A. Neftissov, Assiya Sarinova, Ilyas Kazambaev, L. Kirichenko, S. Bronin
{"title":"基于光纤传感器和深度学习的智能监测系统的开发","authors":"A. Neftissov, Assiya Sarinova, Ilyas Kazambaev, L. Kirichenko, S. Bronin","doi":"10.1109/SIST58284.2023.10223520","DOIUrl":null,"url":null,"abstract":"Fiber-optic sensors are commonly used in modern monitoring systems. This article discusses a monitoring system using a fiber-optic sensor built using a camera. As the study showed, the newly proposed method requires a machine learning system to determine the displacement of stone slabs accurately. However, this system needs to have higher accuracy in determining the distance to the damage. This work aims to develop a deep learning system that considers external disturbances affecting a light spot's image.","PeriodicalId":367406,"journal":{"name":"2023 IEEE International Conference on Smart Information Systems and Technologies (SIST)","volume":"10 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2023-05-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Development of an Intelligent Monitoring System Based on the Use of Fiber-Optic Sensors and Deep Learning\",\"authors\":\"A. Neftissov, Assiya Sarinova, Ilyas Kazambaev, L. Kirichenko, S. Bronin\",\"doi\":\"10.1109/SIST58284.2023.10223520\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Fiber-optic sensors are commonly used in modern monitoring systems. This article discusses a monitoring system using a fiber-optic sensor built using a camera. As the study showed, the newly proposed method requires a machine learning system to determine the displacement of stone slabs accurately. However, this system needs to have higher accuracy in determining the distance to the damage. This work aims to develop a deep learning system that considers external disturbances affecting a light spot's image.\",\"PeriodicalId\":367406,\"journal\":{\"name\":\"2023 IEEE International Conference on Smart Information Systems and Technologies (SIST)\",\"volume\":\"10 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2023-05-04\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2023 IEEE International Conference on Smart Information Systems and Technologies (SIST)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/SIST58284.2023.10223520\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2023 IEEE International Conference on Smart Information Systems and Technologies (SIST)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SIST58284.2023.10223520","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Development of an Intelligent Monitoring System Based on the Use of Fiber-Optic Sensors and Deep Learning
Fiber-optic sensors are commonly used in modern monitoring systems. This article discusses a monitoring system using a fiber-optic sensor built using a camera. As the study showed, the newly proposed method requires a machine learning system to determine the displacement of stone slabs accurately. However, this system needs to have higher accuracy in determining the distance to the damage. This work aims to develop a deep learning system that considers external disturbances affecting a light spot's image.