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-31 NIR-CI contaminant detection method Near Infrared Chemical Imaging (NIR-CI) Method NIR-CI images of contaminated water Not specified Not specified Not specified Not specified 237819 AQUASENSE Detects contaminants in water using NIR-CI.
technologies-32 Systematically Improving the Efficiency of Grid-Based Coverage Path Planning Methodologies in Real-World UAVs’ Operations Grid-based Coverage Path Planning (CPP) Algorithm UAV flight data Yes 10.3390/drones7060399 101004152 CALLISTO Improved efficiency of grid-based CPP methodologies for UAVs.
technologies-33 Fuzzy clustering for the within-season estimation of cotton phenology Fuzzy c-means clustering Algorithm Sentinel-2 data, weather and soil data Yes Yes 10.1371/journal.pone.0282364 101004152 CALLISTO Within-season cotton phenology estimation.
technologies-34 Deep Learning for Remote Sensing Image Downscaling: Fusion and Super-Resolution Deep Learning Algorithm Remote sensing images Yes 10.1109/mgrs.2022.3171836 101004152 CALLISTO Remote sensing image downscaling using deep learning.
technologies-35 Recurrent U-Net based dynamic paddy rice mapping in South Korea with enhanced data compatibility to support agricultural decision making Recurrent U-Net Algorithm Satellite imagery Yes 10.1080/15481603.2023.2206539 101004152 CALLISTO Dynamic paddy rice mapping using Recurrent U-Net.
technologies-36 COLLABORATIVE PLATFORM FOR PROTOTYPING, DEVELOPING AND EXECUTING EO AND AI BASED SERVICES Collaborative Platform Platform EO and AI data Yes 10.5281/zenodo.10454558 101004152 CALLISTO Platform for prototyping, developing, and executing EO and AI based services.
technologies-37 DataCAP: Sentinel datacubes, crowdsourced street-level images and annotated benchmark datasets for the monitoring of the CAP DataCAP Dataset Sentinel data, crowdsourced street-level images Yes Yes No DOI available 101004152 CALLISTO Dataset for monitoring the Common Agricultural Policy (CAP).
technologies-38 BiasUNet: Learning Change Detection over Sentinel-2 Image Pairs BiasUNet Algorithm Sentinel-2 image pairs Yes 10.5281/zenodo.7037539 101004152 CALLISTO Change detection over Sentinel-2 image pairs.
technologies-39 MuseHash: Supervised Bayesian Hashing for Multimodal Image Representation MuseHash Algorithm Multimodal image data Yes 10.1145/3591106.3592228 101004152 CALLISTO Supervised Bayesian Hashing for multimodal image representation.
technologies-40 BiasHash: A Bayesian Hashing Frameworkfor Image Retrieval BiasHash Algorithm Image data Yes 10.1109/ivmsp54334.2022.9816233 101004152 CALLISTO Bayesian Hashing framework for image retrieval.