Acta Optica Sinica, Volume. 43, Issue 19, 1906005(2023)
Optimization of Mach-Zehnder Interferometer Event Recognition Scheme Based on Empirical Mode Decomposition
[1] Kandamali D F, Cao X M, Tian M L et al. Machine learning methods for identification and classification of events in ϕ-OTDR systems: a review[J]. Applied Optics, 61, 2975-2997(2022).
[2] Sha Z, Feng H, Rui X B et al. PIG tracking utilizing fiber optic distributed vibration sensor and YOLO[J]. Journal of Lightwave Technology, 39, 4535-4541(2021).
[4] Fan L M, Hu H, Zhang X J et al. Magnetic anomaly detection using one-dimensional convolutional neural network with multi-feature fusion[J]. IEEE Sensors Journal, 22, 11637-11643(2022).
[5] Pan Y N, Wen T K, Ye W. Time attention analysis method for vibration pattern recognition of distributed optic fiber sensor[J]. Optik, 251, 168127(2022).
[6] Sun Z S, Liu K, Jiang J F et al. Optical fiber distributed vibration sensing using grayscale image and multi-class deep learning framework for multi-event recognition[J]. IEEE Sensors Journal, 21, 19112-19120(2021).
[7] Lai X, Yu H D, Ma Y X et al. Disturbance location and pattern recognition of a distributed optical fiber sensor based on dual-Michelson interferometers[J]. Applied Optics, 61, 241-248(2022).
[8] Shi Y, Li Y H, Zhang Y C et al. An easy access method for event recognition of Φ-OTDR sensing system based on transfer learning[J]. Journal of Lightwave Technology, 39, 4548-4555(2021).
[9] Ma X R, Mo J Q, Zhang J W et al. Optical fiber vibration signal recognition based on the fusion of multi-scale features[J]. Sensors, 22, 6012(2022).
[10] Wang Q, Zhang Y, Chen G N et al. Assessment of heart rate and respiratory rate for perioperative infants based on ELC model[J]. IEEE Sensors Journal, 21, 13685-13694(2021).
[11] Song Z W, Xiang S Y, Zhao S T et al. A hybrid-integrated photonic spiking neural network framework based on an MZI array and VCSELs-SA[J]. IEEE Journal of Selected Topics in Quantum Electronics, 29, 8300211(2023).
[12] Meerasha M A, Ganesh M, Pandiyan K. Reconfigurable quantum photonic convolutional neural network layer utilizing photonic gate and teleportation mechanism[J]. Optical and Quantum Electronics, 54, 770(2022).
[13] Wang M, Feng H, Qi D Z et al. φ-OTDR pattern recognition based on CNN-LSTM[J]. Optik, 272, 170380(2023).
[14] Liu K L, Shang Y L, Ouyang Q et al. A data-driven approach with uncertainty quantification for predicting future capacities and remaining useful life of lithium-ion battery[J]. IEEE Transactions on Industrial Electronics, 68, 3170-3180(2020).
[15] Liu M D, Ding L, Bai Y L. Application of hybrid model based on empirical mode decomposition, novel recurrent neural networks and the ARIMA to wind speed prediction[J]. Energy Conversion and Management, 233, 113917(2021).
[16] Rezaei H, Faaljou H, Mansourfar G. Stock price prediction using deep learning and frequency decomposition[J]. Expert Systems With Applications, 169, 114332(2021).
[17] Ge S G, Rum S N B M, Ibrahim H et al. An effective source number enumeration approach based on SEMD[J]. IEEE Access, 10, 96066-96078(2022).
[19] Chen X W, Zhu W Y, Qian X M et al. Estimation of surface layer optical turbulence using artificial neural network[J]. Acta Optica Sinica, 40, 2401002(2020).
[20] Nan J C, Du Y Y, Wang M H et al. Modeling optimization of ultra-wideband antenna based on deep learning architecture neural network[J]. Laser & Optoelectronics Progress, 59, 1323001(2022).
[21] Mao W T, He J L, Zuo M J. Predicting remaining useful life of rolling bearings based on deep feature representation and transfer learning[J]. IEEE Transactions on Instrumentation and Measurement, 69, 1594-1608(2020).
[22] Zou Y Y, Zhang Y D, Mao H C. Fault diagnosis on the bearing of traction motor in high-speed trains based on deep learning[J]. Alexandria Engineering Journal, 60, 1209-1219(2021).
[23] Houssein E H, Hassaballah M, Ibrahim I E et al. An automatic arrhythmia classification model based on improved Marine Predators Algorithm and Convolutions Neural Networks[J]. Expert Systems With Applications, 187, 115936(2022).
[24] Zhao H L, Gan S, Yuan X P et al. Inversion of soil iron oxide based on multi-scale continuous wavelet decomposition[J]. Acta Optica Sinica, 42, 2230002(2022).
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Ming Wang, Hao Feng, Zhou Sha, Li Zhao. Optimization of Mach-Zehnder Interferometer Event Recognition Scheme Based on Empirical Mode Decomposition[J]. Acta Optica Sinica, 2023, 43(19): 1906005
Category: Fiber Optics and Optical Communications
Received: Mar. 24, 2023
Accepted: Apr. 23, 2023
Published Online: Sep. 28, 2023
The Author Email: Sha Zhou (shazhou@tju.edu.cn)