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Ali Mostafa A. Radwan on Muck Rack

Ali Mostafa A. Radwan

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Articles

Proactive soft-failure prediction in optical transport networks via physics-inspired features and Infrastructure-as-Code orchestration

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By Ola Ali, Omar Radwan, M. M. Elsherbini, Ali Mostafa A. Radwan
| Nature Verified
Abstract Optical transport networks rely on reactive fault management, which guarantees service disruption during the onset of soft failures. We present a framework for proactive soft-failure prediction that combines physics-inspired feature engineering, tree-ensemble machine learning, and Infrastructure-as-Code (IaC) orchestration.
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