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-991 Multimodal DNN Deep Neural Network (Convolutional Neural Network) Classification Remote sensing observations Not specified Not specified Distributed Training and Inference of Deep Learning Models for Multi-Modal Land Cover Classification 10.3390/rs12172670 842560 CALCHAS Multi-modal land cover classification
technologies-992 Embedded Temporal Convolutional Network (E-TCN) Deep Neural Network (Encoder, Temporal Convolutional Network, Decoder) Forecasting Satellite and model-based data Not specified Not specified Embedded Temporal Convolutional Networks for Essential Climate Variables Forecasting 10.3390/s22051851 842560 CALCHAS Essential Climate Variables forecasting
technologies-993 Uncertainty-aware Deep Neural Network Deep Neural Network Parameter Estimation Mock lensed images, real galaxy images Not specified Not specified Quantifying the structure of strong gravitational lens potentials with uncertainty-aware deep neural networks 10.1093/mnras/staa3201 842560 CALCHAS Quantifying gravitational lens potentials
technologies-994 Tensor Decomposition Learning Tensor Decomposition Compression Multidimensional Signals Not specified Not specified Tensor Decomposition Learning for Compression of Multidimensional Signals 10.1109/JSTSP.2021.3054314 842560 CALCHAS Compression of multidimensional signals
technologies-995 4D Convolutional Neural Networks Deep Neural Network (4D CNN) Classification Multi-spectral and multi-temporal remote sensing data Not specified Not specified 4D Convolutional Neural Networks for Multi-Spectral and Multi-Temporal Remote Sensing Data Classification 10.1109/icassp43922.2022.9746777 842560 CALCHAS Multi-spectral and multi-temporal remote sensing data classification
technologies-996 Deep multi-modal satellite and in-situ observation fusion Deep Neural Network Soil Moisture Retrieval Satellite and in-situ observations Not specified Not specified Deep multi-modal satellite and in-situ observation fusion for Soil Moisture retrieva 10.5281/zenodo.6674311 842560 CALCHAS Soil moisture retrieval
technologies-997 Multi-Temporal Convolutional Neural Networks Deep Neural Network (Convolutional Neural Network) Soil Moisture Observation Enhancement Satellite-derived soil moisture observations Not specified Not specified Multi-Temporal Convolutional Neural Networks for Satellite-Derived Soil Moisture Observation Enhancement 10.1109/IGARSS39084.2020.9323790 842560 CALCHAS Satellite-derived soil moisture observation enhancement
technologies-998 IRRISAVE Smart Irrigation Control System Smart water management technology System Soil moisture data from soil probe sensors Not specified Not specified Periodic Reporting for period 1 - IRRISAVE (Smart Irrigation Control System with 40% Savings in Water for Universal Use) 720235 IRRISAVE Maximizes irrigation efficiency, saves up to 40% water, integrates with various irrigation systems, user-friendly interface.
technologies-999 NINFA Platform Decision Support System (DSS), Groundwater Knowledge Observatory, data acquisition platform, social game app Integrated platform Global knowledge, real-time monitoring data, hydrogeological and reactive-transport models, risk assessment models, innovative water treatment technologies Not specified Not specified Not specified Not specified 101081865 NINFA Facilitates decision-making in groundwater management, provides early warning of pollution.
technologies-1000 Best Practices Handbook Document Handbook Various sources Not specified Not specified Not specified Not specified 101081865 NINFA Compilation of best practices for groundwater management.