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-1 Citizen science resource hub Platform 101094041 OTTERS
technologies-2 PROMETHEUS Waste Water Treatment System Nanofiltration membrane and evaporator Integrated wastewater treatment system High organic load, high temperature, high salinity industrial wastewater Not specified Not specified Not specified Not specified 262184 PROMETHEUS Treats wastewater from aluminum and rubber production, recovering water and chemicals for reuse and reducing waste for off-site treatment.
technologies-3 Waste heap volume estimation tool Not specified Software Waste heap imagery No No Estimating volume of waste heaps 10.5281/zenodo.12167967 101073952 PERIVALLON Estimates the volume of waste heaps.
technologies-4 Landfill detector Deep Learning Software Aerial and satellite images AerialWaste dataset No AerialWaste dataset for landfill discovery in aerial and satellite images 10.1038/s41597-023-01976-9 101073952 PERIVALLON Detects illegal landfills in aerial and satellite images.
technologies-5 Muddy water mapping tool Machine Learning Software Sentinel-2 imagery No No Towards a Paradigm Shift on Mapping Muddy Waters with Sentinel-2 Using Machine Learning 10.3390/su151813441 101073952 PERIVALLON Maps muddy water in inland/coastal waters using Sentinel-2 imagery.
technologies-6 UAV Coverage Path Planning tool Not specified Software Geographic data No No Systematically Improving the Efficiency of Grid-Based Coverage Path Planning Methodologies in Real-World UAVs’ Operations 10.3390/drones7060399 101073952 PERIVALLON Plans efficient flight paths for UAVs in grid-based coverage operations.
technologies-7 Big data application suite IoT, AI Software suite Vessel operational data Not specified Not specified From STEAM to Machine: Emissions control in the shipping 4.0 era 10.5957/SOME-2023-020 101056799 DT4GS Monitors and estimates vessel emissions; improves scrubber efficiency; assesses and estimates environmental footprint.
technologies-8 Digital Twin Enabled Decision Support Framework Machine learning Decision Support System Ship operational data Not specified Not specified A Digital Twin Enabled Decision Support Framework for Ship Operational Optimisation Towards Decarbonisation 10.1007/978-981-99-3091-3_38 101056799 DT4GS Supports ship operational optimization towards decarbonization.
technologies-9 Time series analysis architecture Machine learning Software architecture Vessel data Not specified Not specified Time Series Analysis for Digital Twins in Green Shipping 10.5957/SOME-2023-028 101056799 DT4GS Automated data capture, processing, and analysis for time series data; anomaly detection and forecasting.
technologies-10 Open Digital Twin Framework Not specified Framework Not specified Not specified Not specified Not specified Not specified 101056799 DT4GS Supports smart green shipping in upgrading existing and new vessels.