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 â–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-141 PLASIM-ENTSem Statistical emulator Statistical model Temporal forcing Temperature, precipitation, heating and cooling degree days Holden et al. (2013) 10.5194/gmdd-6-3349-2013 265170 ERMITAGE Reduced-form statistical representation of PLASIM-ENTS
technologies-142 LPJmLem Statistical emulator Statistical model Surface climate fields Decadal changes in primary productivity and yields of four major crop types Oyebamiji et al. (in prep.) 265170 ERMITAGE Two-stage statistical emulator for LPJmL dynamic global vegetation and crop model
technologies-143 GENIEem Statistical emulator Statistical model Time-series of CO2 emissions Time-series of atmospheric CO2 concentrations 265170 ERMITAGE Emulator for the carbon-cycle model GENIE-1
technologies-144 GEMINI-E3 emulator Statistical emulator Statistical model Different regimes of regional and global emissions Analytical payoff functions for GEMINI regions Haurie et al. (2013) 265170 ERMITAGE Emulator for the macroeconomic model GEMINI-E3
technologies-145 BFG2 Software framework Software Fortran, C, Python codes Coupled model outputs 265170 ERMITAGE Bespoke framework generator for coupling models
technologies-146 BFG2 portal Web portal Web application Coupled model descriptions Coupled model outputs 265170 ERMITAGE Web interface for running BFG2 and viewing couplings
technologies-147 CIAS Integrated assessment system Software Various models Coupled model outputs 265170 ERMITAGE Platform for coupling and running integrated assessment models
technologies-148 ClimaScope Data visualization engine Web application Climate model outputs Climate change data 265170 ERMITAGE Visualization of climate and climate change data
technologies-149 CIAS-Live Integrated assessment system Web application Fast models Model outputs 265170 ERMITAGE Web interface for running fast models interactively
technologies-150 VedaViz Output data analysis system Software Model results Visualizations of model results Yes 265170 ERMITAGE Tool for analyzing and visualizing model results