Submitted:
29 October 2025
Posted:
29 October 2025
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Abstract
Keywords:
1. Introduction
2. Study Areas
3. Materials and Methods
3.1. Land Use and Climate Data
| Sub-category | Category |
| Residential area | Build-up Area |
| Business area | |
| Transportation area | |
| Institutional area | |
| Industrial area | |
| Recreational area | |
| Paddy fields | Agricultural Area |
| Upland fields | |
| Greenhouse cultivation area | |
| Other cultivation area | |
| Orchard | |
| Tidal flats | Wetland |
| Inland wetland | |
| Natural bare land | Bare Land |
| Artificial bare land | |
| Coniferous forest | Forest and Grassland |
| Deciduous forest | |
| Mixed forest | |
| Natural grassland | |
| Artificial grassland | |
| Inland water | Water Surface |
| Marine water |
| Administrative districts |
Daily Mean Temperature (℃) |
Daily Maximum Temperature (℃) |
Daily Minimum Temperature (℃) |
Tropical Night Days |
Heat-wave Days |
Annual Precipita-tion (mm) |
Precipita-tion Intensity | Heavy Rain Days |
| Muaneup | 13.6 | 18.6 | 9.3 | 7.7 | 10.9 | 1312.3 | 15.2 | 1.7 |
| Samhyang | 13.9 | 18.6 | 9.9 | 9.3 | 7.8 | 1253.0 | 13.8 | 1.5 |
| Illo | 13.9 | 18.9 | 9.6 | 9.0 | 10.8 | 1251.7 | 14.4 | 1.6 |
| Mongtan | 13.6 | 18.7 | 9.2 | 6.4 | 10.5 | 1348.8 | 15.0 | 1.7 |
| Unnam | 14.3 | 18.6 | 10.6 | 14.2 | 10.2 | 1138.7 | 14.8 | 1.3 |
| Cheonggye | 13.8 | 18.5 | 9.9 | 8.7 | 8.2 | 1240.4 | 14.4 | 1.4 |
| Haeje | 14.1 | 18.5 | 10.4 | 12.3 | 8.7 | 1162.5 | 14.1 | 1.1 |
| Hyeongyeong | 13.9 | 18.6 | 9.9 | 10.1 | 9.4 | 1242.3 | 14.4 | 1.3 |
| Mangun | 14.1 | 18.6 | 10.3 | 12.2 | 9.2 | 1197.9 | 14.7 | 1.2 |
| Jido | 14.3 | 18.3 | 10.9 | 14.0 | 7.1 | 1191.4 | 14.7 | 1.2 |
| Aphae | 14.2 | 18.5 | 10.7 | 11.5 | 7.7 | 1129.1 | 14.6 | 1.2 |
| Jeungdo | 14.4 | 18.4 | 11.0 | 15.1 | 7.0 | 1169.8 | 14.5 | 1.2 |
| Imja | 14.6 | 18.4 | 11.4 | 16.7 | 7.7 | 1173.5 | 14.7 | 1.3 |
| Jaeun | 14.3 | 18.1 | 10.8 | 13.7 | 6.5 | 1195.7 | 15.1 | 2.0 |
| Bigeum | 14.4 | 18.3 | 11.1 | 12.0 | 7.3 | 1134.7 | 14.8 | 1.7 |
| Docho | 14.3 | 18.1 | 11.0 | 10.6 | 6.3 | 1121.8 | 14.7 | 1.6 |
| Heuksan | 13.8 | 16.6 | 11.5 | 5.5 | 0.1 | 1077.5 | 14.1 | 1.6 |
| Haui | 14.3 | 18.1 | 10.8 | 7.8 | 5.1 | 1117.7 | 14.8 | 1.5 |
| Shinui | 14.2 | 18.2 | 10.7 | 7.1 | 5.0 | 1143 | 14.5 | 1.5 |
| Jangsan | 14.3 | 18.3 | 10.8 | 8.3 | 5.9 | 1129.8 | 14.4 | 1.5 |
| Anjwa | 14.2 | 18.3 | 10.8 | 11.2 | 8.4 | 1141.6 | 14.7 | 1.7 |
| Palgeum | 14.3 | 18.3 | 10.8 | 11.6 | 7.9 | 1129.3 | 14.7 | 1.7 |
| Amtae | 14.2 | 18.1 | 10.7 | 11.6 | 6.2 | 1170.1 | 14.6 | 1.6 |
3.2. Analysis
4. Results and Discussion
4.1. Land Use


4.2. Correlations Between Land Use and Climate
5. Conclusion and Policy Implications
6. Limitations and Future Work
7. Patents
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
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| Item | Muan | Shinan |
| Area | 436.40 km² | 655.68 km² |
| Human population (2020) | 86,132 | 38,938 |
| Population density | 197.37 persons km² | 59.38 persons km² |
| Economy | Mainly agriculture; limited aquaculture | Mixed farming, fishing, and aquaculture |
| Administrative units | 3 eups and 6 myeons (9 local offices) |
2 eups and 12 myeons (14 local offices) |
| Natural environments | Muan Tidal Flat Wetland Protected Area | UNESCO World Heritage (Getbol), UNESCO Shinan-Dadohae Biosphere Reserve, Dadohaehaesang National Park |
| Geographical features | North–south elongated terrain; most hills 200–300 m above sea level; extensive reclaimed tidal flats converted to cropland since the 1960s | 2 eups and 12 myeons (14 local offices) Composed of ~890 islands; mostly rolling hills 200–300 m above sea level; broad tidal flats |
| Daily Mean Temperature | Daily Maximum Temperature | Daily Minimum Temperature | Tropical Night Days | Heatwave Days | Annual Precipitation | Precipitation Intensity | Heavy Rain Days | |
| Build-up Area | -0.39 | 0.383 | -0.511* | -0.102 | 0.404 | 0.468* | -0.199 | -0.021 |
| Agricultural Area | -0.239 | 0.557** | -0.497* | 0.198 | 0.687** | 0.364 | -0.029 | -0.357 |
| Wetland | 0.686** | -0.097 | 0.583** | 0.343 | -0.313 | -0.525* | 0.172 | -0.081 |
| Bare Land | 0.208 | 0.88** | 0.668** | -0.196 | 0.834** | -0.606** | -0.103 | 0.341 |
| Forest & Grassland | -0.443* | -0.592** | -0.01 | -0.603** | -0.528** | 0.12 | -0.12 | 0.49* |
| Water Surface | -0.232 | 0.513* | -0.474* | -0.084 | 0.531** | 0.438* | -0.11 | 0.99 |
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