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Classification of interference-fading tolerant Φ-OTDR signal using optimal peak-seeking and machine learning [Invited] 被引量:1

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摘要 A simple and effective interference-fading tolerant method for phase-sensitive optical time-domain reflectometry(Φ-OTDR) using optimal peak-seeking is proposed. This method can reconstruct the vibration signal with high fidelity under the premise of using only an ordinary single-mode sensing fiber without changing the structure of the traditional Φ-OTDR system. Based on the data after interference suppression, we applied different machine learning models to recognize the invasive events category. The promising results show potential applications of Φ-OTDR equipment and future implementation with machine learning algorithms.
作者 Yixin Zhang Tong Zhou Zhewen Ding Yanqing Lu Xuping Zhang Feng Wang Ningmu Zou 张益昕;周桐;丁哲文;陆延青;张旭苹;王峰;邹宁睦(Key Laboratory of Intelligent Optical Sensing and Manipulation(Nanjing University),Ministry of Education,Nanjing 210093,China;Department of Chemistry and Chemical Biology,Cornell University,Ithaca,NY 14850,USA)
出处 《Chinese Optics Letters》 SCIE EI CAS CSCD 2021年第3期36-40,共5页 中国光学快报(英文版)
基金 supported by the National Natural Science Foundation of China (Nos. 61627816 and 61975076) the Beijing Natural Science Foundation (No. 4192042) the Key Research and Development Program of Jiangsu Province (No. BE2018047) the Natural Science Foundation of Jiangsu Province (No. BK20180328) the Key Technology R&D Program of Inner Mongolia Autonomous Region。
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