My name is Yohan Chang, Ph.D. in Transportation Engineering (AI / Big Data / Visualization).
I am an Associate Research Fellow at the Smart Infrastructure Research Center, part of the National Infrastructure & Geospatial Information Research Division at KRIHS (Korea Research Institute for Human Settlements).
Since 2022, Iโve been supporting OECD Geospatial Lab Workstream #5.
In addition, I serve as:
- A committee member of the Digital Division in the Open Government Partnership (OGP) (hosted by MoIS*)
- An advisory member of the Public-Private Joint Data Analysis Council (MoIS)
MoIS = Ministry of the Interior and Safety
With over 15 years of diverse experience in AI, Data Analytics, Data Science, GeoAI, Visualization, and policy-oriented modeling, Iโm passionate about interdisciplinary collaboration and exploring new research frontiers.
[๐ฐ๐ท ํ๊ธ ์๊ฐ ๋ณด๊ธฐ]
์๋
ํ์ธ์! ์ ๋ ๊ตญํ ์ฐ๊ตฌ์(KRIHS) ๊ตญํ ์ธํ๋ผยท๊ณต๊ฐ์ ๋ณด์ฐ๊ตฌ๋ณธ๋ถ์ ์ค๋งํธ์ธํ๋ผ์ฐ๊ตฌ์ผํฐ์์ ๋ค์ํ ์ฐ๊ตฌ๋ฅผ ์ํํ๊ณ ์๋ ์ฅ์ํ์
๋๋ค.
2022๋
๋ถํฐ๋ OECD Geospatial Lab Workstream #5 ํ๋์ ์ฐธ์ฌํ๊ณ ์์ผ๋ฉฐ,
๋ํ๋ฏผ๊ตญ ์ด๋ฆฐ์ ๋ถ์์ํ ์ 4๊ธฐ ๋ฏผ๊ฐ์์(๋์งํธ๋ถ๊ณผ)์ผ๋ก๋ ํ๋ ์ค์
๋๋ค.
๋ํ, ํ์ ์์ ๋ถ ์ฃผ๊ด์ ๋ฏผ๊ดํฉ๋ ๋ฐ์ดํฐ๋ถ์ํ์์ฒด์์๋ ๋ฏผ๊ฐ์์์ผ๋ก ์ฐธ์ฌํ๊ณ ์์ต๋๋ค. ์ ๋ 15๋
์ด์์ AI, ๋ฐ์ดํฐ ๋ถ์, ๋ฐ์ดํฐ ์ฌ์ด์ธ์ค ๊ฒฝํ์ ๋ฐํ์ผ๋ก, ITS, GeoAI, ์๊ฐํ, ์ ์ฑ
๊ธฐ๋ฐ ๋ชจ๋ธ๋ง ๋ฑ์ ๋ถ์ผ์์ ์ตํฉ์ ์ฐ๊ตฌ์ ํ์
์ ์ด์ด๊ฐ๊ณ ์์ต๋๋ค.
With deep interdisciplinary knowledge and technical fluency, I work across data, AI, and infrastructure systems in both research and real-world applications.
- ๐ง Machine Learning & AI: Neural Networks, Random Forest, Deep Neural Networks (DNN), t-SNE, Reinforcement Learning
- ๐ Big Data & GeoAI: Data fusion, geospatial analytics, spatio-temporal modeling, GeoAI, Foresting/Estimation
- ๐บ๏ธ GIS & Spatial Analysis: Tools: QGIS, Mapbox, Leaflet, Folium, PostgreSQL/PostGIS
- ๐ฆ Transportation Systems Modeling: VISSIM (COM/API), EMME/2, TransCAD, DynusT, Naturalistic Driving Study (NDS)
- ๐ Data Visualization & Tools: Python, R, MATLAB, VBA, Jupyter, interactive dashboards (R Shiny)
[๐ฐ๐ท ํ๊ธ ์๊ฐ ๋ณด๊ธฐ]
ํ์ ๊ฐ ์ง์๊ณผ ๊ธฐ์ ์ญ๋์ ๋ฐํ์ผ๋ก, AI, ๊ณต๊ฐ(geospatial) ๋ฐ ์ธํ๋ผ ๋ถ์ผ์์ ์ฐ๊ตฌ์ ์ค๋ฌด๋ฅผ ์ฐ๊ณํ ๋ค์ํ ๋ถ์ ๋ฐ ๋ชจ๋ธ๋ง์ ์ํํ๊ณ ์์ต๋๋ค.
- ๐ง ๋จธ์ ๋ฌ๋ ๋ฐ AI: ์ ๊ฒฝ๋ง, ๋๋ค ํฌ๋ ์คํธ, ๋ฅ๋ฌ๋(DNN), t-SNE, ๊ฐํํ์ต ๋ฑ
- ๐ ๋น
๋ฐ์ดํฐ ๋ฐ GeoAI: ๋ฐ์ดํฐ ์ตํฉ, ๊ณต๊ฐ์ ๋ณด ๋ถ์, ์๊ณต๊ฐ ๋ชจ๋ธ๋ง, GeoAI, ์์ธก ๋ฑ
- ๐บ๏ธ GIS ๋ฐ ๊ณต๊ฐ๋ถ์: QGIS, Mapbox, Leaflet, Folium, PostgreSQL/PostGIS ๋ฑ ๋๊ตฌ ํ์ฉ
- ๐ฆ ๊ตํต ์์คํ
๋ชจ๋ธ๋ง: VISSIM(COM/API), EMME/2, TransCAD, DynusT, Naturalistic Driving Study (NDS) ๋ถ์
- ๐ ๋ฐ์ดํฐ ์๊ฐํ ๋ฐ ๋ถ์ ๋๊ตฌ: Python, R, MATLAB, VBA, Jupyter, HTML, ๋์๋ณด๋(R Shiny) ๋ฐ ์น ๊ธฐ๋ฐ ์๊ฐํ
My current work explores real-world applications of data science and GeoAI for smarter infrastructure, sustainable mobility, and public policy innovation.
- ๐ Data-Driven Social Science & Policy Support: Integrating machine learning with government data for issue monitoring and decision-making
- ๐ Autonomous & Connected Mobility Systems: Modeling intersections, travel behavior, and safety scenarios using large-scale simulations
- ๐งญ GeoAI & Spatio-Temporal Modeling: Applying AI to geospatial data for insights on urban dynamics, land use, and accessibility
- ๐งฉ Cross-Domain Collaboration: Bridging transportation, computer science, GIS, and public administration
- ๐ Interactive Visualization: Creating storytelling tools using maps, dashboards, and data platforms for citizen and expert engagement
[๐ฐ๐ท ํ๊ธ ํ๊ธ ์๊ฐ ๋ณด๊ธฐ]
์ต๊ทผ์๋ ๋ฐ์ดํฐ ์ฌ์ด์ธ์ค ๋ฐ GeoAI ๊ธฐ๋ฐ ๊ธฐ์ ์ ํตํด ์ค๋งํธ ์ธํ๋ผ ๊ตฌ์ถ, ์ง์๊ฐ๋ฅํ ๋ชจ๋น๋ฆฌํฐ, ๊ณต๊ณต์ ์ฑ ํ์ ์ ์ํ ๋ค์ํ ์ฐ๊ตฌ๋ฅผ ์งํํ๊ณ ์์ต๋๋ค.
- ๐ ๋ฐ์ดํฐ ๊ธฐ๋ฐ ์ฌํ๊ณผํ ๋ฐ ์ ์ฑ
์ง์: ๋จธ์ ๋ฌ๋ ๊ธฐ๋ฐ์ ๋ฏผ์ ๋ถ์, ์ ์ฑ
์ด์ ๋ชจ๋ํฐ๋ง, ๋ฏผ์ ๋ฑ ํ์ ๋ฐ์ดํฐ ํตํฉ ํ์ฉ
- ๐ ์์จ์ฃผํ ๋ฐ ์ปค๋ฅํฐ๋ ๋ชจ๋น๋ฆฌํฐ ์์คํ
: ๋๊ท๋ชจ ์๋ฎฌ๋ ์ด์
์ ํตํ ๊ต์ฐจ๋ก ๋ชจ๋ธ๋ง, ์ฃผํ ํํ ๋ถ์, ์๋๋ฆฌ์ค ๊ฐ๋ฐ
- ๐งญ GeoAI ๋ฐ ์๊ณต๊ฐ ๋ชจ๋ธ๋ง: ๋์ ๋ํ, ํ ์ง์ด์ฉ, ์ ๊ทผ์ฑ ๋ถ์์ ์ํ ๊ณต๊ฐ์ ๋ณด ๊ธฐ๋ฐ AI ๋ถ์
- ๐งฉ ํ์ ๊ฐ ์ตํฉ ์ฐ๊ตฌ: ๊ตํต, ์ปดํจํฐ๊ณตํ, ๊ณต๊ฐ์ ๋ณด, ํ์ ๋ถ์ผ์ ํ๋ ฅ ์ฐ๊ตฌ ์ถ์ง
- ๐ ์ธํฐ๋ํฐ๋ธ ์๊ฐํ: ์ง๋, ๋์๋ณด๋, ๋ฐ์ดํฐ ํ๋ซํผ ๋ฑ์ ํ์ฉํ ์๊ฐํ
๐ซ You are welcome to explore my repositories and reach out! ๐