This paper tackles a crucial and timely topic, i., understand the various factors contributing to optical link problems by explaining opaque AI models with two goals: (i) either pro-viding instance explanations for a given decision by using a local and model agnostic approach;. This paper tackles a crucial and timely topic, i. During the. The interruption of the optical cable line caused by external factors or the optical fiber itself, which affects the communication service, is called the optical cable line fault. Ensuring continuous service by monitoring and identifying fiber failures is essential, as any disruption can cause significant financial losses for telecom carriers. It emphasizes the need for the fault detection and fault classification.
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