WaterPrism: A Reinforcement-Learning Framework for Real-Time Flood, Drought, Water-Quality, and Geopolitical Water Security Risk Management

This technical report presents WaterPrism, a multi-objective reinforcement learning framework for real-time hydrological risk management. Coupling 1D/2D hydrodynamic routing with automated compliance verification against the EU Water Framework Directive (Directive 2000/60/EC), WaterPrism manages multi-hazard thresholds across flooding, severe drought, and industrial pollutant transport with empirical validation across the River Cam catchment. Report identifier: WP-TR-2026-V1.0Official portal: https://sampoaios.com

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-10-28
DOI
https://doi.org/10.5281/zenodo.23738942
Primary Topic
Water resources management and optimization
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

WaterPrism: A Reinforcement-Learning Framework for Real-Time Flood, Drought, Water-Quality, and Geopolitical Water Security Risk Management

Harri Lanzett
1 links
Zenodo (CERN European Organization for Nuclear Research)
Water resources management and optimization
article

WaterPrism: A Reinforcement-Learning Framework for Real-Time Flood, Drought, Water-Quality, and Geopolitical Water Security Risk Management

Harri Lanzett
article en

Abstract

This technical report presents WaterPrism, a multi-objective reinforcement learning framework for real-time hydrological risk management. Coupling 1D/2D hydrodynamic routing with automated compliance verification against the EU Water Framework Directive (Directive 2000/60/EC), WaterPrism manages multi-hazard thresholds across flooding, severe drought, and industrial pollutant transport with empirical validation across the River Cam catchment. Report identifier: WP-TR-2026-V1.0Official portal: https://sampoaios.com

Zenodo (CERN European Organization for Nuclear Research)
Clean water and sanitation
Openalex Percentile: Top 19%
Water resources management and optimization
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon