The DEPs (Data Exploitation Platforms) are being tested and validated across 8 scientific and 4 technological use cases in collaboration with key Research Infrastructures and Data Space stakeholders.
Use Cases
Real-World Validation of DEPs: Driving Scientific and Technological Impact
How We Validate DEP
To ensure robustness, scalability, and real-world relevance, DEPs are deployed across 4 RIs and validated through:
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8 scientific use cases from diverse research domains.
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4 technological use cases testing cross-cutting features.
All scientific use cases share:
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Large-scale data access and processing from RI holdings.
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AI-driven data analysis and classification.
This dual focus ensures DEP delivers value both to data providers (via QA and system monitoring) and scientific users (through advanced discovery and analysis capabilities).
Scientific Use Cases
Explore how the DEP will be validated through eight scientific use cases across participating RIs.
Generative AI-Powered Assistant for Data Discovery and Analysis
Combining generative AI and image analysis tools, this assistant helps users navigate large bioimage archives...
AI-Supported Scheduling for Radar Experiments
To optimise radar usage, AI models learn from past experiments and real-time space weather data...
Colorectal Cancer Risk Prediction with Explainable AI
Through AI analysis of over 45,000 whole-slide lymph node images, this use case aims to...
Foundational AI for Biological Imaging
Aiming to support categorization and search across large, mixed-image datasets, this use case trains a...
High-Resolution Climate Mapping for Agriculture
To help the agricultural and insurance sectors, this use case focuses on downscaling global climate...
Smart Anomaly Detection in Climate Data Downloads
This use case builds AI models to detect abnormal download patterns from ESGF data repositories....
Space Debris & Anomaly Detection in Radar Data
Using AI to analyse radar data, this use case helps identify rare events, including space...
Synthetic Data for Computational Pathology
This use case generates synthetic medical images using diffusion models to overcome privacy issues in...
Coming Soon
Technology Use Cases
Explore four technological use cases which will assess DEP under special circumstances.
Advanced image compression
This use case addresses the challenge of transferring and storing large medical image files in...
DEP Scalability on EuroHPC with DestinE
This use case tests the scalability and performance of RI-SCALE’s Data Exploitation Platform (DEP) on...
Green Computing Improvement
This use case evaluates the potential of GROQ’s high-performance, energy-efficient hardware to reduce the environmental...
Credit Management System
This use case develops a Credit Management System for Data Exploitation Platforms (DEPs) that tracks...