LAB 국립공주대학교 지리학과 · Dept. of Geography, KNU

KNU‑GeoAI
Lab

GeoAI 도시지리 연구실

“GeoAI로 도시의 미래를 설계합니다.”Designing the future of cities with GeoAI.

책임교수 / Director — 임창민 Changmin Im

도시지리 의료지리 GeoAI 공간통계 GIS
공주대 인사대 항공뷰
01

About

소개 · 연구자

The lab maps how cities shape human health — reading the spatial and temporal patterns of disease, environment, and exposure, and turning them into evidence for healthier places.

도시의 구조가 사람의 건강에 어떻게 영향을 미치는지 — 질병·환경·노출의 시공간 패턴을 지도로 읽어내고, 더 건강한 도시를 위한 근거로 만듭니다.

Led by Changmin Im, an urban geographer trained in GIScience and spatial statistics, KNU-GeoAI Lab sits at the meeting point of two questions: how the urban environment shapes public health, and how spatial data — ever larger and more complex — can be modeled to answer it.

The current focus is the coupled spread of illicit drugs and depression, read through a spatio-temporal "syndemic" lens. Earlier work ranged across infectious disease — COVID-19, tuberculosis, African swine fever, avian influenza — and non-communicable outcomes such as preterm birth.

Methodologically, the lab has moved from classical spatial statistics toward spatial machine learning, causal inference, and explainable AI (GeoAI) — tools for making sense of spatial big data without losing sight of place.

현재는 마약과 우울증이 함께 확산되는 양상을 시공간 신데믹(syndemic) 관점에서 분석하고 있습니다. 공간통계에서 출발해 공간 머신러닝·인과추론·설명가능한 AI(GeoAI)로 방법론을 넓히고 있으며, 지방소멸관계인구, 소아비만 건강격차 등 지역 기반 연구도 함께 수행합니다.

2025—조교수 · Assistant Professor 국립공주대학교 지리학과
2024—25박사후연구원 · Postdoctoral Fellow 고려대학교 지리교육과
2020—24지리학 박사 · Ph.D. in Geography 고려대학교 대학원
2018—19위촉연구원 · Researcher 한국환경연구원 (KEI)
2016—18지리학 석사 · M.A. in Geography 고려대학교 대학원
2010—16지리교육 학사 · B.A. in Geography Ed. 고려대학교
1989서울 출생 · Born in Seoul, South Korea
Changmin Im
// Changmin Im · 임창민
KNU-GeoAI Lab spring 2025 field trip
// 2025년 1학기 답사 · spring 2025 field trip
02

Research

연구 분야
CORE AREA / 01

Public Health in Urban Geography

도시지리와 공중보건

How urban characteristics shape health — from the coupled spread of illicit drugs and depression (a syndemic lens) to childhood-obesity disparities and earlier work on infectious disease.

Illicit drugsDepressionSyndemicChildhood obesityLocal extinction
CORE AREA / 02

GIS, Spatial Modeling & GeoAI

GIS · 공간모형 · GeoAI

Methods for reading spatial big data — from eigenvector spatial filtering and geographic random forests toward spatial causal inference, explainable AI, knowledge graphs, and agent-based simulation.

Spatial causal inferenceExplainable AIGeoAIKnowledge graphsAgent-based models
SCALEUrban & regional
REGIONKorean peninsula
DATASpatial big data
OUTPUT17 publications
03

The Lab

연구실

도시·의료지리와 GeoAI를 함께 연구하는 사람들입니다. The people behind KNU-GeoAI Lab.

Changmin Im 책임교수 · DIRECTOR Changmin Im 임창민 조교수 · 도시·의료지리, GeoAI
Jaeeun Lee 석사과정 · M.S. '26 Jaeeun Lee 이재은 의료지리·공간통계 · 충남 우울증 시공간 분석
모집 · JOIN US 대학원생 모집 · Open positions 도시·의료지리, GeoAI에 관심 있는 대학원생을 환영합니다.
04

Current Research Projects

진행 중인 연구 과제

현재 수행 중인 연구 및 과제 — 책임연구원(PI) 또는 공동연구원으로 참여 중인 사업.

Principal Investigator 한국연구재단 (NRF)
신진연구자지원사업 · 인문사회
2026.06 — 2029.05

마약 및 우울증 확산의 복합위기 대응을 위한 시공간 신데믹 분석

공간 인과추론 기반의 악순환 경로 규명 및 XAI 기반 위험 탐지 모형 개발

Spatiotemporal syndemic analysis of the compound crisis of drug and depression spread: identifying vicious-cycle pathways through spatial causal inference and developing an XAI-based risk-detection model.

Co-Investigator 한국연구재단 (NRF)
공동연구지원사업
2026.06 — 2029.05

지방소멸 대응을 위한 관계인구의 재조명

관계인구 지수의 개발, 지리적 지식 그래프 기반의 관계인구 현황 분석, 행위자 기반 모형을 통한 지역 활성화 시뮬레이션

Rethinking the relational population for responding to local extinction: developing a relational-population index, analyzing relational populations with geographic knowledge graphs, and simulating regional revitalization through agent-based models.

Co-Investigator Soonchunhyang Univ. Bucheon Hospital
& Konkuk Univ. Hospital
2026.04 — 2029.03

소아비만 지역별 건강격차 해소를 위한 중재프로그램 개발 및 실증 연구

Development and empirical study of intervention programs to reduce regional health disparities in childhood obesity, in collaboration with Soonchunhyang University Bucheon Hospital and Konkuk University Hospital.

Principal Investigator Living Lab 사업
청년을 지역전문가로!
2026.05 — 2026.12

농촌지역개발 마이크로디그리(소단위전공) 교과과정 개발 및 지역정주형 인재양성

A Living Lab program developing a micro-degree (nano-degree) curriculum in rural regional development, cultivating talent committed to settling in local communities — turning young people into regional experts and creating new local livelihoods.

05

Publications

논문 실적
12International publications
05Domestic publications
2023 — present
2025
Im C, Kim Y. GeoAI-driven spatial analysis of urban environmental factors and their impact on mental health. Under review · Applied Geography
2025
Im C, Kim Y. Daily commuting population and corresponding spread of infectious disease. Under review · SSM–Population Health
2025
Im C, Kim Y. Methamphetamine spread in the Seoul metropolitan area: a geographical random forest modeling approach. Applied Geography, 174, 103470. doi:10.1016/j.apgeog.2024.103470
2024
Im C, Curtis A, Song D, Kim OS. Mapping African swine fever and highly pathogenic avian influenza outbreaks along the Demilitarized Zone in the Korean peninsula. Transboundary and Emerging Diseases. doi:10.1155/2024/8824971
2024
Park S, Im C, Kim B. Multilevel analysis on spatial distribution and socio-environmental factors of dental caries in Korean children. J. Korean Acad. Pediatric Dentistry, 51(1), 40–54. doi:10.5933/JKAPD.2024.51.1.40
2023
Im C, Chung J, Kim H, Chung S, Yoon TK. Are seed dispersal and seedling establishment distance- and/or density-dependent in naturally regenerating larch patches? Within-patch scale analysis using an eigenvector spatial filtering model. Forest Ecology and Management, 531, 120763. doi:10.1016/j.foreco.2022.120763
2020 — 2022
2022
Koo K, Im C, Yang B. Advancement of an ecosystem-based assessment system to determine a new special-purpose district in national park management. The Geographical Journal of Korea, 46(4), 353–366.
2021
Im C, Kim Y. Local characteristics related to SARS-CoV-2 transmissions in the Seoul metropolitan area, South Korea. Int. J. Environmental Research and Public Health, 18(23), 12595. doi:10.3390/ijerph182312595
2021
Kim H, Choe SA, Kim OJ, Kim SY, Kim S, Im C, Kim YS, Yoon TK. Outdoor air pollution and diminished ovarian reserve among infertile Korean women. Environmental Health and Preventive Medicine, 26(1), 1–8. doi:10.1186/s12199-021-00942-4
2021
Choe SA, Kim S, Im C, Kim SY, Wellenius G, Kim YS, Yoon TK, Kim DK. Land use and semen quality: a fertility center cohort study. PLOS ONE, 16(8), e0255985. doi:10.1371/journal.pone.0255985
2021
Lee S, Koo KA, Im C, Yoon TK. Citizens' perception on and attitudes toward use and management of national parks in South Korea. J. Environmental Impact Assessment, 30(2), 89–104. doi:10.14249/EIA.2021.30.2.89
2021
Im C, Kim Y. Spatially filtered multilevel analysis on spatial inequality of tuberculosis in Gyeongsangbuk-do, Korea. J. Health Informatics and Statistics, 46(1), 88–99. doi:10.21032/jhis.2021.46.1.88
2021
Im C, Kim Y. Spatial pattern of tuberculosis (TB) and related socio-environmental factors in South Korea, 2008–2016. PLOS ONE, 16(8), e0255727. doi:10.1371/journal.pone.0255727
2020
Choe SA, Kim S, Im C, Kim SY, Kim YS, Yoon TK, Kim DK. Nighttime environmental noise and semen quality: a single fertility center cohort study. PLOS ONE, 15(11), e0240689. doi:10.1371/journal.pone.0240689
2016 — 2019
2016
Im C, Kim Y. Spatial socio-environmental analysis of tuberculosis in South Korea using eigenvector spatial filtering methodology. J. Korean Cartographic Association, 16(3), 89–101. doi:10.16879/jkca.2016.16.3.089
06

연락처 · Get in touch

Let's map something together.

도시보건·공간방법론·GeoAI 협업과 대학원 진학 문의를 환영합니다.
Open to collaboration on urban health, spatial methods, and GeoAI — and to inquiries from prospective students.

대학 · Universitychangminim@kongju.ac.kr
연구실 · OfficeKongju National UniversityDept. of Geography · Rm 435인사대 435호
프로필 · ProfilesScholar · ResearchGate
이력서 · Curriculum Vitae

학력·경력·논문·과제를 포함한 전체 이력서 (PDF, 영문).

Download CV ↓