Tools and Technologies

This catalogue is a dataset of data models, AI technologies, simulation tools, intelligent systems, and digital twins for inland water management. The catalogue includes hydrological models for predicting flow and quality, social models for water usage, and hydraulic models for urban distribution. AI technologies, such as machine learning algorithms for processing hydrological data and analysing satellite images, are identified. Simulation tools are catalogued based on their ability to predict event outcomes. Intelligent systems integrating cyber-physical architectures, sensors, actuators, and software are analysed for their roles in monitoring, event detection, risk assessment, and decision support. Digital twins, which combine real data with models and simulations to create virtual system replicas, are also included.

ID ā–² Name Technology Type Data used as input Produced datasets (openly available) Demo (video if available) Paper (if available) Paper DOI (if available) Project ID (if available) Project Acronym (if available) Service description
technologies-191 3-D ice cliff evolution model Physical model Numerical model High-resolution digital elevation models (DEMs) from UAV surveys Ice cliff volume losses Not specified A physically based 3-D model of ice cliff evolution over debris-covered glaciers 10.1002/2016JF004039 676819 CAT Simulating ice cliff evolution
technologies-192 Snow model with data assimilation Snow model, Ensemble Kalman filter (EnKF) Numerical model Remotely sensed snow cover (Landsat 8, MOD10A2), in situ snow depth measurements Snow water equivalent (SWE), snowmelt runoff Not specified Assimilation of snow cover and snow depth into a snow model to estimate snow water equivalent and snowmelt runoff in a Himalayan catchment 10.5194/tc-11-1647-2017 676819 CAT Estimating SWE and snowmelt runoff
technologies-193 Object-based image analysis for glacier feature mapping Object-based image analysis Image processing Unmanned Aerial Vehicle (UAV) imagery Maps of surface features on debris-covered glacier Not specified Object-based analysis of unmanned aerial vehicle imagery to map and characterise surface features on a debris-covered glacier 10.1016/j.rse.2016.09.013 676819 CAT Mapping glacier surface features
technologies-194 MCDA-based EBM framework Multi-Criteria Decision Analysis (MCDA) Decision Support Framework Ecological, socio-economic, and cultural values No No On the use of multicriteria decision analysis to formally integrate community values into ecosystem-based freshwater management 10.1002/rra.3388 748625 SABER CULTURAL Prioritizes freshwater management strategies by integrating diverse stakeholder values.
technologies-195 ARIES modelling approach Ecological Modelling Predictive Model Environmental data, management scenarios No No Not explicitly mentioned in provided papers. Not Available 748625 SABER CULTURAL Forecasts ecosystem services flow under different management alternatives.
technologies-196 Spatially explicit SDMs Bayesian spatially explicit and non‐spatial SDMs Predictive Model Species occurrence data, environmental variables No No Spatially explicit species distribution models: A missed opportunity in conservation planning? 10.1111/ddi.12891 748625 SABER CULTURAL Predicts species habitat suitability and probability of occurrence, accounting for spatial dependencies.
technologies-197 Advanced glacier mass balance model Numerical modelling Glacier mass balance model Field data, remote sensing observations Not specified Not specified Multiple papers Multiple DOIs 772751 RAVEN Calculates mass balance of debris-covered and debris-free glaciers, including cliff and pond ablation and evolution.
technologies-198 Physically-based models of cliff and pond ablation Numerical modelling Energy balance models Field data, remote sensing observations Not specified Not specified Multiple papers Multiple DOIs 772751 RAVEN Quantifies cliff and pond ablation.
technologies-199 Stochastic birth-death model Stochastic modelling Cliff population dynamics model High-resolution multi-spectral satellite imagery Not specified Not specified Interannual dynamics of ice cliff populations on debris-covered glaciers from remote sensing observations and stochastic modeling 10.1029/2021jf006179 772751 RAVEN Represents ice cliff population dynamics.
technologies-200 Method to infer altitudinal glacier mass balance from satellite imagery Remote Sensing Image processing Satellite imagery Not specified Not specified Multiple papers Multiple DOIs 772751 RAVEN Infers altitudinal glacier mass balance from satellite imagery.