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GIS-Driven Multi-Criteria Assessment of Rural Settlement Patterns and Attributes in Rwanda’s Western Highlands (Central Africa)

Author

Listed:
  • Athanase Niyogakiza

    (School of Architecture, Chang’an University, Xi’an 710061, China
    Karongi College, Rwanda Polytechnic, Karongi P.O. Box 85, Rwanda)

  • Qibo Liu

    (School of Architecture, Chang’an University, Xi’an 710061, China)

Abstract

This study investigates rural settlement patterns and land suitability in Rwanda’s Western Highlands, a mountainous region highly vulnerable to geohazards like landslides and flooding. Its primary aim is to inform sustainable, climate-resilient development planning in this fragile landscape. We employed high-resolution satellite imagery, a Digital Elevation Model (DEM), and comprehensive geospatial datasets to analyze settlement distribution, using Thiessen polygons for influence zones and Kernel Density Estimation (KDE) for spatial clustering. The Analytic Hierarchy Process (AHP) was integrated with the GeoDetector model to objectively weight criteria and analyze settlement pattern drivers, using population density as a proxy for human pressure. The analysis revealed significant spatial heterogeneity in settlement distribution, with both clustered and dispersed forms exhibiting distinct exposure levels to environmental hazards. Natural factors, particularly slope gradient and proximity to rivers, emerged as dominant determinants. Furthermore, significant synergistic interactions were observed between environmental attributes and infrastructure accessibility (roads and urban centers), collectively shaping settlement resilience. This integrative geospatial approach enhances understanding of complex rural settlement dynamics in ecologically sensitive mountainous regions. The empirically grounded insights offer a robust decision-support framework for climate adaptation and disaster risk reduction, contributing to more resilient rural planning strategies in Rwanda and similar Central African highland regions.

Suggested Citation

  • Athanase Niyogakiza & Qibo Liu, 2025. "GIS-Driven Multi-Criteria Assessment of Rural Settlement Patterns and Attributes in Rwanda’s Western Highlands (Central Africa)," Sustainability, MDPI, vol. 17(14), pages 1-24, July.
  • Handle: RePEc:gam:jsusta:v:17:y:2025:i:14:p:6406-:d:1700622
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    References listed on IDEAS

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    1. John Adekunle Adesina & Yuanyuan Liu & Xiaolan Tang & Yujie Ren, 2024. "Assessing the Impact of Geospatial Susceptibility on the Rural Agricultural Landscapes of Village Settlements in Southwestern Nigeria," Land, MDPI, vol. 13(10), pages 1-24, October.
    2. Ainhoa Gonzalez & Álvaro Enríquez-de-Salamanca, 2018. "Spatial Multi-Criteria Analysis in Environmental Assessment: A Review and Reflection on Benefits and Limitations," Journal of Environmental Assessment Policy and Management (JEAPM), World Scientific Publishing Co. Pte. Ltd., vol. 20(03), pages 1-24, September.
    3. Jian Xu & Liangjun Zheng & Ruiqu Ma & Han Tian, 2023. "Correlation between Distribution of Rural Settlements and Topography in Plateau-Mountain Area: A Study of Yunnan Province, China," Sustainability, MDPI, vol. 15(4), pages 1-15, February.
    4. Christos Polykretis & Manolis G. Grillakis & Athanasios V. Argyriou & Nikos Papadopoulos & Dimitrios D. Alexakis, 2021. "Integrating Multivariate (GeoDetector) and Bivariate (IV) Statistics for Hybrid Landslide Susceptibility Modeling: A Case of the Vicinity of Pinios Artificial Lake, Ilia, Greece," Land, MDPI, vol. 10(9), pages 1-23, September.
    5. repec:plo:pone00:0107042 is not listed on IDEAS
    6. Pritish Behuria, 2019. "Twenty‐first Century Industrial Policy in a Small Developing Country: The Challenges of Reviving Manufacturing in Rwanda," Development and Change, International Institute of Social Studies, vol. 50(4), pages 1033-1062, July.
    7. Dawson, Neil & Martin, Adrian, 2015. "Assessing the contribution of ecosystem services to human wellbeing: A disaggregated study in western Rwanda," Ecological Economics, Elsevier, vol. 117(C), pages 62-72.
    8. Yuxiang Tan & Mingshun Xiang & Haixia Lu & Linsen Duan & Jin Yang & Jiake Meng & Ao Li & Lanlan Deng, 2023. "Spatial Difference Studies and Driving Force Analysis of Rural Settlements in the Northwest Sichuan Plateau," Sustainability, MDPI, vol. 15(9), pages 1-18, April.
    9. Yiwei Yang & Yanhui Wang, 2023. "Exploring Rural Resilient Factors Based on Spatial Resilience Theory: A Case Study of Southern Jiangsu," Land, MDPI, vol. 12(9), pages 1-23, August.
    10. Kaiming Li & Min Wang & Wenbin Hou & Fuyuan Gao & Baicui Xu & Jianjun Zeng & Dongyu Jia & Jun Li, 2023. "Spatial Distribution and Driving Mechanisms of Rural Settlements in the Shiyang River Basin, Western China," Sustainability, MDPI, vol. 15(16), pages 1-22, August.
    11. Lingfan Ju & Huan Yu & Qing Xiang & Wenkai Hu & Xiaoyu Xu, 2023. "Spatial Coupling Pattern and Driving Forces of Rural Settlements and Arable Land in Alpine Canyon Region of the Maoxian County, China," IJERPH, MDPI, vol. 20(5), pages 1-18, February.
    12. An Huang & Li Tian & Qing Li & Yongfu Li & Jianghao Yu & Yuan Gao & Jing Xia, 2023. "Land-Use Planning Serves as a Critical Tool for Improving Resources and Environmental Carrying Capacity: A Review of Evaluation Methods and Application," IJERPH, MDPI, vol. 20(3), pages 1-20, January.
    13. Zhiyuan Yang & Dong Yang & Jingjie Geng & Fengxia Tian, 2022. "Evaluation of Suitability and Spatial Distribution of Rural Settlements in the Karst Mountainous Area of China," Land, MDPI, vol. 11(11), pages 1-21, November.
    14. Jingya Tang & Lichun Sui, 2022. "Geodetector-Based Livability Analysis of Potential Resettlement Locations for Villages in Coal Mining Areas on the Loess Plateau of China," Sustainability, MDPI, vol. 14(14), pages 1-19, July.
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