End-to-End AI for Distributed Fiber Optics Sensing: Eliminating Intermediate Processing via Raw Data Learning

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Zhuocheng Jiang, Yue Tian, Yuheng Chen, Yangmin Ding, Sarper Ozharar, Ting Wang

Published: 2025, Last Modified: 09 Jan 2026ECOC 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: For the first time, we present an end-to-end AI framework for data analysis in distributed fiber optic sensing. The proposed model eliminates the need for optical phase computation and outperforms traditional data processing pipelines, achieving over 96% recognition accuracy on a diverse acoustic dataset.