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Alaa Tharwat

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RAID: Resilient AI Defense Model for Water Utility Cyber–Physical Attacks

The increasing digitalization of water utility infrastructures has made them highly susceptible to sophisticated adversarial attacks that inject misleading features into operational data and to sensor anomalies that introduce redundant or noisy information. At the same time, cyber threats continuously evolve, introduci...

Tarek Gaber, Ahmed Hamed, Mathew Nicho et al. · 0 citations
Review Open access Aug 2026

From Perceptrons to Convolutional Neural Networks: A Practical Tutorial on Spatial Deep Learning

This tutorial takes the reader on a historical and technical journey from the simple Perceptron (1958) to modern Convolutional Neural Networks (CNNs) that dominate spatial data processing (images and video) and connects foundational ideas to state-of-the-art deep learning, focusing on spatial data.

Alaa Tharwat · 1 citation

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