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ZINZINBIN/README.md

Hi there 👋 I'm Jinsu Kim

About me

I'm a Ph.D graduate student in the Department of Mechanical and Aerospace Engineering at Princeton University. My research interests are in data-driven modeling and control for nonlinear dynamics. My previous research aimed at plasma heat transport and physics-informed data-driven modeling for zeroth order plasma dynamics and control. Now, I am working on theoretical aspects, including modeling dynamic systems, control theory, and structure-preserving model reduction with machine learning. I shared several computational works on Github. Feel free to contact me if you are interested in my research, work, or anything else you want to know about me.

Research area

Dynamics and Control

  • Symplectic model reduction on nonlinear systems
  • Physics-informed machine learning and modeling dynamics
  • Control theory

Fusion Plasma Application

  • Tokamak plasma disruption prediction based on data-driven modeling
  • Data-driven tokamak plasma dynamics modeling and control with deep reinforcement learning
  • Design optimization of a tokamak fusion reactor based on data-driven optimization

Virtual Metrology for Semiconductor industry

  • ML application on plasma etching process in Virtual Metrology
  • Physics-based plasma etching process control

Development

Frontend

Backend / AI

Tech stack

General

Python  JavaScript  TypeScript  Java  C  C++ 

Computing

OpenMP  MPI  CUDA 

ML/DL

PyTorch  TensorFlow 

Frontend

HTML  CSS  React  Android 

Backend

Node.js  MySQL 

Team Collaboration Tool

Git  GitHub  Slack 

Pinned Loading

  1. 21WelfareForEveryone/WelfareForEveryOne 21WelfareForEveryone/WelfareForEveryOne Public

    복지사각지대 해소를 위한 맞춤 복지 추천 앱: 2021 프로보노 공모전 대상(과학기술정보통신부장관상) 수상

    Python 6 4

  2. Fusion-Reactor-Design-Optimization Fusion-Reactor-Design-Optimization Public

    Source code for nuclear fusion reactor design optimization through deep reinforcement learning

    Jupyter Notebook

  3. K-MolOCR-Detection K-MolOCR-Detection Public

    Project : K-MolOCR, detection code for recognizing the Molecular structure in the text PDF

    Jupyter Notebook 1

  4. Disruption-Prediciton-based-on-Multimodal-Deep-Learning Disruption-Prediciton-based-on-Multimodal-Deep-Learning Public

    Research-repository: Disruption Prediction and Analysis through Multimodal Deep Learning in KSTAR

    Jupyter Notebook 1

  5. Bayesian-Disruption-Prediction Bayesian-Disruption-Prediction Public

    Research-repository: Bayesian neural networks for predicting disruptions using EFIT and diagnostic data in KSTAR

    Jupyter Notebook 1

  6. Tokamak-Plasma-Operation-Control-based-on-RL Tokamak-Plasma-Operation-Control-based-on-RL Public

    Tokamak plasma operation control through multi-objective reinforcement learning in KSTAR

    Jupyter Notebook 12