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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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Performance Analysis and Optimization of Energy Harvesting Modulation for Multi-User Integrated Data and Energy Transfer 被引量:1
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作者 Yizhe Zhao Yanliang Wu +1 位作者 Jie Hu Kun Yang 《China Communications》 SCIE CSCD 2024年第1期148-162,共15页
Integrated data and energy transfer(IDET)enables the electromagnetic waves to transmit wireless energy at the same time of data delivery for lowpower devices.In this paper,an energy harvesting modulation(EHM)assisted ... Integrated data and energy transfer(IDET)enables the electromagnetic waves to transmit wireless energy at the same time of data delivery for lowpower devices.In this paper,an energy harvesting modulation(EHM)assisted multi-user IDET system is studied,where all the received signals at the users are exploited for energy harvesting without the degradation of wireless data transfer(WDT)performance.The joint IDET performance is then analysed theoretically by conceiving a practical time-dependent wireless channel.With the aid of the AO based algorithm,the average effective data rate among users are maximized by ensuring the BER and the wireless energy transfer(WET)performance.Simulation results validate and evaluate the IDET performance of the EHM assisted system,which also demonstrates that the optimal number of user clusters and IDET time slots should be allocated,in order to improve the WET and WDT performance. 展开更多
关键词 energy harvesting modulation(EHM) integrated data and energy transfer(IDET) performance analysis wireless data transfer(WDT) wireless energy transfer(WET)
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Automatic modulation recognition of radiation source signals based on two-dimensional data matrix and improved residual neural network
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作者 Guanghua Yi Xinhong Hao +3 位作者 Xiaopeng Yan Jian Dai Yangtian Liu Yanwen Han 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第3期364-373,共10页
Automatic modulation recognition(AMR)of radiation source signals is a research focus in the field of cognitive radio.However,the AMR of radiation source signals at low SNRs still faces a great challenge.Therefore,the ... Automatic modulation recognition(AMR)of radiation source signals is a research focus in the field of cognitive radio.However,the AMR of radiation source signals at low SNRs still faces a great challenge.Therefore,the AMR method of radiation source signals based on two-dimensional data matrix and improved residual neural network is proposed in this paper.First,the time series of the radiation source signals are reconstructed into two-dimensional data matrix,which greatly simplifies the signal preprocessing process.Second,the depthwise convolution and large-size convolutional kernels based residual neural network(DLRNet)is proposed to improve the feature extraction capability of the AMR model.Finally,the model performs feature extraction and classification on the two-dimensional data matrix to obtain the recognition vector that represents the signal modulation type.Theoretical analysis and simulation results show that the AMR method based on two-dimensional data matrix and improved residual network can significantly improve the accuracy of the AMR method.The recognition accuracy of the proposed method maintains a high level greater than 90% even at -14 dB SNR. 展开更多
关键词 Automatic modulation recognition Radiation source signals Two-dimensional data matrix Residual neural network Depthwise convolution
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Frequency Demodulation Analysis Method for Fault Diagnosis of Planetary Gearboxes 被引量:3
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作者 FENG Zhipeng CHU Fulei 《中国电机工程学报》 EI CSCD 北大核心 2013年第11期I0016-I0016,共1页
Although envelope spectrum does not involve complicated sideband,thus has a much simpler structure than the common Fourier spectrum,it is still subject to the efect of planets passing or time variant vibration transfe... Although envelope spectrum does not involve complicated sideband,thus has a much simpler structure than the common Fourier spectrum,it is still subject to the efect of planets passing or time variant vibration transfer pams.The presence of planets passing frequency,sun gear rotating frequency,or planet carrier rotating frequency in the envelope spectrum may confuse the analysis in fault diagnosis.Therefore,it is important to look for an approach to remove the interferences caused by the efect of planets passing or time variant vibration transfer paths. 展开更多
关键词 planetary gearbox fault diagnosis frequency modulation demodulation instantaneous frequency spectrum
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Research on the Comprehensive Demodulation of Gear Tooth Crack Early Fault
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作者 CUI Lingli DING Fang GAO Lixin ZHANG Jianyu (College of Mechanical Engineering and Applied Electronics Technology,Beijing University of Technology,Advanced Manufacturing Technology,The Key Laboratory of Beijing Municipality,Beijing 100022,China 《武汉理工大学学报》 CAS CSCD 北大核心 2006年第S2期596-599,共4页
The component of gear vibration signal is very complex,when a localized tooth defect such as a tooth crack is pre- sent,the engagement of the cracked tooth will induce an impulsive change with comparatively low energy... The component of gear vibration signal is very complex,when a localized tooth defect such as a tooth crack is pre- sent,the engagement of the cracked tooth will induce an impulsive change with comparatively low energy to the gear mesh signal and the background noise.This paper presents a new comprehensive demodulation method which combined with amplitude envelop demodulation and phase demodulation to extract gear crack early fault.A mathematical model of gear vibration signal contain crack fault is put forward.Simulation results based on this model show that the new comprehensive demodulation method is more effective in finding fault and judging fault level then conventional single amplitude demodulation at present. 展开更多
关键词 demodulation gear TOOTH CRACK EARLY FAULT amplitude modulation phase modulation
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Realization of OFDM modulation and demodulation for visible light communication based on FPGA 被引量:1
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作者 WU Chun-hui GAO Zong-yu +7 位作者 LI Hong-lei CHEN Xiong-bin MAO Xu-rui LU Hui-min WANG Jian-ping HE Lin CUI Shi-gang CHEN Hong-da 《Optoelectronics Letters》 EI 2017年第1期58-62,共5页
In order to ensure stable,correct and real-time high-speed transmission of indoor visible light communication(VLC),the key modulation and demodulation technologies of orthogonal frequency division multiplexing(OFDM) a... In order to ensure stable,correct and real-time high-speed transmission of indoor visible light communication(VLC),the key modulation and demodulation technologies of orthogonal frequency division multiplexing(OFDM) are studied in this paper. The time-domain synchronization,frequency synchronization and channel equalization of receiver are analyzed and optimized by utilizing short and long training preamble. Moreover,field programmable gate array(FPGA) development board(Xilinx Kintex-7) and Verilog hardware description language are used to realize the design of proposed OFDM-VLC system. Simulation and experiment both verify the feasibility of the hardware designs of this system. The proposed OFDM-based VLC system can process signal in real-time,which can be used in actual VLC application systems. 展开更多
关键词 demodulation visible multiplexing programmable equalization hardware receiver utilizing verify transmitter
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Study on the Optimized Demodulation and Decoding of the BICM-ID system coded with LDPC
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《International English Education Research》 2013年第12期141-144,共4页
The demodulation and decoding solution commonly used in the bit interleaving code modulation and the LDPC coded demodulation and decoding system of the iterative decoding (BICM-ID) is to report the soft information ... The demodulation and decoding solution commonly used in the bit interleaving code modulation and the LDPC coded demodulation and decoding system of the iterative decoding (BICM-ID) is to report the soft information output from the decoder of the receiver to the demodulator as priori information for completing the decoding. However, this will give rise to the reduction of the minimum Euclidean distances between codes, so that the performances of the system decline under non-fading Gaussian channel. According to this problem, an optimized iterative demodulation decoding solution is proposed and also is analyzed using simulation. The result shows that this solution can improve the demodulation and decoding performances of LDPC coded modulation and demodulation system. 展开更多
关键词 Low-density Parity Check Code Bit Interleaving Code modulation Iterative demodulation and Decoding
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Automatic modulation recognition of radio fuzes using a DR2D-based adaptive denoising method and textural feature extraction 被引量:1
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作者 Yangtian Liu Xiaopeng Yan +2 位作者 Qiang Liu Tai An Jian Dai 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第4期328-338,共11页
The identification of intercepted radio fuze modulation types is a prerequisite for decision-making in interference systems.However,the electromagnetic environment of modern battlefields is complex,and the signal-to-n... The identification of intercepted radio fuze modulation types is a prerequisite for decision-making in interference systems.However,the electromagnetic environment of modern battlefields is complex,and the signal-to-noise ratio(SNR)of such environments is usually low,which makes it difficult to implement accurate recognition of radio fuzes.To solve the above problem,a radio fuze automatic modulation recognition(AMR)method for low-SNR environments is proposed.First,an adaptive denoising algorithm based on data rearrangement and the two-dimensional(2D)fast Fourier transform(FFT)(DR2D)is used to reduce the noise of the intercepted radio fuze intermediate frequency(IF)signal.Then,the textural features of the denoised IF signal rearranged data matrix are extracted from the statistical indicator vectors of gray-level cooccurrence matrices(GLCMs),and support vector machines(SVMs)are used for classification.The DR2D-based adaptive denoising algorithm achieves an average correlation coefficient of more than 0.76 for ten fuze types under SNRs of-10 d B and above,which is higher than that of other typical algorithms.The trained SVM classification model achieves an average recognition accuracy of more than 96%on seven modulation types and recognition accuracies of more than 94%on each modulation type under SNRs of-12 d B and above,which represents a good AMR performance of radio fuzes under low SNRs. 展开更多
关键词 Automatic modulation recognition Adaptive denoising data rearrangement and the 2D FFT(DR2D) Radio fuze
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A new method of demodulating the digital frequency modulation signals 被引量:2
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作者 Jin-cai Sun Wei-jie Zhu Yi-yun Sun and Hui Xiao 《Journal of Marine Science and Application》 2003年第2期5-10,共6页
A new method of estimating the frequency-known signals from the strong background noise was presented first. Then the new method was used in the demodulation of the digital frequency modulation (FSK) signals. The new ... A new method of estimating the frequency-known signals from the strong background noise was presented first. Then the new method was used in the demodulation of the digital frequency modulation (FSK) signals. The new demodulation method can complete the demodulation of the FSK signals only with the carrier frequency and without any carrier phase information. The simulation results show that the performance of anti-noise of the new method is better than that of the incoherent demodulation method and the fluctuation of the carrier phase has little effect on the new method. So the new demodulation method has a fine prospect in the practical applications. 展开更多
关键词 digital frequency modulation signals underwater acoustic communications demodulation DETECTION
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Application of Adaptive Coded Modulation Technology in UAV Data Link
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作者 Rui Xue Deting Hu Tielin Zhu 《International Journal of Communications, Network and System Sciences》 2017年第5期181-190,共10页
UAV data link has been considered as an important part of UAV communication system, through which the UAV could communicate with warships. However, constant coding and modulation scheme that UAV adopts does not make f... UAV data link has been considered as an important part of UAV communication system, through which the UAV could communicate with warships. However, constant coding and modulation scheme that UAV adopts does not make full use of the channel capacity when UAV communicates with warships in a good channel environment. In order to improve channel capacity and spectral efficiency, adaptive coded modulation technology is studied. Based on maritime channel model, SNR estimation technology and adaptive threshold determination technology, the simulation of UAV data link communication is carried out in this paper. Theoretic analysis and simulation results show that according to changes in maritime channel state, UAV can dynamically adjust the adaptive coded modulation scheme on the condition of meeting target Bit-Error-Rate (BER), the maximum amount of data transfer is non-adaptive systems three times. 展开更多
关键词 UAV data Link ADAPTIVE CODED modulation MARITIME Channel SNR Estimation Target BIT-ERROR-RATE
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High-speed electro-absorption modulated laser
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作者 Zhenyao Li Chen Lyu +5 位作者 Xuliang Zhou Mengqi Wang Haotian Qiu Yejin Zhang Hongyan Yu Jiaoqing Pan 《Journal of Semiconductors》 2025年第11期7-18,共12页
Currently,the global 5G network,cloud computing,and data center industries are experiencing rapid development.The continuous growth of data center traffic has driven the vigorous progress in high-speed optical transce... Currently,the global 5G network,cloud computing,and data center industries are experiencing rapid development.The continuous growth of data center traffic has driven the vigorous progress in high-speed optical transceivers for optical interconnection within data centers.The electro-absorption modulated laser(EML),which is widely used in optical fiber communications,data centers,and high-speed data transmission systems,represents a high-performance photoelectric conversion device.Compared to traditional directly modulated lasers(DMLs),EMLs demonstrate lower frequency chirp and higher modulation bandwidth,enabling support for higher data rates and longer transmission distances.This article introduces the composition,working principles,manufacturing processes,and applications of EMLs.It reviews the progress on advanced indium phosphide(InP)-based EML devices from research institutions worldwide,while summarizing and comparing data transmission rates and key technical approaches across various studies. 展开更多
关键词 electro-absorption modulation high-speed laser modulation bandwidth data transmission rate
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Data augmentation method for light guide plate based on improved CycleGAN
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作者 GONG Yefei YAN Chao +2 位作者 XIAO Ming LU Mingli GAO Hua 《Optoelectronics Letters》 2025年第9期555-561,共7页
An improved cycle-consistent generative adversarial network(CycleGAN) method for defect data augmentation based on feature fusion and self attention residual module is proposed to address the insufficiency of defect s... An improved cycle-consistent generative adversarial network(CycleGAN) method for defect data augmentation based on feature fusion and self attention residual module is proposed to address the insufficiency of defect sample data for light guide plate(LGP) in production,as well as the problem of minor defects.Two optimizations are made to the generator of CycleGAN:fusion of low resolution features obtained from partial up-sampling and down-sampling with high-resolution features,combination of self attention mechanism with residual network structure to replace the original residual module.Qualitative and quantitative experiments were conducted to compare different data augmentation methods,and the results show that the defect images of the LGP generated by the improved network were more realistic,and the accuracy of the you only look once version 5(YOLOv5) detection network for the LGP was improved by 5.6%,proving the effectiveness and accuracy of the proposed method. 展开更多
关键词 feature fusion self attention mec data augmentation light guide plate lgp cyclegan fusion low resolution features defect data augmentation self attention residual module minor defectstwo
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PDM-DPSK-MPPM hybrid modulation for multi-hop free-space optical communication 被引量:4
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作者 王卓 石文孝 吴芃霞 《Optoelectronics Letters》 EI 2016年第6期450-454,共5页
A hybrid polarization division multiplexed-differential phase shift keying-multipulse pulse position modulation(PDM-DPSK-MPPM) scheme for multi-hop free-space optical(FSO) communication is investigated. The analytical... A hybrid polarization division multiplexed-differential phase shift keying-multipulse pulse position modulation(PDM-DPSK-MPPM) scheme for multi-hop free-space optical(FSO) communication is investigated. The analytical bit error rate(BER) of the proposed system in Gamma-Gamma turbulence channels is derived and verified using computer simulation. The results show that both multi-hop and hybrid modulation schemes are efficient techniques to improve the performance of FSO links. Compared with the traditional binary phase shift keying(BPSK) and MPPM, the hybrid scheme can improve the bandwidth-utilization efficiency and reliability of the system. Compared with the coherent demodulation of PDM-QPSK-MPPM, the system complexity is reduced at the cost of the degradation of BER performance, which can improve the practicality of hybrid modulation technology in FSO system. 展开更多
关键词 DPSK turbulence keying coherent demodulation verified bandwidth QPSK links modulated
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Piecewise linear detection for direct superposition modulation 被引量:1
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作者 Martin Damrath Peter Adam Hoeher Gilbert J.M. Forkel 《Digital Communications and Networks》 SCIE 2018年第2期98-105,共8页
Considering high-order digital modulation schemes, the bottleneck in consumer products is the detector rather than the modulator. The complexity of the optimal a posteriori probability (APP) detector increases expon... Considering high-order digital modulation schemes, the bottleneck in consumer products is the detector rather than the modulator. The complexity of the optimal a posteriori probability (APP) detector increases exponentially with respect to the number of modulated bits per data symbol. Thus, it is necessary to develop low-complexity detection algorithms with an APP-like performance, especially when performing iterative detection, for example in conjunction with bit interleaved coded modulation. We show that a special case of superposition modulation, dubbed Direct Superposition Modulation (DSM), is particularly suitable for complexity reduction at the receiver side. As opposed to square QAM, DSM achieves capacity without active signal shaping. The main contribution is a low-cost detection algorithm for DSM, which enables iterative detection by taking a priori information into account. This algorithm exploits the approximate piecewise linear behavior of the soft outputs of an APP detector over the entire range of detector input values. A theoretical analysis and simulation results demonstrate that at least max-log APP performance can be reached, while the complexity is significantly reduced compared to classical APP detection. 展开更多
关键词 Digital modulation demodulation Detection algorithms Linear approximation
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Demodulator for Chaotic Secure Communication Based on Proportional-integral Feedback Design
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作者 邹润民 YangTao 《High Technology Letters》 EI CAS 2002年第3期67-71,共5页
A scheme of chaotic secure communication based on the parameter modulation and the inversion of a chaotic dynamical system is analyzed. According to this scheme, information signal is modulated by a bifurcation parame... A scheme of chaotic secure communication based on the parameter modulation and the inversion of a chaotic dynamical system is analyzed. According to this scheme, information signal is modulated by a bifurcation parameter of the transmitter, which is in chaotic state. In the receiver, a proportional integral feedback demodulator is used to demodulate the information signal, which only uses the available synchronizing error as well as stateness of receiver. The purpose of this demodulator is proposed to overcome the influence of differentiation operation, nonlinear part and singularities in chaotic system. Numerical simulation is proposed to show the effectiveness of this demodulator. 展开更多
关键词 chaotic secure communication PI demodulator chaotic synchronization parameter modulation
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High efficiency spreading spectrum modulation using double orthogonal complex sequences
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作者 Shi Xiaohong 《Engineering Sciences》 EI 2012年第5期71-75,共5页
This paper presents a novel scheme of high efficiency spreading spectrum modulation using double orthogonal complex sequences (DoCS). In this scheme, input data bit-stream is split into many groups with length M. Ea... This paper presents a novel scheme of high efficiency spreading spectrum modulation using double orthogonal complex sequences (DoCS). In this scheme, input data bit-stream is split into many groups with length M. Each group is then mapped into a word of width M and then utihzed to select one sequence from 2u-2 DoCS sequences each with length L. After that, the selected sequence is modulated on carrier in quadrature phase shift keying (QPSK) mode. In addition, a new method named forward phase correction (FPC) is put forward for carrier recovery. Theoretical analysis and bit-error-ratio(BER) experiment results indicate that the proposed scheme has better performance than the conventional direct sequence spread spectrum(DSSS) scheme both in bandwidth efficiency and processing gain of the receiver. 展开更多
关键词 modulation and demodulation high efficiency spreading spectrum modulation forward phase correction double orthogonal complex sequences
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Switched-mode AGC circuits with internally created reset module for burst-mode unbalanced data optical receiver
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作者 Wang Rong Wang Zhigong +2 位作者 Wang Weibai Xu Jian Guan Zhiqiang 《High Technology Letters》 EI CAS 2011年第3期317-324,共8页
This paper presents an innovative switched-mode auto gain control (AGC) circuit with internally created reset module for DC-10Mb/s burst-mode unbalanced (BMU) optical data transmission. Conventional AGC circuit is... This paper presents an innovative switched-mode auto gain control (AGC) circuit with internally created reset module for DC-10Mb/s burst-mode unbalanced (BMU) optical data transmission. Conventional AGC circuit is inappropriate for BMU data transmission because it is based on average level detection and requires considerable time to settle on a predefined gain. Therefore, we adopt a fast switched-mode AGC based on peak level detection. After the gain is adjusted, the peak level detectors need to re-detect the peak level of the input signal. Thus, we develop an internally created reset module. This AGC with reset module exhibits a fast operation and achieves an adjusted stable gain within one-bit, avoiding any bit loss up to 10Mb/s data rate. During power-up, the peak level detectors possibly hold an uncertain level resulting in the bit-errors. We propose a power-up reset circuit to solve this problem. Designed in a 0.5μm CMOS technology, the circuit achieves an optical sensitivity of better than -30dBm and a wide dynamic range of over 30dB with a power dissipation of only 30 mW from a 5V supply. 展开更多
关键词 burst-mode unbalanced (BMU) data optical receiver auto gain control (AGC) internally created reset module bit loss
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Symbol detection based on Voronoi surfaces with emphasis on superposition modulation
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作者 Martin Damrath Peter Adam Hoeher Gilbert J.M. Forkel 《Digital Communications and Networks》 SCIE 2017年第3期141-149,共9页
A challenging task when applying high-order digital modulation schemes is the complexity of the detector. Particularly, the complexity of the optimal a posteriori probability (APP) detector increases exponentially w... A challenging task when applying high-order digital modulation schemes is the complexity of the detector. Particularly, the complexity of the optimal a posteriori probability (APP) detector increases exponentially with respect to the number of bits per data symbol. This statement is also true for the Max-Log-APP detector, which is a common simplification of the APP detector. Thus it is important to design new detection algorithms which combine a sufficient performance with low complexity. In this contribution, a detection algorithm for two- dimensional digital modulation schemes which cannot be split-up into real and imaginary parts (like phase shift keying and phase-shifted snperposition modulation (PSM)) is proposed with emphasis on PSM with equal power allocation. This algorithm exploits the relationship between Max-Log-APP detection and a Voronoi diagram to determine planar surfaces of the soft outputs over the entire range of detector input values. As opposed to state-of-the-art detectors based on Voronoi surfaces, a priori information is taken into account, enabling iterative processing. Since the algorithm achieves Max-Log-APP performance, even in the presence of a priori information, this implies a great potential for complexity reduction compared to the classical APP detection. 展开更多
关键词 Digital modulation demodulation Detection algorithms Linear approximation
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融合梯度预测和无参注意力的高效地震去噪Transformer 被引量:1
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作者 高磊 乔昊炜 +2 位作者 梁东升 闵帆 杨梅 《计算机科学与探索》 北大核心 2025年第5期1342-1352,共11页
压制随机噪声能够有效提升地震数据的信噪比(SNR)。近年来,基于卷积神经网络(CNN)的深度学习方法在地震数据去噪领域展现出显著性能。然而,CNN中的卷积操作由于感受野的限制通常只能捕获局部信息而不能建立全局信息的长距离连接,可能会... 压制随机噪声能够有效提升地震数据的信噪比(SNR)。近年来,基于卷积神经网络(CNN)的深度学习方法在地震数据去噪领域展现出显著性能。然而,CNN中的卷积操作由于感受野的限制通常只能捕获局部信息而不能建立全局信息的长距离连接,可能会导致细节信息的丢失。针对地震数据去噪问题,提出了一种融合梯度预测和无参注意力的高效Transformer模型(ETGP)。引入多头“转置”注意力来代替传统的多头注意力,它能在通道间计算注意力来表示全局信息,缓解了传统多头注意力复杂度过高的问题。提出了无参注意力前馈神经网络,它能同时考虑空间和通道维度计算注意力权重,而不向网络增加参数。设计了梯度预测网络以提取边缘信息,并将信息自适应地添加到并行Transformer的输入中,从而获得高质量的地震数据。在合成数据和野外数据上进行了实验,并与经典和先进的去噪方法进行了比较。结果表明,ETGP去噪方法不仅能更有效地压制随机噪声,并且在弱信号保留和同相轴连续性方面具有显著优势。 展开更多
关键词 地震数据去噪 卷积神经网络 TRANSFORMER 注意力模块 梯度融合
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基于DDPM的盲解调实验系统设计
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作者 臧淼 邢志强 李响 《实验室研究与探索》 北大核心 2025年第1期91-95,170,共6页
盲解调技术因其在非协作通信领域的重要应用而广受关注,因其理论的抽象、复杂性成为课程教学中的一个难点。基于Matlab设计一套非协作通信环境下的盲解调系统。系统涵盖载波频率估计、符号速率估计、调制方式识别、载波同步、符号同步... 盲解调技术因其在非协作通信领域的重要应用而广受关注,因其理论的抽象、复杂性成为课程教学中的一个难点。基于Matlab设计一套非协作通信环境下的盲解调系统。系统涵盖载波频率估计、符号速率估计、调制方式识别、载波同步、符号同步以及盲均衡等多个模块。通过采用去噪扩散概率模型(DDPM)对调制信号星座图样点去噪,基于最小均方误差自动识别多进制相移键控的调制方式。实验结果表明,该盲解调系统能有效估计信号参数、提取信号星座图和识别调制方式,成功解调还原信号,并保持较低的误码率。该系统具有较强的综合性、直观性和可扩展性,有利于学生理解盲解调系统的工作原理和DDPM的应用场景,培养学生的工程实践能力和创新思维。 展开更多
关键词 去噪扩散概率模型 盲解调 星座图 调制方式识别
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