PCAPVision: PCAP-Based High-Velocity & Large-Volume NetworkFailure Detection

This white paper introduces PCAPVision, a cutting-edgesolution that leverages computer vision and Convolutional Neural Networks(CNNs) to detect failures in Packet Capture (PCAP) files. By transforming PCAPdata into images, PCAPVision utilizes robust pattern recognition capabilitiesto efficiently analyze network traffic. The approach integrates a continuallearning framework to dynamically adapt to new data, ensuring sustainedperformance over time. This innovative method significantly reduces the time requiredfor failure detection, enhancing network reliability and performance inlarge-scale telecommunications networks.

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