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Digital modulation classification using multi-layer perceptron and time-frequency features
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作者 Yuan Ye Mei Wenbo 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2007年第2期249-254,共6页
Considering that real communication signals corrupted by noise are generally nonstationary, and timefrequency distributions are especially suitable for the analysis of nonstationary signals, time-frequency distributio... Considering that real communication signals corrupted by noise are generally nonstationary, and timefrequency distributions are especially suitable for the analysis of nonstationary signals, time-frequency distributions are introduced for the modulation classification of communication signals: The extracted time-frequency features have good classification information, and they are insensitive to signal to noise ratio (SNR) variation. According to good classification by the correct rate of a neural network classifier, a multilayer perceptron (MLP) classifier with better generalization, as well as, addition of time-frequency features set for classifying six different modulation types has been proposed. Computer simulations show that the MLP classifier outperforms the decision-theoretic classifier at low SNRs, and the classification experiments for real MPSK signals verify engineering significance of the MLP classifier. 展开更多
关键词 digital modulation classification time-frequency feature time-frequency distribution Multi-layer perceptron.
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Digital coherent detection research on Brillouin optical time domain reflectometry with simplex pulse codes 被引量:7
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作者 郝蕴琦 叶青 +2 位作者 潘政清 蔡海文 瞿荣辉 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第11期253-256,共4页
The digital coherent detection technique has been investigated without any frequency-scanning device in the Brillouin optical time domain reflectometry (BOTDR), where the simplex pulse codes are applied in the sensi... The digital coherent detection technique has been investigated without any frequency-scanning device in the Brillouin optical time domain reflectometry (BOTDR), where the simplex pulse codes are applied in the sensing system. The time domain signal of every code sequence is collected by the data acquisition card (DAQ). A shift-averaging technique is applied in the frequency domain for the reason that the local oscillator (LO) in the coherent detection is fix-frequency deviated from the primary source. With the 31-bit simplex code, the signal-to-noise ratio (SNR) has 3.5-dB enhancement with the same single pulse traces, accordant with the theoretical analysis. The frequency fluctuation for simplex codes is 14.01 MHz less than that for a single pulse as to 4-m spatial resolution. The results are believed to be beneficial for the BOTDR performance improvement. 展开更多
关键词 Brillouin optical time domain reflectometry digital coherent detection simplex pulse codes signal-to-noise ratio
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Performance analysis of adaptive turbo coded modulation with time delay
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作者 伍守豪 宋文涛 罗汉文 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第1期73-77,共5页
The method of data fitting is applied to obtain the BER expression for turbo coded modulation, and a fitting mathematical model is proposed, which resolves the problem that there is no exact BER expression for turbo c... The method of data fitting is applied to obtain the BER expression for turbo coded modulation, and a fitting mathematical model is proposed, which resolves the problem that there is no exact BER expression for turbo coded modulation in performance analysis. With the time delay consideration, the performance of BER of adaptive turbo coded modulation is analyzed and simulated. The results show that adaptive turbo coded modulation is very sensitive to time delay. In order to meet the target BER requirement, the total time delay should be less than 0 001/f D. 展开更多
关键词 turbo coded modulation bit error rate time delay
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Differential modulation based on space-time block codes
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作者 李正权 胡光锐 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第3期407-412,共6页
A differential modulation scheme using space-time block codes is put forward. Compared with other schemes, our scheme has lower computational complexity and has a simpler decoder. In the case of three or four transmit... A differential modulation scheme using space-time block codes is put forward. Compared with other schemes, our scheme has lower computational complexity and has a simpler decoder. In the case of three or four transmitter antennas, our scheme has a higher rate a higher coding gain and a lower bit error rate for a given rate. Then we made simulations for space-time block codes as well as group codes in the case of two, three, four and five transmit antennas. The simulations prove that using two transmit antennas, one receive antenna and code rate of 4 bits/s/Hz, the differential STBC method outperform the differential group codes method by 4 dB. Useing three, four and five transmit antennas, one receive antenna, and code rate of 3 bits/s/Hz are adopted, the differential STBC method outperform the differential group codes method by 5 dB, 6. 5 dB and 7 dB, respectively. In other words, the differential modulation scheme based on space-time block code is better than the corresponding differential modulation scheme 展开更多
关键词 space-time block code coding gain differential modulation bit error rate.
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QIM digital watermarkingbased on LDPC code and messagepassingunder scalingattacks
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作者 崔鑫 颜斌 +1 位作者 贾霞 王亚菲 《Journal of Measurement Science and Instrumentation》 CAS 2014年第1期37-40,共4页
Watermarking system based on quantization index modulation (QIM) is increasingly popular in high payload applications,but it is inherently fragile against amplitude scaling attacks.In order to resist desynchronizati... Watermarking system based on quantization index modulation (QIM) is increasingly popular in high payload applications,but it is inherently fragile against amplitude scaling attacks.In order to resist desynchronization attacks of QIM digital watermarking,a low density parity check (LDPC) code-aided QIM watermarking algorithm is proposed,and the performance of QIM watermarking system can be improved by incorporating LDPC code with message passing estimation/detection framework.Using the theory of iterative estimation and decoding,the watermark signal is decoded by the proposed algorithm through iterative estimation of amplitude scaling parameters and decoding of watermark.The performance of the proposed algorithm is closer to the dirty paper Shannon limit than that of repetition code aided algorithm when the algorithm is attacked by the additive white Gaussian noise.For constant amplitude scaling attacks,the proposed algorithm can obtain the accurate estimation of amplitude scaling parameters.The simulation result shows that the algorithm can obtain similar performance compared to the algorithm without desynchronization. 展开更多
关键词 digital watermarking quantization index modulation (QIM) message passing algorithm based on factor graph low density parity check (LDPC) code amplitude scaling attack
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Digital image stabilization system based on inertial measurement module 被引量:1
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作者 金锋 李田 《Journal of Beijing Institute of Technology》 EI CAS 2013年第2期222-227,共6页
In order to stabilize the video module to build digital image stabilization image sequence, a method of using inertial measurement system is proposed. Through applying real-time attitude in- formation of the camera th... In order to stabilize the video module to build digital image stabilization image sequence, a method of using inertial measurement system is proposed. Through applying real-time attitude in- formation of the camera that obtained by high-precision attitude sensor to estimate the image motion vector and then to compensate for image, the purpose of stabilizing the image sequence can be a- chieved. Experiments demonstrate that this method has a high image stabilization precision, and the up to 16 frame/s video output rate completely meets the real-time requirements. 展开更多
关键词 inertial measurement module digital image stabilization system motion vector real- time
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PERFORMANCE EVALUATION OF LOW DENSITY PARITY CHECK CODES FOR DIGITAL RADIO MONDIALE (DRM) SYSTEM 被引量:2
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作者 Wang Jiaqing Yu Xiaoyan Wu Lenan 《Journal of Electronics(China)》 2006年第2期189-192,共4页
In Digital Radio Mondiale (DRM) system, achieving good audio quality becomes a challenge due to its limited band-width of 9 or 10kHz and the very bad lading channels. Therefore, DRM needs highly efficient channel co... In Digital Radio Mondiale (DRM) system, achieving good audio quality becomes a challenge due to its limited band-width of 9 or 10kHz and the very bad lading channels. Therefore, DRM needs highly efficient channel coding schemes. This paper, proposes the schemes which use the Low-Density Parity-Check (LDPC) coded Bit-Interleaved Coded Modulation (BICM) schemes for the implementation of DRM systems. Simulation results show that the proposed system is more efficient than the Rate Compatible Punctured Convolutional (RCPC) coded DRM system on various broadcast channels, and may be recommended as a coding technology for Digital Amplitude Modulation Broadcasting (DAMB) systems of China. 展开更多
关键词 Low-Density Parity-Check (LDPC) codes digital Radio Mondiale (DRM) Bit Interleaved coded modulation (BICM) Orthogonal Frequency Division Multiplexing (OFDM)
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Analysis and Design of Wireless Networked Control System Utilizing Adaptive Coded ModulationAnalysis and Design of Wireless Networked Control System Utilizing Adaptive Coded Modulation 被引量:4
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作者 YANG Li GUAN Xin-Ping LONG Cheng-Nian LUO Xiao-Yuan 《自动化学报》 EI CSCD 北大核心 2009年第7期911-918,共8页
关键词 无线网络控制系统 计算机技术 自动化系统 网络条件
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Index modulation aided generalized space-time block coding:A unified MIMO framework 被引量:1
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作者 Zhiqin Wang Hui Liu +3 位作者 Lixia Xiao Liuke Li Guochao Song Tao Jiang 《Digital Communications and Networks》 CSCD 2024年第5期1459-1470,共12页
In this paper,Index Modulation(IM)aided Generalized Space-Time Block Coding(GSTBC)is proposed,which intrinsically exploits the benefits of IM concept,diversity gain and spatial multiplexing gain.Specifically,the infor... In this paper,Index Modulation(IM)aided Generalized Space-Time Block Coding(GSTBC)is proposed,which intrinsically exploits the benefits of IM concept,diversity gain and spatial multiplexing gain.Specifically,the information bits are partitioned into U groups,with each being modulated by IM symbols(i.e.Spatial Modulation(SM),Quadrature SM(QSM),etc).Next,the structure of GSTBC is invoked for each K IM symbol,and a total ofμ=U/K GSTBC codes are transmitted via T time slots.A Block Expectation Propagation(B-EP)detector is designed for the proposed IM-GSTBC structure.Moreover,the theoretical Average Bit Error Probability(ABEP)is derived for our IM-GSTBC system,which is confirmed by the simulation results and helpful for performance evaluation.Simulation results show that our proposed IM-GSTBC system is capable of striking an efficient trade-off between spatial multiplexing gain,spatial diversity gain as well as implementation cost imposed for both small-scale and large-scale MIMO antenna configurations. 展开更多
关键词 Index modulation(IM) Generalized space time block coding(GSTBC) Spatial multiplexing gain Diversity gain Block expectation propagation(B-EP)
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Improved Super-Orthogonal Trellis-Coded Spatial Modulation Using STBC-CSM
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作者 Ammar M. Abu-Hudrouss 《Journal of Computer and Communications》 2018年第12期149-156,共8页
Trellis coded modulation (TCM) is a scheme that enhances the error performance without extra power not bandwidth. This paper presents a modified Super-Orthogonal Trellis-Coded Spatial Modulation (SOTC-SM) based on a c... Trellis coded modulation (TCM) is a scheme that enhances the error performance without extra power not bandwidth. This paper presents a modified Super-Orthogonal Trellis-Coded Spatial Modulation (SOTC-SM) based on a cyclic structure of the Space Time Coding. The developed code benefits from expanded codebook of the Space Time Block Coded Spatial Modulation (STBC-SM) to enhance the coding gain. The set-partitioning and the code design based on the expanded codebook was given for codes with rate of 2 and 3 bps and can be easily extended to higher rates. The Bit-Error Rate (BER) performance of the proposed scheme was evaluated via computer simulation. It was shown that the proposed scheme outperforms the SOTC-SM performance for the same number of transmit antennas. 展开更多
关键词 Space time Block Coding Spatial modulation TRELLIS Cyclic STBC-SM SOTC-SM Set Partitioning
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Combining time domain modulation optofluidics and high dynamic range imaging for multiplexed, high throughput digital droplet assays
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作者 Yasemin Atiyas Michael J.Siedlik +1 位作者 Stephanie J.Yang David A.Issadore 《Microsystems & Nanoengineering》 2025年第3期481-494,共14页
Digital enzyme-linked immunoassays(dELISA)have been successfully applied to the ultrasensitive quantification of analytes,including nucleic acids,proteins,cells,and extracellular vesicles,achieving robust detection li... Digital enzyme-linked immunoassays(dELISA)have been successfully applied to the ultrasensitive quantification of analytes,including nucleic acids,proteins,cells,and extracellular vesicles,achieving robust detection limits in complex clinical specimens such as blood,and demonstrating utility across a broad range of clinical applications.The ultrasensitivity of dELISA comes from partitioning single analytes,captured onto a microbead,into millions of compartments so that they can be counted individually.There is particular interest in using dELISA for multiplexed measurements,but generating and detecting the billions of compartments necessary to perform multiplexed ultrasensitive dELISA remains a challenge.To address this,we have developed a high-throughput,optofluidic platform that performs quantitative fluorescence measurements on five populations of microbeads,each encoded with distinct ratios of two fluorescent dyes,for digital assays.The key innovation of our work is the parallelization of droplet generation and detection,combined with time-domain encoding of the excitation sources into distinct patterns that barcode the emission signal of both dyes within each bead,achieving high throughput(6×10^(6) droplets/min)and accurate readout.Additionally,we modulate the exposure settings of the digital camera,capturing images of multiplexed beads and the droplet fluorescent substrate in consecutive frames,a method inspired by high dynamic range(HDR)photography.Our platform accurately classifies five populations of dual-encoded beads(accuracy>99%)and detects bead-bound streptavidin-horseradish peroxidase molecules in a third fluorescence channel.This work establishes the technological foundation to combine high multiplexing and high throughput for droplet digital assays. 展开更多
关键词 digital droplet assays extracellular vesiclesachieving high dynamic range imaging time domain modulation OPTOFLUIDICS digital enzyme linked immunoassays high throughput nucleic acidsproteinscellsand
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Performance of MIMO Systems Using Space Time Block Codes (STBC) 被引量:1
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作者 Christopher M. Lau 《Open Journal of Applied Sciences》 2021年第3期273-286,共14页
Digital Communications, in relation to wireless networks, have taken off in recent years due to the expanding need to communicate faster and more efficiently. A popular way to achieve this is by using wireless Multipl... Digital Communications, in relation to wireless networks, have taken off in recent years due to the expanding need to communicate faster and more efficiently. A popular way to achieve this is by using wireless Multiple Input Multiple Output (MIMO) communication systems. MIMO systems utilize Space Time Block Codes (STBC) as one of the leading ways to obtain higher data rates with limited bandwidth and power. With several STBC methods currently available, this paper analyzes simulations using Orthogonal Space Time Block Codes (OSTBC) in Rayleigh fading channels to evaluate the performance of MIMO systems. The selection to use a Rayleigh fading channel as a model for a non-line-of-sight (nLOS) environment is selected to mimic installations where a large number of signal paths and reflections are expected. All simulations are coded, generated and plotted using MATLAB resulting in graphical data representing the bit-error rate (BER) to signal-to-noise ratio (Eb/N<sub>0</sub>) or SNR. Each simulation captures how different configurations of key variables including code rate, diversity and antenna count can impact system performance. Four modulation schemes (BPSK, QPSK, 16-QAM and 64-QAM) are included in each simulation. Conclusive evidence based upon these simulations suggests higher diversity gains were achieved with a greater number of antennas. The most significant factor for increasing system performance was using a lower count of transmit antennas with a higher count of receive antennas. 展开更多
关键词 Computer Analysis digital Communications MATLAB MIMO modulation Techniques Multiple Input Multiple Output Systems Orthogonal Space time Block codes OSTBC Rayleigh Fading Channels Space time Block codes STBC Wireless Communications Wireless Networks
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Design of IRIG-B(AC) encoder based on FPGA 被引量:3
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作者 周彩亲 李世中 梁国强 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2015年第3期291-295,共5页
InterRange Instrumentation Group(IRIG-B(AC))code is usually used in the shooting range test for time information transmission and systems time synchronization.According to IRIG-B(AC)code format and modulation pr... InterRange Instrumentation Group(IRIG-B(AC))code is usually used in the shooting range test for time information transmission and systems time synchronization.According to IRIG-B(AC)code format and modulation principle,this paper presents IRIG-B(AC)coding circuit design scheme based on field programmable gate array(FPGA).The B(AC)code signal is generated by AD7245,a digital-to-analog(D/A)converter.After amplified,the signal can be used directly for system time synchronization,and the amplitude of the signal can be adjusted according to different requirements.The IRIG-B(AC)encoder designed has been verified by test.The test results show that it can output accurate time information and has higher practicality. 展开更多
关键词 IRIG-B(AC)code field programmable gate array(FPGA) amplitude modulation time synchronization
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Radiation-type space-time metasurface for arbitrary beamforming by simultaneous and independent modulation of amplitude and phase for orthogonal polarization
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作者 LIXIN JIANG HAO YANG +10 位作者 YONGFENG LI WANWAN YANG YONGQIANG PANG JINMING JIANG ZHE QIN MINGBAO YAN YUEYU MENG LIN ZHENG WENJIE WANG JIAFU WANG SHAOBO QU 《Photonics Research》 2025年第7期1821-1831,共11页
Programmable metasurfaces are revolutionizing the field of communication and perception by dynamically modulating properties such as amplitude and phase of electromagnetic(EM)waves.Nevertheless,it is challenging for e... Programmable metasurfaces are revolutionizing the field of communication and perception by dynamically modulating properties such as amplitude and phase of electromagnetic(EM)waves.Nevertheless,it is challenging for existing programmable metasurfaces to attain fully independent dynamic modulation of amplitude and phase due to the significant correlation between these two parameters.In this paper,we propose a radiation-type metasurface that can realize radiation space-time coding of the joint amplitude-phase.Hence,independent and arbitrary modulation of amplitudes and phases can be achieved for both x-polarized and y-polarized EM waves.For demonstration,the dynamic beam scanning with ultra-low sidelobe levels(SLLs)is validated.Moreover,we propose a strategy of stochastic coding and non-uniform modulation to suppress the harmonic energy,thereby obtaining the ultra-low sideband levels(SBLs).Prototypes were fabricated and measured,and all simulations and measurements demonstrated the superiority of the proposed strategy.In addition,the proposed strategy is optimization-free and highly integrated,which has unrivaled potential in the field of compact communication systems and radar systems. 展开更多
关键词 programmable metasurfaces stochastic coding amplitude phase modulation dynamic beamforming space time coding orthogonal polarization amplitude phase radiation type metasurface
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Multi-Threat Real-Time Separating System 被引量:2
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作者 詹磊 赵建民 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2001年第4期23-27,共5页
This paper describes a multi-threat real-time separating system for broadband anti-radiation missile seeker. It presents a method, with a dual-port memory as comparer, to perform PF and PW hardware real-time separatio... This paper describes a multi-threat real-time separating system for broadband anti-radiation missile seeker. It presents a method, with a dual-port memory as comparer, to perform PF and PW hardware real-time separation and to determine the time-of-arrival (TOA) by use of sequential difference histogram (SDIF). The method has been applied to practice, which has achieved good results. 展开更多
关键词 Binary codes Frequencies Poisson distribution Pulse width modulation Random access storage Real time systems
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FM interference suppression for PRC-CW radar based on adaptive STFT and time-varying filtering 被引量:9
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作者 Zhao Zhao Xiangquan Shi 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2010年第2期219-223,共5页
The influence of frequency modulation (FM) interfer- ence on correlation detection performance of the pseudo random code continuous wave (PRC-CW) radar is analyzed. It is found that the correlation output deterior... The influence of frequency modulation (FM) interfer- ence on correlation detection performance of the pseudo random code continuous wave (PRC-CW) radar is analyzed. It is found that the correlation output deteriorates greatly when the FM inter- ference power exceeds the anti-jamming limit of the radar. Accord- ing to the fact that the PRC-CW radar echo is a wideband pseudo random signal occupying the whole TF plane, while the FM in- terference only concentrates in a small portion, a new method is proposed based on adaptive short-time Fourier transform (STFT) and time-varying filtering for FM interference suppression. This method filters the received signal by using a binary mask to excise only the portion of the TF plane corrupted by the interference. Two types of interference, linear FM (LFM) and sinusoidal FM (SFM), under different signal-to-jamming ratio (S JR) are studied. It is shown that the proposed method can effectively suppress the FM interference and improve the performance of target detection. 展开更多
关键词 interference suppression frequency modulation in- terference adaptive short-time Fourier transform (STFT) time- varying filtering pseudo random code continuous wave (PRC-CW) radar.
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A New En-/de-coding Scheme of Spreading Time OCDMA
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作者 余重秀 《High Technology Letters》 EI CAS 2000年第1期38-41,共4页
In this paper, we propose a new en /de coding scheme of spreading time OCDMA utilizing the dispersion of grating and filter in frequency domain. The key components of the scheme are grating pair, Fourier transformat... In this paper, we propose a new en /de coding scheme of spreading time OCDMA utilizing the dispersion of grating and filter in frequency domain. The key components of the scheme are grating pair, Fourier transformation lens, phase filter etc. The results of design and calculation are shown that the spreading time of input pulse can be up to nanosecond duration and the phase filter can provide pseudo noise bursts in time domain. The requirements for Laser and optical detection equipment in the scheme are reduced. So the new scheme proposed by us is effective for OCDMA en /de coding of coherent ultra short pulses. 展开更多
关键词 OCDMA En /de CODING SPREADING time phase modulation
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A novel repetition space-time coding scheme for mobile FSO systems
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作者 黎明 曹阳 +1 位作者 李书明 杨绍文 《Optoelectronics Letters》 EI 2015年第2期125-129,共5页
Considering the influence of more random atmospheric turbulence, worse pointing errors and highly dynamic link on the transmission performance of mobile multiple-input multiple-output (MIMO) free space optics (FSO... Considering the influence of more random atmospheric turbulence, worse pointing errors and highly dynamic link on the transmission performance of mobile multiple-input multiple-output (MIMO) free space optics (FSO) communica- tion systems, this paper establishes a channel model for the mobile platform. Based on the combination of Alamouti space-time code and time hopping ultra-wide band (TH-UWB) communications, a novel repetition space-time coding (RSTC) method for mobile 2x2 free-space optical communications with pulse position modulation (PPM) is devel- oped. In particular, two decoding methods of equal gain combining (EGC) maximum likelihood detection (MLD) and correlation matrix detection (CMD) are derived. When a quasi-static fading and weak turbulence channel model are considered, simulation results show that whether the channel state information (CSI) is known or not, the coding sys- tem demonstrates more significant performance of the symbol error rate (SER) than the uncoding. In other words, transmitting diversity can be achieved while conveying the information only through the time delays of the modulated signals transmitted from different antennas. CMD has almost the same effect of signal combining with maximal ratio combining (MRC). However, when the channel correlation increases, SER performance of the coding 2×2 system de- grades significantly. 展开更多
关键词 Atmospheric turbulence Broadband networks Channel capacity Channel state information codes (symbols) Communication channels (information theory) Fading channels Iterative decoding Maximum likelihood MIMO systems Optical communication Pulse position modulation Radio communication Random errors Signal detection Signal encoding Space time adaptive processing Telecommunication networks time delay Ultra wideband (UWB)
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数字时代老字号企业如何进行价值创造?——基于组织模块化视角的案例研究
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作者 陈志军 盖明哲 王琳 《山东大学学报(哲学社会科学版)》 北大核心 2025年第1期140-154,共15页
数字技术蓬勃发展给老字号企业的价值创造活动带来了机会和挑战。通过对宏济堂的探索性案例研究,基于组织模块化视角揭示数字化时代老字号企业如何进行价值创造的研究发现:(1)存在两种不同形式的价值创造机制,其中组织内部模块化的价值... 数字技术蓬勃发展给老字号企业的价值创造活动带来了机会和挑战。通过对宏济堂的探索性案例研究,基于组织模块化视角揭示数字化时代老字号企业如何进行价值创造的研究发现:(1)存在两种不同形式的价值创造机制,其中组织内部模块化的价值创造以价值链重塑为基础,呈现横向文化价值、信息结构优化的界面联结和纵向理念融合、价值创新的界面联结,并运用了心理、结构和资源赋能的数字化赋能机制;组织外部模块化则以价值网络形成与拓展为基础,呈现文化共建、协同创新的界面联结,并运用了结构和资源赋能的数字化赋能机制。(2)老字号企业的价值创造是组织内外部模块化过程中文化和创新双融的联结结果,是从紧密耦合、非耦合向松散耦合的演化过程。这对老字号企业创新价值创造模式、打造竞争优势具有借鉴意义。 展开更多
关键词 老字号企业 价值创造 组织模块化 界面联结 数字化赋能
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基于时间编码超表面的跌倒特征模拟与Wi-Fi感知数据集辅助构建
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作者 陈少楠 顾家铭 +8 位作者 徐超 孙一淼 王思然 陈展野 刘硕 李会东 戴俊彦 何源 程强 《雷达学报(中英文)》 北大核心 2025年第4期950-960,共11页
随着Wi-Fi感知技术在智能健康监测领域的广泛应用,如何构建高质量的数据集成为亟待解决的关键问题。特别是在监测异常行为(如跌倒)时,传统方法依赖于人体的反复实验,这既存在安全隐患,又面临伦理困境。为应对这一挑战,该文提出了一种基... 随着Wi-Fi感知技术在智能健康监测领域的广泛应用,如何构建高质量的数据集成为亟待解决的关键问题。特别是在监测异常行为(如跌倒)时,传统方法依赖于人体的反复实验,这既存在安全隐患,又面临伦理困境。为应对这一挑战,该文提出了一种基于时间编码超表面的辅助数据样本采集方法。通过模拟人体的运动特征,时间编码超表面可以有效替代人体实验,用于辅助构建Wi-Fi感知数据集。为此该文设计了一款具备0~360°全相位调制能力的时间编码超表面验证了该方案的可行性。实验结果表明,超表面生成的信号能够较好地保留人体运动特征,有效补充真实样本,降低数据采集复杂度,并显著提升模型的监测准确性。该方法为Wi-Fi感知技术的数据采集提供了一种创新且可行的解决方案。 展开更多
关键词 Wi-Fi感知 时间编码超表面 运动特征生成 数据集构建 LeNet分类网络
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