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High-resolution tumor marker detection based on microwave photonics demodulated dual wavelength fiber laser sensor
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作者 Jie Hu Weihao Lin +9 位作者 Liyang Shao Chenlong Xue Fang Zhao Dongrui Xiao Yang Ran Yue Meng Panpan He Zhiguang Yu Jinna Chen Perry Ping Shum 《Opto-Electronic Advances》 CSCD 2024年第12期61-77,共17页
The specific detection of tumor markers is crucial in early tumor screening and subsequent treatment processes.To ac-curately distinguish the signal response caused by trace markers,the high demodulation resolution of... The specific detection of tumor markers is crucial in early tumor screening and subsequent treatment processes.To ac-curately distinguish the signal response caused by trace markers,the high demodulation resolution of the sensor is necessary.In this paper,we propose a dual-wavelength fiber laser sensing system enhanced with microwave photonics de-modulation technology to achieve high-resolution tumor marker detection.This sensing system can simultaneously perform spectral wavelength-domain and frequency-domain analyses.Experimental results demonstrate that this system's refractive index(RI)sensitivity reaches 1083 nm/RIU by wavelength analysis and-1902 GHz/RIU by frequency analysis,with ideal detection resolutions of 1.85×10^(-5)RIU and 5.26×10^(-8)RIU,respectively.Compared with traditional wavelength domain analysis,the demodulation resolution is improved by three orders of magnitude,based on the same sensing structure.To validate its biosensing performance,carcinoembryonic antigen-related cell adhesion molecule 5(CEACAM5)is selected as the detection target.Experimental results show that the improved sensing system has a limit of detection(LOD)of 0.076 ng/mL and a detection resolution of 0.008 ng/mL.Experimental results obtained from human serum samples are consistent with clinical data,highlighting the strong clinical application potential of the proposed sens-ing system and analysis method. 展开更多
关键词 optical fiber sensor optical fiber laser microwave photonics demodulation high-resolution detection tumor marker detection
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Real-time monitoring of rock fracture by true triaxial test using fiberoptic strain monitoring in adjacent wells 被引量:1
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作者 Yuanhang Zhang Tiankui Guo +5 位作者 Ming Chen Zhanqing Qu Zunpeng Hu Bo Zhang Linrui Xue Yunpeng Wang 《Journal of Rock Mechanics and Geotechnical Engineering》 2025年第6期3762-3772,共11页
The real-time monitoring of fracture propagation during hydraulic fracturing is crucial for obtaining a deeper understanding of fracture morphology and optimizing hydraulic fracture designs.Accurate measurements of ke... The real-time monitoring of fracture propagation during hydraulic fracturing is crucial for obtaining a deeper understanding of fracture morphology and optimizing hydraulic fracture designs.Accurate measurements of key fracture parameters,such as the fracture height and width,are particularly important to ensure efficient oilfield development and precise fracture diagnosis.This study utilized the optical frequency domain reflectometer(OFDR)technique in physical simulation experiments to monitor fractures during indoor true triaxial hydraulic fracturing experiments.The results indicate that the distributed fiber optic strain monitoring technology can efficiently capture the initiation and expansion of fractures.In horizontal well monitoring,the fiber strain waterfall plot can be used to interpret the fracture width,initiation location,and expansion speed.The fiber response can be divided into three stages:strain contraction convergence,strain band formation,and postshutdown strain rate reversal.When the fracture does not contact the fiber,a dual peak strain phenomenon occurs in the fiber and gradually converges as the fracture approaches.During vertical well monitoring in adjacent wells,within the effective monitoring range of the fiber,the axial strain produced by the fiber can represent the fracture height with an accuracy of 95.6%relative to the actual fracture height.This study provides a new perspective on real-time fracture monitoring.The response patterns of fiber-induced strain due to fractures can help us better understand and assess the dynamic fracture behavior,offering significant value for the optimization of oilfield development and fracture diagnostic techniques. 展开更多
关键词 Fracture diagnostics Fiber-optic strain Fracture propagation True triaxial fracturing Optical frequency domain reflectometer (OFDR)demodulation
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A 0.0012-mm^(2) 0.66-pJ/bit BPSK demodulator incorporating a loop-filter-less PLL achieving the maximum data rate of f_(carrier)/2
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作者 Xinyu Shen Zhao Zhang +4 位作者 Jie Yang Jian Liu Nanjian Wu Mohamad Sawan Liyuan Liu 《Journal of Semiconductors》 2025年第3期61-67,共7页
This paper presents a compact ultra-low-power phase-locked loop (PLL) based binary phase-shift keying(BPSK)demodulator. The loop-filter-less(LPF-less) PLL is proposed to make phase of PLL output carrier signal track t... This paper presents a compact ultra-low-power phase-locked loop (PLL) based binary phase-shift keying(BPSK)demodulator. The loop-filter-less(LPF-less) PLL is proposed to make phase of PLL output carrier signal track the phase of BPSK signal in real time. Thus, the maximum date rate can be significantly extended to the half of the carrier frequency(f_(carrier)) with a very compact size compared to prior PLL-based BPSK demodulators. Furthermore, eliminating all the static power in our LPF-less PLL, the energy efficiency is obviously improved. Fabricated in a 40-nm CMOS process, our prototype occupies 0.0012-mm^(2)core active area, and achieves the maximum data rate of 6.78 Mb/s (f_(carrier)/2) at f_(carrier)of 13.56 MHz. The power consumption and energy efficiency is 4.47 μW and 0.66 pJ/bit at 6.78-Mb/s data rate, respectively. 展开更多
关键词 BPSK PLL loop filter compact LOW-POWER DEMODULATOR wireless power transmission(WPT)
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Research on deep learning decoding method for polar codes in ACO-OFDM spatial optical communication system
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作者 LIU Kangrui LI Ming +2 位作者 CHEN Sizhe QU Jiashun ZHOU Ming’ou 《Optoelectronics Letters》 2025年第7期427-433,共7页
Aiming at the problem that the bit error rate(BER)of asymmetrically clipped optical orthogonal frequency division multiplexing(ACO-OFDM)space optical communication system is significantly affected by different turbule... Aiming at the problem that the bit error rate(BER)of asymmetrically clipped optical orthogonal frequency division multiplexing(ACO-OFDM)space optical communication system is significantly affected by different turbulence intensities,the deep learning technique is proposed to the polarization code decoding in ACO-OFDM space optical communication system.Moreover,this system realizes the polarization code decoding and signal demodulation without frequency conduction with superior performance and robustness compared with the performance of traditional decoder.Simulations under different turbulence intensities as well as different mapping orders show that the convolutional neural network(CNN)decoder trained under weak-medium-strong turbulence atmospheric channels achieves a performance improvement of about 10^(2)compared to the conventional decoder at 4-quadrature amplitude modulation(4QAM),and the BERs for both 16QAM and 64QAM are in between those of the conventional decoder. 展开更多
关键词 frequency conduction polar codes deep learning signal demodulation deep learning technique DECODING ACO OFDM polarization code decoding
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Achieving 30-cm spatial resolution over 6.0 km in Raman distributed optical fiber sensing using chaotic pulse cluster demodulation
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作者 Jian Li Zijia Cheng +2 位作者 Bowen Fan Xin Huang Mingjiang Zhang 《Advanced Photonics Nexus》 2025年第4期106-112,共7页
The principle of optical time-domain reflection localization limits the sensing spatial resolution of Raman distributed optical fiber sensing.We provide a solution for a Raman distributed optical fiber sensing system ... The principle of optical time-domain reflection localization limits the sensing spatial resolution of Raman distributed optical fiber sensing.We provide a solution for a Raman distributed optical fiber sensing system with kilometer-level sensing distance and submeter spatial resolution.Based on this,we propose a Raman distributed optical fiber sensing scheme based on chaotic pulse cluster demodulation.Chaotic pulse clusters are used as the probe signal,in preference to conventional pulsed or chaotic single-pulse lasers.Furthermore,the accurate positioning of the temperature variety region along the sensing fiber can be realized using chaotic pulse clusters.The proposed demodulation scheme can enhance the signal-to-noise ratio by improving the correlation between the chaotic reference and the chaotic Raman anti-Stokes scattering signals.The experiment achieved a sensing spatial resolution of 30 cm at a distributed temperature-sensing distance of∼6.0 km.Furthermore,we explored the influence of chaotic pulse width and detector bandwidth on the sensing spatial resolution.In addition,the theoretical experiments proved that the sensing spatial resolution in the proposed scheme was independent of the pulse width and sensing distance. 展开更多
关键词 chaotic pulse cluster Raman scattering distributed fiber optic sensing temperature demodulation
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Machine Learning for Signal Demodulation in Underwater Wireless Optical Communications 被引量:1
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作者 Ma Shuai Yang Lei +6 位作者 Ding Wanying Li Hang Zhang Zhongdan Xu Jing Li Zongyan Xu Gang Li Shiyin 《China Communications》 SCIE CSCD 2024年第5期297-313,共17页
The underwater wireless optical communication(UWOC)system has gradually become essential to underwater wireless communication technology.Unlike other existing works on UWOC systems,this paper evaluates the proposed ma... The underwater wireless optical communication(UWOC)system has gradually become essential to underwater wireless communication technology.Unlike other existing works on UWOC systems,this paper evaluates the proposed machine learningbased signal demodulation methods through the selfbuilt experimental platform.Based on such a platform,we first construct a real signal dataset with ten modulation methods.Then,we propose a deep belief network(DBN)-based demodulator for feature extraction and multi-class feature classification.We also design an adaptive boosting(Ada Boost)demodulator as an alternative scheme without feature filtering for multiple modulated signals.Finally,it is demonstrated by extensive experimental results that the Ada Boost demodulator significantly outperforms the other algorithms.It also reveals that the demodulator accuracy decreases as the modulation order increases for a fixed received optical power.A higher-order modulation may achieve a higher effective transmission rate when the signal-to-noise ratio(SNR)is higher. 展开更多
关键词 ADABOOST DBN machine learning signal demodulation
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An improved initial rotor position estimation method using high-frequency pulsating voltage injection for PMSM
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作者 Yang Jiang Ming Cheng 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第3期19-29,共11页
High frequency pulsating voltage injection method is a good candidate for detecting the initial rotor position of permanent magnet synchronous motor.However,traditional methods require a large number of filters,which ... High frequency pulsating voltage injection method is a good candidate for detecting the initial rotor position of permanent magnet synchronous motor.However,traditional methods require a large number of filters,which leads to the deterioration of system stability and dynamic performance.In order to solve these problems,a new signal demodulation method is proposed in this paper.The proposed new method can directly obtain the amplitude of high-frequency current,thus eliminating the use of filters,improving system stability and dynamic performance and saving the work of adjusting filter parameters.In addition,a new magnetic polarity detection method is proposed,which is robust to current measurement noise.Finally,experiments verify the effectiveness of the method. 展开更多
关键词 Initial position detection Signal demodulation algorithm Magnetic polarity detection Filter elimination
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Theoretical Analysis and Design Implementation of FM Broadcast Receiving System based on SDR
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作者 Yalan Yin Qi Wang +1 位作者 Jianrui Li Chunliu He 《Journal of Electronic Research and Application》 2024年第6期118-123,共6页
ADALM Pluto is a software-defined radio product.Based on theoretical analysis,this paper designs a Frequency Modulation(FM)broadcast receiving system using ADALM Pluto as a wireless receiver on the Simulink platform.T... ADALM Pluto is a software-defined radio product.Based on theoretical analysis,this paper designs a Frequency Modulation(FM)broadcast receiving system using ADALM Pluto as a wireless receiver on the Simulink platform.The simulation results show that the theoretical analysis is correct and the parameter settings are reasonable,and the Software-Defined Radio(SDR)has the characteristics of high performance,high ease of use,and low cost. 展开更多
关键词 SDR FM broadcasting Modulation and demodulation SIMULINK
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Temperature-insensitive fiber-optic refractive index sensor based on cascaded in-line interferometer and microwave photonics interrogation system
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作者 Xun Cai Yi Zhuang +2 位作者 Tongtong Xie Shichen Zheng Hongyan Fu 《Advanced Photonics Nexus》 2024年第4期118-125,共8页
A compact and high-resolution fiber-optic refractive index(RI)sensor based on a microwave photonic filter(MPF)is proposed and experimentally validated.The sensing head utilizes a cascaded in-line interferometer fabric... A compact and high-resolution fiber-optic refractive index(RI)sensor based on a microwave photonic filter(MPF)is proposed and experimentally validated.The sensing head utilizes a cascaded in-line interferometer fabricated by an input single-mode fiber(SMF)tapered fusion with no-core fiber-thin-core fiber(TCF)-SMF.The surrounding RI(SRI)can be demodulated by tracing the passband’s central frequency of the MPF,which is constructed by the cascaded in-line interferometer,electro-optic modulator,and a section of dispersion compensation fiber.The sensitivity of the sensor is tailorable through the use of different lengths of TCF.Experimental results reveal that with a 30 mm length of TCF,the sensor achieves a maximum theoretical sensitivity and resolution of-1.403 GHz∕refractive index unit eRIUT and 1.425×10^(-7) RIU,respectively,which is at least 6.3 times higher than what has been reported previously.Furthermore,the sensor exhibits temperature-insensitive characteristics within the range of 25℃-75℃,with a temperatureinduced frequency change of only±1.5 MHz.This value is significantly lower than the frequency change induced by changes in the SRI.The proposed MPF-based cascaded in-line interferometer RI sensor possesses benefits such as easy manufacture,low cost,high resolution,and temperature insensitivity. 展开更多
关键词 fiber-optic sensor microwave photonics frequency demodulation Mach-Zehnder interferometer
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A Novel Digital Transceiver for CT0 Standard 被引量:1
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作者 陈殿玉 许长喜 +7 位作者 陈浩琼 李振 郭秀丽 惠志强 施鹏 王跃 吴岳 熊绍珍 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2007年第6期833-841,共9页
This paper introduces a novel digital transceiver for the cordless telephone zero (CT0) standard,which uses a digital modulation and demodulation technique to handle the signal instead of the traditional analog meth... This paper introduces a novel digital transceiver for the cordless telephone zero (CT0) standard,which uses a digital modulation and demodulation technique to handle the signal instead of the traditional analog meth-od. In the transmitter,a fractional-N phase locked loop (PLL) is utilized to realize the continuous phase frequency shift key (CPFSK) modulation,and a 2 Ts raised cosine (2RC) shaping technique is used to reduce the occupied bandwidth. In the receiver,a novel digital method is proposed to demodulate the 2RC CPFSK signal. This chip is fabricated using an SMIC 0.35μm mixed signal CMOS process with a die size of 2mm × 2mm. With an external low noise amplifier (LNA),the sensitivity of the chip is better than -103dBm. 展开更多
关键词 RF transceiver fractional-N PLL CPFSK MODULATOR DEMODULATOR
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A Novel Low Power ASK Receiver with AGC Loop 被引量:1
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作者 姚金科 池保勇 王志华 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2007年第3期337-341,共5页
We report a low power ASK IF receiver for short-range wireless systems,which includes an AGC loop that compensates the channel attenuation and an ASK detector. A novel current-limited transconductor and feed-forward d... We report a low power ASK IF receiver for short-range wireless systems,which includes an AGC loop that compensates the channel attenuation and an ASK detector. A novel current-limited transconductor and feed-forward differential peak detector have been designed to maintain a high compression ratio and fast response for the AGC with lower power consumption. A storage unit with a zero and a feed-forward structure have been introduced into the peak detector to control the damping characteristic of the AGC loop. A rectifier and low-pass filter included in the ASK detector have been integrated into a more compact structure to further lower the power consumption. The simulation results show the feasibility of the proposed technique. 展开更多
关键词 CMOS AGC ASK demodulator ASK detector
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HARDWARE DEMODULATION METHOD FOR &D EDGEDETEOTION AND ERROR OOMPENSATION
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作者 李东光 吉贵军 +1 位作者 杨世民 张国雄 《Transactions of Tianjin University》 EI CAS 1999年第1期52-56,共5页
A hardwale demodulation method for 2-D edge detection is proposed. The filtering step and the differential step are implemented by using the hardware circuit. This demodulation circuit simplifies the edgefinder and re... A hardwale demodulation method for 2-D edge detection is proposed. The filtering step and the differential step are implemented by using the hardware circuit. This demodulation circuit simplifies the edgefinder and reduces the measuring cycle. The calibration method of scale setting is also presented,and bymeasuring some calibrated objects,the demodulation errors and the error correction table is obtained. 展开更多
关键词 edge detection hardware demodulation demodulation error COMPENSATION
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VLSI Implementation of a Single-Chip DVB-C Demodulator
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作者 田骏骅 沈泊 +4 位作者 苏佳宁 李铮 李建 郭亚炜 章倩苓 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2005年第7期1309-1316,共8页
A single-chip DVB-C quadrature amplitude modulation(QAM) demodulator is proposed,which integrates a 3.3V 10bit 40MSPS analog-to-digital converter and a forward error correction decoder. The demodulator chip can supp... A single-chip DVB-C quadrature amplitude modulation(QAM) demodulator is proposed,which integrates a 3.3V 10bit 40MSPS analog-to-digital converter and a forward error correction decoder. The demodulator chip can support 4-256 QAM with variable bit rate up to 80Mbps. It features a wide carrier offset acquisition range,optimal demodulation algorithm,and small circuit area. The chip is implemented in SMIC 0.25μm 1P5M mixed-signal CMOS technology with a die size of 3.5mm×3. 5mm. The maximum power consumption is 447mW. 展开更多
关键词 QAM demodulator VLSI implementation carrier recovery blind equalization
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超小型气象卫星云图接收系统
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作者 于东海 孙敏松 齐宁华 《东南大学学报(自然科学版)》 EI CAS CSCD 1995年第A04期136-138,共3页
超小型气象卫星云图接收系统于东海,孙敏松,齐宁华(东南大学毫米波国家重点实验室,南京210018)卫星云图已广泛应用于天气预报、洪涝监测、海洋捕捞、森林防火、农业估产、植被覆盖观测等多种领域,但原有设备庞大复杂,造价... 超小型气象卫星云图接收系统于东海,孙敏松,齐宁华(东南大学毫米波国家重点实验室,南京210018)卫星云图已广泛应用于天气预报、洪涝监测、海洋捕捞、森林防火、农业估产、植被覆盖观测等多种领域,但原有设备庞大复杂,造价高,操作过于专业,不利于普及使用,... 展开更多
关键词 SATELLITE CLOUD plcrure recelving System DEMODULATION techniques IMAGE processing/FM receiving
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数字移动通信中的均衡技术
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作者 林福华 曹基 荣邢松 《东南大学学报(自然科学版)》 EI CAS CSCD 1996年第S1期135-139,共5页
数字移动通信中的均衡技术林福华曹基荣邢松(东南大学移动通信国家重点实验室,南京210018)模拟蜂窝移动通信系统因其话音采用模拟制调频,通信质量及系统容量受到较大限制.而数字蜂窝通信系统因其频谱利用率高、质量性能优良... 数字移动通信中的均衡技术林福华曹基荣邢松(东南大学移动通信国家重点实验室,南京210018)模拟蜂窝移动通信系统因其话音采用模拟制调频,通信质量及系统容量受到较大限制.而数字蜂窝通信系统因其频谱利用率高、质量性能优良、可支持多种业务等优点,正日益显示... 展开更多
关键词 MOBILE RADIO MODULATION / DEMODULATION EQUALIZER
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A novel demodulation method for transmission using nitrogen–vacancy-based solid-state quantum sensor
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作者 Ruixin Bai Xinyue Zhu +6 位作者 Fan Yang Tianran Gao Ziran Wang Linyan Yu Jinfeng Wang Li Zhou Guanxiang Du 《Chinese Physics B》 SCIE EI CAS CSCD 2022年第7期56-59,共4页
Diamond based quantum sensing is a fast-emerging field with both scientific and technological significance.The nitrogen–vacancy(NV)center,a crystal defect in diamond,has become a unique object for microwave sensing a... Diamond based quantum sensing is a fast-emerging field with both scientific and technological significance.The nitrogen–vacancy(NV)center,a crystal defect in diamond,has become a unique object for microwave sensing applications due to its excellent stability,long spin coherence time,and optical properties at ambient condition.In this work,we use diamond NV center as atomic receiver to demodulate on–off keying(OOK)signal transmitted in broad frequency range(2 GHz–14 GHz in a portable benchtop setup).We proposed a unique algorithm of voltage discrimination and demonstrated audio signal transceiving with fidelity above 99%.This diamond receiver is attached to the end of a tapered fiber,having all optic nature,which will find important applications in data transmission tasks under extreme conditions such as strong electromagnetic interference,high temperatures,and high corrosion. 展开更多
关键词 NV center demodulate OOK signal high-frequency range audio signal transceiving
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Advances in phase-sensitive optical time-domain reflectometry 被引量:22
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作者 Shuaiqi Liu Feihong Yu +3 位作者 Rui Hong Weijie Xu Liyang Shao Feng Wang 《Opto-Electronic Advances》 SCIE EI 2022年第3期25-52,I0001,共29页
Phase-sensitive optical time-domain reflectometry(Φ-OTDR)has attracted numerous attention due to its superior performance in detecting the weak perturbations along the fiber.Relying on the ultra-sensitivity of light ... Phase-sensitive optical time-domain reflectometry(Φ-OTDR)has attracted numerous attention due to its superior performance in detecting the weak perturbations along the fiber.Relying on the ultra-sensitivity of light phase to the tiny deformation of optical fiber,Φ-OTDR has been treated as a powerful technique with a wide range of applications.It is fundamental to extract the phase of scattering light wave accurately and the methods include coherent detection,I/Q demodulation,3 by 3 coupler,dual probe pulses,and so on.Meanwhile,researchers have also made great efforts to improve the performance ofΦ-OTDR.The frequency response range,the measurement accuracy,the sensing distance,the spatial resolution,and the accuracy of event discrimination,all have been enhanced by various techniques.Furthermore,lots of researches on the applications in various kinds of fields have been carried out,where certain modifications and techniques have been developed.Therefore,Φ-OTDR remains as a booming technique in both researches and applications. 展开更多
关键词 optical fiber sensors Ф-OTDR phase demodulation application research
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Demodulation Based on Harmonic Wavelet and Its Application into Rotary Machinery Fault Diagnosis 被引量:6
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作者 MAO Yongfang QIN Shuren QIN Yi 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2009年第3期419-425,共7页
The harmonic wavelet transform(HWT) and its fast realization based on fast Fourier transform(FFT) are introduced. Its ability to maintain the same amplitude-frequency feature is revealed. A new method to construct... The harmonic wavelet transform(HWT) and its fast realization based on fast Fourier transform(FFT) are introduced. Its ability to maintain the same amplitude-frequency feature is revealed. A new method to construct the time-frequency(TF) spectrum of HWT is proposed, which makes the HWT TF spectrum able to correctly reflect the time-frequency-amplitude distribution of the signal. A new way to calculate the HWT coefficients is proposed. By zero padding the data taken out, the non-decimated coefficients of HWT are obtained. Theoretical analysis shows that the modulus of the coefficients obtained by the new calculation way and living at a certain scale are the envelope of the component in the corresponding frequency band. By taking the cross section of the new TF spectrum, the demodulation for the component at a certain frequency band can be realized. A comparison with the Hilbert demodulation combined with band-pass filtering is done, which indicates for multi-components, the method proposed here is more suitable since it realizes ideal band-pass filtering and avoids pass band selecting. In the end, it is applied to bearing and gearbox fault diagnosis, and the results reflect that it can effectively extract the fault features in the signal. 展开更多
关键词 harmonic wavelet transform time-frequency spectrum DEMODULATION rotary machinery fault diagnosis
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Lensless complex amplitude demodulation based on deep learning in holographic data storage 被引量:6
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作者 Jianying Hao Xiao Lin +5 位作者 Yongkun Lin Mingyong Chen Ruixian Chen Guohai Situ Hideyoshi Horimai Xiaodi Tan 《Opto-Electronic Advances》 SCIE EI CAS CSCD 2023年第3期42-56,共15页
To increase the storage capacity in holographic data storage(HDS),the information to be stored is encoded into a complex amplitude.Fast and accurate retrieval of amplitude and phase from the reconstructed beam is nece... To increase the storage capacity in holographic data storage(HDS),the information to be stored is encoded into a complex amplitude.Fast and accurate retrieval of amplitude and phase from the reconstructed beam is necessary during data readout in HDS.In this study,we proposed a complex amplitude demodulation method based on deep learning from a single-shot diffraction intensity image and verified it by a non-interferometric lensless experiment demodulating four-level amplitude and four-level phase.By analyzing the correlation between the diffraction intensity features and the amplitude and phase encoding data pages,the inverse problem was decomposed into two backward operators denoted by two convolutional neural networks(CNNs)to demodulate amplitude and phase respectively.The experimental system is simple,stable,and robust,and it only needs a single diffraction image to realize the direct demodulation of both amplitude and phase.To our investigation,this is the first time in HDS that multilevel complex amplitude demodulation is achieved experimentally from one diffraction intensity image without iterations. 展开更多
关键词 holographic data storage complex amplitude demodulation deep learning computational imaging
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Generalized Demodulation Transform for Bearing Fault Diagnosis Under Nonstationary Conditions and Gear Noise Interferences 被引量:3
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作者 Dezun Zhao Jianyong Li +1 位作者 Weidong Cheng Zhiyang He 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2019年第1期79-89,共11页
It is a challenging issue to detect bearing fault under nonstationary conditions and gear noise interferences. Meanwhile, the application of the traditional methods is limited by their deficiencies in the aspect of co... It is a challenging issue to detect bearing fault under nonstationary conditions and gear noise interferences. Meanwhile, the application of the traditional methods is limited by their deficiencies in the aspect of computational accuracy and e ciency, or dependence on the tachometer. Hence, a new fault diagnosis strategy is proposed to remove gear interferences and spectrum smearing phenomenon without the tachometer and angular resampling technique. In this method, the instantaneous dominant meshing multiple(IDMM) is firstly extracted from the time-frequency representation(TFR) of the raw signal, which can be used to calculate the phase functions(PF) and the frequency points(FP). Next, the resonance frequency band excited by the faulty bearing is obtained by the band-pass filter. Furthermore, based on the PFs, the generalized demodulation transform(GDT) is applied to the envelope of the filtered signal. Finally, the target bearing is diagnosed by matching the peaks in the spectra of demodulated signals with the theoretical FPs. The analysis results of simulated and experimental signal demonstrate that the proposed method is an e ective and reliable tool for bearing fault diagnosis without the tachometer and the angular resampling. 展开更多
关键词 Bearing fault diagnosis GENERALIZED DEMODULATION TRANSFORM NONSTATIONARY CONDITIONS Gear noise
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