Philip

Philip

Meet with Urban IoT

Urban IoT data is dynamic. Static models fail. Our architecture migrates workloads live across edgeโ€“cloud continuum to adapt in real time.  ๐ŸŒŸ Follow us on LinkedIn!  ๐ŸŒŸ Check the updates from the website: www.cleverproject.eu  ๐ŸŒŸ You can read theโ€ฆ

Why Edge Matters for Smart Environments?

Why edge > cloud for smart environments? โšก Lower latency โšก Reduced bandwidth load โšก Better scalability + fault tolerance  ๐ŸŒŸ Follow us on LinkedIn!  ๐ŸŒŸ Check the updates from the website: www.cleverproject.eu  ๐ŸŒŸ You can read the post on our website:โ€ฆ

CLEVER’s Drift Detection

Drift detection framework combines:  ๐ŸŒŸ Follow us on LinkedIn!ย  Check the updates from the website: www.cleverproject.eu ย ๐ŸŒŸ You can read the post on our website: ย ๐ŸŒŸ Full paper in: ย ย 

Technology for next-gen smart cities

Smart campuses = testbeds for next-gen smart city services. Our edge-based drift detection shows practical gains in real-world deployments.  ๐ŸŒŸ Follow us on LinkedIn!ย ๐ŸŒŸ Check the updates from the website: www.cleverproject.eu ย ๐ŸŒŸ You can read the post on our website:โ€ฆ

New propose: containerised EMDC architecture

We propose a containerised EMDC architecture: scalable pipelines for heterogeneous smart city workloads.  ๐ŸŒŸ Follow us on LinkedIn! ๐ŸŒŸ Check the updates from the website: www.cleverproject.eu  ๐ŸŒŸ You can read the post on our website: https://lnkd.in/d4MB_HhM ๐ŸŒŸ Full paper in: https://zenodo.org/records/14944394  

What is MAPE?

MAPE improved from 8.5% โ†’ 3.88% using automated drift detection in smart campus experiments.   ๐ŸŒŸ Follow us on LinkedIn!ย  Check the updates from the website: www.cleverproject.eu ย ๐ŸŒŸ You can read the post on our website: ย ๐ŸŒŸ Full paper in: ย ย โ€ฆ

CLEVER’s concept drift

Concept drift = when real-world sensor data changes, breaking AI models. Our solution: feedback-driven drift detection at the edge.  ๐ŸŒŸ Follow us on LinkedIn! ๐ŸŒŸ Check the updates from the website: www.cleverproject.eu  ๐ŸŒŸ You can read the post on our website:โ€ฆ

Cloudโ€“edge continuum

The cloudโ€“edge continuum is key for resilient smart environments. We present a containerised edge architecture supporting:  This approach strengthens data-driven municipal services in dynamic urban environments.  ๐ŸŒŸ Follow us on LinkedIn! ๐ŸŒŸ Check the updates from the website: www.cleverproject.eu  ๐ŸŒŸ Youโ€ฆ

Smart cities face concept drift

Smart cities face concept driftโ€”when sensor data streams shift over time, degrading AI predictions.ย Our solution: an edge micro data center (EMDC) architecture with automated drift detection (LSTM + PHT + ADWIN + KSWIN).ย Results: MAPE reduced from 8.5% to 3.88% inโ€ฆ

Read about deep-edge environments

Deep-edge environments (connected cars, robots, fintech apps) demand quantum-resilient, lightweight crypto. Our stack delivers exactly that.  ๐ŸŒŸ Follow us on LinkedIn! ๐ŸŒŸ Check the updates from the website: www.cleverproject.eu  ๐ŸŒŸ You can read the post on our website: https://lnkd.in/d4MB_HhM ๐ŸŒŸ Full paperโ€ฆ