English

Equity-Aware Geospatial AI for Forecasting Demand-Driven Hospital Locations in Germany

Artificial Intelligence 2025-10-14 v1

Abstract

This paper presents EA-GeoAI, an integrated framework for demand forecasting and equitable hospital planning in Germany through 2030. We combine district-level demographic shifts, aging population density, and infrastructure balances into a unified Equity Index. An interpretable Agentic AI optimizer then allocates beds and identifies new facility sites to minimize unmet need under budget and travel-time constraints. This approach bridges GeoAI, long-term forecasting, and equity measurement to deliver actionable recommendations for policymakers.

Keywords

Cite

@article{arxiv.2510.10640,
  title  = {Equity-Aware Geospatial AI for Forecasting Demand-Driven Hospital Locations in Germany},
  author = {Piyush Pant and Marcellius William Suntoro and Ayesha Siddiqua and Muhammad Shehryaar Sharif and Daniyal Ahmed},
  journal= {arXiv preprint arXiv:2510.10640},
  year   = {2025}
}

Comments

7 pages. Application: https://equity-aware-geospatial-ai-project.streamlit.app/ Codebase: https://github.com/mwsyow/equity-aware-geospatial-ai-project/