Su Wu , Junbin Huang , Wen Liu , Yandong Pang , Tongbao Zhu
{"title":"使用基于匹配干涉测量的优化 SVMD 的抗噪 UWFBG 水听器阵列增强型 DAS 系统","authors":"Su Wu , Junbin Huang , Wen Liu , Yandong Pang , Tongbao Zhu","doi":"10.1016/j.yofte.2024.104051","DOIUrl":null,"url":null,"abstract":"<div><div>To address the problem of the ultra-weak fiber Bragg grating (UWFBG) background noise in the high-performance interferometric fiber-optic hydrophone sensing system, this paper proposed a combination of RIME optimization algorithm and successive variational mode decomposition (RIME-SVMD) algorithm to mitigate the non-stationary noise signal with time-varying frequency components, which induced by light source and other non-ideal optical transmissions during 3 × 3 demodulation. The SVMD algorithm adopts an iterative approach to decompose the demodulation signal into several Intrinsic Mode Function (IMF) components. Althouth it is worth noting that SVMD algorithm entail a fewer parameter without selecting the number of modes compared to traditional VMD algorithms, it is improved by RIME algorithm to establish the optimization objective, whose phase permutation entropy (PPE) mean of the modal components get minimized to realize the self-adaptive selection of parameters. The proposed algorithm is applied to the adaptive decomposition of the underwater acoustic, resulting in multiple IMF components. The IMFs with the maximum correlation coefficient criterion are retained for signal reconstruction, which contain a significant amount of underwater acoustic characterisation information. The experimental and comparative results show the exceptional performance of the proposed algorithm in effectively removing system and environmental noise while preserving underwater acoustic information. Furthermore, the signal-to-noise ratio (SNR) of the acoustic signal is improved by 6.42 dB compared to VMD. Furthermore, through the information process of beamforming the array signals before and after noise suppression, we note that the approach is capable of achieving directional detection by the UWFBG hydrophone array, which shows a clear azimuth with much less variation over short periods of time.</div></div>","PeriodicalId":19663,"journal":{"name":"Optical Fiber Technology","volume":"88 ","pages":"Article 104051"},"PeriodicalIF":2.6000,"publicationDate":"2024-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Anti-noise UWFBG hydrophone array enhanced DAS system using optimising SVMD based on matched interferometric\",\"authors\":\"Su Wu , Junbin Huang , Wen Liu , Yandong Pang , Tongbao Zhu\",\"doi\":\"10.1016/j.yofte.2024.104051\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>To address the problem of the ultra-weak fiber Bragg grating (UWFBG) background noise in the high-performance interferometric fiber-optic hydrophone sensing system, this paper proposed a combination of RIME optimization algorithm and successive variational mode decomposition (RIME-SVMD) algorithm to mitigate the non-stationary noise signal with time-varying frequency components, which induced by light source and other non-ideal optical transmissions during 3 × 3 demodulation. The SVMD algorithm adopts an iterative approach to decompose the demodulation signal into several Intrinsic Mode Function (IMF) components. Althouth it is worth noting that SVMD algorithm entail a fewer parameter without selecting the number of modes compared to traditional VMD algorithms, it is improved by RIME algorithm to establish the optimization objective, whose phase permutation entropy (PPE) mean of the modal components get minimized to realize the self-adaptive selection of parameters. The proposed algorithm is applied to the adaptive decomposition of the underwater acoustic, resulting in multiple IMF components. The IMFs with the maximum correlation coefficient criterion are retained for signal reconstruction, which contain a significant amount of underwater acoustic characterisation information. The experimental and comparative results show the exceptional performance of the proposed algorithm in effectively removing system and environmental noise while preserving underwater acoustic information. Furthermore, the signal-to-noise ratio (SNR) of the acoustic signal is improved by 6.42 dB compared to VMD. Furthermore, through the information process of beamforming the array signals before and after noise suppression, we note that the approach is capable of achieving directional detection by the UWFBG hydrophone array, which shows a clear azimuth with much less variation over short periods of time.</div></div>\",\"PeriodicalId\":19663,\"journal\":{\"name\":\"Optical Fiber Technology\",\"volume\":\"88 \",\"pages\":\"Article 104051\"},\"PeriodicalIF\":2.6000,\"publicationDate\":\"2024-11-19\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Optical Fiber Technology\",\"FirstCategoryId\":\"94\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1068520024003961\",\"RegionNum\":3,\"RegionCategory\":\"计算机科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"ENGINEERING, ELECTRICAL & ELECTRONIC\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Optical Fiber Technology","FirstCategoryId":"94","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1068520024003961","RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
Anti-noise UWFBG hydrophone array enhanced DAS system using optimising SVMD based on matched interferometric
To address the problem of the ultra-weak fiber Bragg grating (UWFBG) background noise in the high-performance interferometric fiber-optic hydrophone sensing system, this paper proposed a combination of RIME optimization algorithm and successive variational mode decomposition (RIME-SVMD) algorithm to mitigate the non-stationary noise signal with time-varying frequency components, which induced by light source and other non-ideal optical transmissions during 3 × 3 demodulation. The SVMD algorithm adopts an iterative approach to decompose the demodulation signal into several Intrinsic Mode Function (IMF) components. Althouth it is worth noting that SVMD algorithm entail a fewer parameter without selecting the number of modes compared to traditional VMD algorithms, it is improved by RIME algorithm to establish the optimization objective, whose phase permutation entropy (PPE) mean of the modal components get minimized to realize the self-adaptive selection of parameters. The proposed algorithm is applied to the adaptive decomposition of the underwater acoustic, resulting in multiple IMF components. The IMFs with the maximum correlation coefficient criterion are retained for signal reconstruction, which contain a significant amount of underwater acoustic characterisation information. The experimental and comparative results show the exceptional performance of the proposed algorithm in effectively removing system and environmental noise while preserving underwater acoustic information. Furthermore, the signal-to-noise ratio (SNR) of the acoustic signal is improved by 6.42 dB compared to VMD. Furthermore, through the information process of beamforming the array signals before and after noise suppression, we note that the approach is capable of achieving directional detection by the UWFBG hydrophone array, which shows a clear azimuth with much less variation over short periods of time.
期刊介绍:
Innovations in optical fiber technology are revolutionizing world communications. Newly developed fiber amplifiers allow for direct transmission of high-speed signals over transcontinental distances without the need for electronic regeneration. Optical fibers find new applications in data processing. The impact of fiber materials, devices, and systems on communications in the coming decades will create an abundance of primary literature and the need for up-to-date reviews.
Optical Fiber Technology: Materials, Devices, and Systems is a new cutting-edge journal designed to fill a need in this rapidly evolving field for speedy publication of regular length papers. Both theoretical and experimental papers on fiber materials, devices, and system performance evaluation and measurements are eligible, with emphasis on practical applications.