πŸ“° CLEVER Weekly Round-up (September Highlights)

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


πŸ”— https://lnkd.in/dYPRnGsB