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Gridded population mapping for Germany based on building density, height and type from Earth Observation data using
Franz Schug1,2, David Frantz1, Sebastian van der Linden3
1Geography Department, Humboldt-Universität zu Berlin, Berlin, Germany.
Accurate gridded population mapping in Germany is achieved by integrating building density, type, and height. Combining building density and height (volume) significantly improves population estimates, reducing errors in urban and rural areas.
Area of Science:
- Geospatial science
- Population geography
- Remote sensing
Background:
- Gridded population data is crucial for global change research and disaster risk assessment.
- Existing methods often lack fine-scale accuracy for human-environmental process studies.
Purpose of the Study:
- To develop and validate a nationwide gridded population dataset for Germany.
- To assess the impact of building density, type, and height on dasymetric mapping accuracy.
- To perform a bottom-up population estimate using integrated datasets.
Main Methods:
- Utilized Copernicus Sentinel-1 and Sentinel-2 data for building type, density, and height.
- Produced a nationwide dataset of predominant building types.
- Examined top-down dasymetric mapping with varying weighting layers.
- Performed a nationwide bottom-up population estimation.
Main Results:
- Integrating building types improved fine-scale mapping by preventing redistribution to non-residential areas.
- Building density enhanced population estimate quality across all scales compared to binary layers.
- Combining building density and height (volume) significantly improved mapping accuracy and reduced regional discrepancies.
Conclusions:
- Building type integration is beneficial for fine-scale population mapping.
- Building density and volume are key factors for accurate gridded population estimates.
- Building density, type, volume, and living floor area per capita enable accurate large-area population estimates.
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