This week, CLEVER showcased innovations in edge computing, AI, photonics, and sustainable technologies:
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CATER: Sustainable Edge Data Placement β Launching September, the CATER framework optimizes data flow across the edge-cloud continuum with GDPR compliance, privacy safeguards, and energy efficiency.
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Energy-Efficient Edge Storage β CATER reduces active node usage by 23% compared to default Apache Ozone while meeting all application constraints, lowering energy consumption β‘ and environmental impact π.
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Optimized Edge Storage for Real-World Deployment β Our framework balances performance with sustainability, reducing costly data movement and improving efficiency.
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Flexible Edge Integration β CATER integrates seamlessly with Apache Ozone using modular APIs, enabling intelligent node selection across diverse edge environments such as smart factories and hospitals.
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Photonic-Accelerated AI for 6G Security β Next-gen photonic hardware detects cyberattacks in real-time with 99.7% accuracy, making future networks faster and safer.
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Photonic CNNs for Green 6G β Photonic Convolutional Neural Networks outperform traditional electronics in speed, density, and energy use, essential for sustainable 6G cyber defense.
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AI for Marine Debris Monitoring β Comparing ML models (NN, SVM, XGB, LR, RF), CLEVER finds Neural Networks and SVM achieve up to 84% accuracy in underwater debris classification.
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Deep-Sea Ecosystem Protection β CNN architectures like ResNet, VGG19, and DenseNet power automated monitoring, protecting oceans through precise debris detection.
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Real-Time Cyber Defense at 6G Base Stations β Photonic-Aware Neural Networks (PANNs) enable autonomous threat handling and faster mitigation β‘ at the network edge.
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Sustainable 6G Networks β CLEVER ensures that as networks scale, energy efficiency and security remain core priorities, combining AI and photonics for a greener digital future.
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Robust AI Models for Marine Monitoring β Class-wise precision and F1-scores confirm CLEVERβs models maintain accuracy even with high in-class variance, advancing automated underwater monitoring.
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Cyber-Physical Systems & IoT Innovation β CLEVER research drives green systems, trustworthy AI, and energy-efficient processors, shaping Europeβs IoT landscape.
Stay tuned for another week of cutting-edge research and innovation from CLEVER π