All Articles
-
Building Interoperable Geospatial Web Services with Uncertainty Metadata
OGC web service standards provide a foundation for composable geospatial processing, but do not natively encode uncertainty. Extending them with structured uncertainty profiles enables end-to-end propagation across multi-service environmental modeling chains.
-
The Model Web Architecture for Global Earth Observation: Design, Components, and Future Directions
The model web extends GEOSS by making computational models discoverable and composable as network services. Embedding uncertainty handling directly into the service architecture is the key design requirement for defensible environmental assessments at global scale.
-
Quantifying Uncertainty in Spatial Environmental Models: Methods and Best Practices
Environmental models that operate over spatial domains carry uncertainty at every stage of their processing chain. Systematic methods for uncertainty quantification and interoperable standards are essential for defensible, reproducible outputs.