT images for COVID-19 detection

๐Ÿ“Œ Reinforcement learning with graph attention networks for dynamic scheduling optimization

Methods

๐Ÿ”ฌ Hybrid modeling

๐Ÿ”ฌ Deep symbolic regression

๐Ÿ”ฌ Model predictive control

๐Ÿ”ฌ Machine learning based modeling

๐Ÿ”ฌ Data-enabled predictive control

๐Ÿ”ฌ Image augumentation, segmentation, and classification

๐Ÿ”ฌ Cross-entropy method

๐Ÿ”ฌ Reinforcement learning

Applications

โœจ Reactor-separator process

โœจ Gene regulatory network

โœจ Large-scale connected open-channel water system

โœจ Shipboard post-combustion carbon capture process

โœจ Bike-sharing system

โœจ Medical image analysis

Toolboxes

๐Ÿ’ผ deepctools for data-enabled predictive control

๐Ÿ’ผ modlinear for model linearization

๐Ÿ’ผ QYtool for research needs

๐Ÿ’ผ Ref Collector for batch downloading papers from scholar

AI-enabled softwares

๐Ÿค– QiYuanWorkflow โ€” AI agent workflow automation for research and engineering

๐Ÿค– QYAsst โ€” Multi-persona AI voice agent for hands-free task automation

Sticker-packs

๐Ÿฅณ QiYuan Hospital

๐Ÿฅณ NUSIR ISEM 1st

๐Ÿฅณ A-Ping After Surviving the PhD 1

๐Ÿฅณ A-Ping After Surviving the PhD 2

Mods

๐ŸŽฎ Don't Starve Together

Pinned Loading

  1. Deep-DeePC Deep-DeePC Public

    This project is source code of paper Deep DeePC: Data-enabled predictive control with low or no online optimization using deep learning by X. Zhang, K. Zhang, Z. Li, and X. Yin. The objective of thโ€ฆ

    Python 29 5

  2. DeePCtools DeePCtools Public

    A wrapped package for Data-enabled predictive control (DeePC) implementation. Including DeePC and Robust DeePC design with multiple objective functions.

    Python 24 1

  3. ModLinear ModLinear Public

    A wrapped package to linearize the nonlinear continuous/discrete model. Including **numerical** and **symbolic** calculations.

    Python 2

  4. QYtool QYtool Public

    A wrapped useful tool package designed for research purposes, tailored specifically for my own research needs.

    Python 2

  5. Mod-Don-t-Starve-Together Mod-Don-t-Starve-Together Public

    A list of the mods developed for Don't Starve Together

    2

  6. Reference-Collector Reference-Collector Public

    A tool to batch-download papers from Google Scholar.

    Python