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Welcome to My GitHub. 👋

I'm YoungDon Choi, a principal researcher at K-water AI research Lab ( https://github.com/Kwater-AILab) . I have worked at K-water (https://www.kwater.or.kr/eng/about/sub02/kwaterPage.do?s_mid=1099) since 2003 with many experiences such as dam operation, water resources survey and planning, water technology strategy, and water information system. Currently, I'm working at K-water AI research Lab to apply AI in water resources fields.

I did my PhD from 2017 to 2021 at the UVA Hydroinformatics research group (https://uvahydroinformatics.org/team/) in University of Virginia (https://www.virginia.edu/). This is my Dissertation (https://doi.org/10.18130/g9tg-0c69), google scholar(https://scholar.google.com/citations?user=VCyCE5QAAAAJ&hl=en) and Resume(https://github.com/DavidChoi76/profile/blob/main/YD_Choi_17June2022.pdf)

These are my current research. 🤓 Focusing 🤔

  1. 🔭 Application of neuralhydrology and other AI technologies for upstream and downstream analysis for dam operation
  1. 🌱 Long-Term Water Demand Forecasting

  2. 👯 Satellite Rainfall Distribution using Machine Learning

  3. 🔭 Urban Inundation Forecasting using Machine Learning as Surrogate Model

  4. 🌱 Application of NeRF and 3DGS in Water Infrastructures

  5. 👯 Drought Quantification using Social data such as Newspapers

Study for Deeper Understanding. 🤓 Focusing 🤔

  1. Differentiable Modeling

Study HydroMT. 🤓 Focusing 🤔

  1. hydromt: https://github.com/DavidChoi76/hydromt
  2. hydromt_wflow: https://github.com/DavidChoi76/hydromt_wflow
  3. hydromt_delwaq: https://github.com/DavidChoi76/hydromt_delwaq
  4. hydromt_sfincs: https://github.com/DavidChoi76/hydromt_sfincs
  5. hydromt_fiat: https://github.com/DavidChoi76/hydromt_fiat
  6. hydromt_delft3dfm: https://github.com/DavidChoi76/hydromt_delft3dfm

YoungDon Choi's Projects

py-pkgs icon py-pkgs

IN CONSTRUCTION book on building Python packages

py-ramid icon py-ramid

A python package of a Riverware and Agent-based Modeling Interface for Developers.

py3dep icon py3dep

A part of Hydrodata software stack for accessing USGS's 3D Elevation Program (3DEP) database and getting elevation data within the US

pydaymet icon pydaymet

A part of Hydrodata software stack that handle getting data from the Daymet dataset

pygeoogc icon pygeoogc

A part of the Hydrodata software stack for accessing ArcGIS RESTful-, WFS-, and WMS-based web services.

pygeoutils icon pygeoutils

A part of Hydrodata software stack for handling geospatial data manipulations

pyhydroqc icon pyhydroqc

This software was designed with the purpose of anomaly detection and correction for time series water sensor data. This software was developed using the Logan River Observatory data set.

pynhd icon pynhd

A part of Hydrodata software stack that provides access to NHD+ V2 data through NLDI and Waterdata web services

pyod icon pyod

A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection)

pyowm icon pyowm

A Python wrapper around the OpenWeatherMap web API

pypika icon pypika

PyPika is a python SQL query builder that exposes the full richness of the SQL language using a syntax that reflects the resulting query. PyPika excels at all sorts of SQL queries but is especially useful for data analysis.

pyresim icon pyresim

Reservoir simulator in Python language

pyrhessys icon pyrhessys

Python Model API for RHESSys (The Regional Hydro-Ecologic Simulation System) model

pystorms icon pystorms

Simulation Sandbox for the Design and Evaluation of Stormwater Control Algorithms

pysumma icon pysumma

Python module for managing SUMMA simulations

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