Abstract In a world driven by geospatial big data, simulating past, present, and future scenarios is increasingly viable, giving rise to advanced geospatial intelligence sciences and technologies. These innovations enhance geospatial data management, which constitutes 80% of global data and is vital for addressing natural hazards like global warming and climate change, key areas of spatial big data research tied to environmental challenges. However, the growth of geospatial big data, associated