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Channel Estimation for OTFS System over Doubly Spread Sparse Acoustic Channels 被引量:4
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作者 Yang Zhang Qunfei Zhang +1 位作者 Chengbing He Chao Long 《China Communications》 SCIE CSCD 2023年第1期50-65,共16页
This paper addresses sparse channels estimation problem for the generalized linear models(GLM)in the orthogonal time frequency space(OTFS)underwater acoustic(UWA)system.OTFS works in the delay-Doppler domain,where tim... This paper addresses sparse channels estimation problem for the generalized linear models(GLM)in the orthogonal time frequency space(OTFS)underwater acoustic(UWA)system.OTFS works in the delay-Doppler domain,where timevarying channels are characterized as delay-Doppler impulse responses.In fact,a typical doubly spread UWA channel is associated with several resolvable paths,which exhibits a structured sparsity in the delayDoppler domain.To leverage the structured sparsity of the doubly spread UWA channel,we develop a structured sparsity-based generalized approximated message passing(GAMP)algorithm for reliable channel estimation in quantized OTFS systems.The proposed algorithm has a lower computational complexity compared to the conventional Bayesian algorithm.In addition,the expectation maximum algorithm is employed to learn the sparsity ratio and the noise variance.Simulation and experimental results show that the proposed algorithm has superior performance and low computational complexity for quantized OTFS systems. 展开更多
关键词 OTFS doubly spread UWA channel delay-doppler domain GAMP
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Simultaneous range and radial velocity estimation with a single narrowband LFM pulse 被引量:6
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作者 Chunmao Yeh Jian Yang +1 位作者 Xiuming Shan Yingning Peng 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2012年第3期372-377,共6页
The mismatch effect induced by the radial motion of a target is analyzed for linear frequency modulated (LFM) signals. Then, a novel integrated processing scheme is proposed to re- solve the delay-Doppler coupling e... The mismatch effect induced by the radial motion of a target is analyzed for linear frequency modulated (LFM) signals. Then, a novel integrated processing scheme is proposed to re- solve the delay-Doppler coupling effect in LFM pulse compression. Therefore the range and radial velocity of the target can be si- multaneously estimated with a narrowband LFM pulse. Finally, numerical simulation results demonstrate the effectiveness and good performance of the proposed method. 展开更多
关键词 delay-doppler coupling motion estimation linear fre- quency modulated (LFM) pulse extended filtering.
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基于OTFS的下一代车联网新型通信与感知一体化技术 被引量:2
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作者 孙春蕾 李琳佩 张海君 《工程科学学报》 EI CSCD 北大核心 2023年第10期1674-1683,共10页
车联网借助新一代信息通信技术,实现人、车、路、云等的互联互通.未来beyond 5G(B5G)和6G将赋予下一代车联网更极致的通信与感知性能,有效支撑智能驾驶与智慧交通等创新应用.然而,车辆高速移动带来的高多普勒效应,极大地增加了现有正交... 车联网借助新一代信息通信技术,实现人、车、路、云等的互联互通.未来beyond 5G(B5G)和6G将赋予下一代车联网更极致的通信与感知性能,有效支撑智能驾驶与智慧交通等创新应用.然而,车辆高速移动带来的高多普勒效应,极大地增加了现有正交频分复用(Orthogonal frequency division multiplexing,OFDM)系统的载波间干扰和导频开销,尤其是B5G/6G时代毫米波、太赫兹等高频段的广泛应用将进一步加剧这一问题.近年来,正交时频空间(Orthogonal time frequency space, OTFS)技术由于在抗时频双域选择性衰落方面的显著优势受到了业界的广泛关注.基于OTFS实现通信与感知一体化成为了车联网领域的研究热点.本文旨在研究基于OTFS的车联网通感一体化的系统原理、关键技术、应用模式及技术挑战.首先,在现有OTFS通信系统的基础上,探讨OTFS通感一体化的系统架构、实现原理以及通信和感知性能.然后,介绍OTFS技术的国内外研究现状,并进一步从物理层帧结构、导频机制等方面讨论OTFS通感一体化的难点与关键技术.最后,结合实际场景,分析OTFS在车联网通感一体化中的应用及面临的主要挑战. 展开更多
关键词 正交时频空间调制 车联网 通信与感知一体化 B5G/6G 时延-多普勒
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OTFSmodulation performance in a satellite-to-ground channel at sub-6-GHz and millimeter-wave bands with high mobility 被引量:6
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作者 Tianshi LI Ruisi HE +3 位作者 Bo AI Mi YANG Zhangdui ZHONG Haoxiang ZHANG 《Frontiers of Information Technology & Electronic Engineering》 SCIE EI CSCD 2021年第4期517-526,共10页
Orthogonal time frequency space(OTFS)modulation has been widely considered for high-mobility scenarios.Satellite-to-ground communications have recently received much attention as a typical high-mobility scenario and f... Orthogonal time frequency space(OTFS)modulation has been widely considered for high-mobility scenarios.Satellite-to-ground communications have recently received much attention as a typical high-mobility scenario and face great challenges due to the high Doppler shift.To enable reliable communications and high spectral efficiency in satellite mobile communications,we evaluate OTFS modulation performance for geostationary Earth orbit and low Earth orbit satellite-to-ground channels at sub-6-GHz and millimeter-wave bands in both lineof-sight and non-line-of-sight cases.The minimum mean squared error with successive detection(MMSE-SD)is used to improve the bit error rate performance.The adaptability of OTFS and the signal detection technologies in satellite-to-ground channels are analyzed.Simulation results confirm the feasibility of applying OTFS modulation to satellite-to-ground communications with high mobility.Because full diversity in the delay-Doppler domain can be explored,different terminal movement velocities do not have a significant impact on the performance of OTFS modulation,and OTFS modulation can achieve better performance compared with classical orthogonal frequency division multiplexing in satellite-to-ground channels.It is found that MMSE-SD can improve the performance of OTFS modulation compared with an MMSE equalizer. 展开更多
关键词 delay-doppler channel High-mobility communications Minimum mean squared error with successive detection(MMSE-SD) Orthogonal time frequency space(OTFS) Satellite-to-ground communications Millimeter-wave communications
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Differential Coherent Algorithm Based on Fast Navigation-Bit Correction for Airborne GNSS-R Software Receivers 被引量:3
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作者 Yiran Wang Bo Zhang Dingrong Shao 《Tsinghua Science and Technology》 SCIE EI CAS 2013年第1期88-99,共12页
Signals from the Global Navigation Satellite System (GNSS) scatter over the sea surface resulting in relatively low Signal-to-Noise Ratios (SNR). A differential coherent algorithm is given here to improve the SNR ... Signals from the Global Navigation Satellite System (GNSS) scatter over the sea surface resulting in relatively low Signal-to-Noise Ratios (SNR). A differential coherent algorithm is given here to improve the SNR and reduce the performance degradation due to the Squaring-Loss and the navigation-bit effect. The algorithm uses fast navigation-bit correction for Delay-Doppler Maps (DDM) in airborne Global Navigation Satellite Signal Reflectometry (GNSS-R) software receivers. The system model is introduced with an analysis of the statistical properties with simulations to support the theoretical analysis. Field experiments with real airborne receivers then demonstrate the effectiveness of this algorithm. Comparisons with test results show that this algorithm offers a significant SNR gain over conventional algorithms. 展开更多
关键词 satellite navigation signal processing Global Navigation Satellite Signal Reflectometry (GNSS-R) delay-doppler maps differential coherence signal-to-noise ratio
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A Survey on Low Complexity Detectors for OTFS Systems 被引量:4
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作者 ZHANG Zhengquan LIU Heng +1 位作者 WANG Qianli FAN Pingzhi 《ZTE Communications》 2021年第4期3-15,共13页
The newly emerging orthogonal time frequency space(OTFS)modulation can ob⁃tain delay-Doppler diversity gain to significantly improve the system performance in high mobility wireless communication scenarios such as veh... The newly emerging orthogonal time frequency space(OTFS)modulation can ob⁃tain delay-Doppler diversity gain to significantly improve the system performance in high mobility wireless communication scenarios such as vehicle-to-everything(V2X),high-speed railway and unmanned aerial vehicles(UAV),by employing inverse symplectic finite Fouri⁃er transform(ISFFT)and symplectic finite Fourier transform(SFFT).However,OTFS modu⁃lation will dramatically increase system complexity,especially at the receiver side.Thus,de⁃signing low complexity OTFS receiver is a key issue for OTFS modulation to be adopted by new-generation wireless communication systems.In this paper,we review low complexity OTFS detectors and provide some insights on future researches.We firstly present the OTFS system model and basic principles,followed by an overview of OTFS detector structures,classifications and comparative discussion.We also survey the principles of OTFS detection algorithms.Furthermore,we discuss the design of hybrid OTFS and orthogonal frequency di⁃vision multiplexing(OFDM)detectors in single user and multi-user multi-waveform commu⁃nication systems.Finally,we address the main challenges in designing low complexity OT⁃FS detectors and identify some future research directions. 展开更多
关键词 high mobility wireless communications OTFS ISFFT SFFT delay-doppler di⁃versity iterative maximum ratio combining(MRC)detection message passing detection
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Signal Detection and Channel Estimation in OTFS 被引量:3
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作者 Ashwitha NAIKOTI Ananthanarayanan CHOCKALINGAM 《ZTE Communications》 2021年第4期16-33,共18页
Orthogonal time frequency space(OTFS)modulation is a recently proposed modulation scheme that exhibits robust performance in high-Doppler environments.It is a two-dimensional modulation scheme where information symbol... Orthogonal time frequency space(OTFS)modulation is a recently proposed modulation scheme that exhibits robust performance in high-Doppler environments.It is a two-dimensional modulation scheme where information symbols are multiplexed in the de⁃lay-Doppler(DD)domain.Also,the channel is viewed in the DD domain where the chan⁃nel response is sparse and time-invariant for a long time.This simplifies channel estima⁃tion in the DD domain.This paper presents an overview of the state-of-the-art approaches in OTFS signal detection and DD channel estimation.We classify the signal detection ap⁃proaches into three categories,namely,low-complexity linear detection,approximate max⁃imum a posteriori(MAP)detection,and deep neural network(DNN)based detection.Simi⁃larly,we classify the DD channel estimation approaches into three categories,namely,separate pilot approach,embedded pilot approach,and superimposed pilot approach.We compile and present an overview of some of the key algorithms under these categories and illustrate their performance and complexity attributes. 展开更多
关键词 OTFS modulation delay-doppler domain high-doppler channels signal de⁃tection channel estimation
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Design and Analysis of Spatial Modulation Based Orthogonal Time Frequency Space System 被引量:3
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作者 Yingchao Yang Zhiquan Bai +4 位作者 Ke Pang Piming Ma Haixia Zhang Xinghai Yang Dongfeng Yuan 《China Communications》 SCIE CSCD 2021年第8期209-223,共15页
In this paper,we design a spatial modulation based orthogonal time frequency space(SMOTFS)system to achieve improved transmission reliability and meet the high transmission rate and highspeed demands of future mobile ... In this paper,we design a spatial modulation based orthogonal time frequency space(SMOTFS)system to achieve improved transmission reliability and meet the high transmission rate and highspeed demands of future mobile communications,which fully utilizes the characteristics of spatial modulation(SM)and orthogonal time frequency space(OTFS)transmission.The detailed system design and signal processing of the SM-OTFS system have been presented.The closed-form expressions of the average symbol error rate(ASER)and average bit error rate(ABER)of the SM-OTFS system have been derived over the delay-Doppler channel with the help of the union bounding technique and moment-generating function(MGF).Meanwhile,the system complexity has been evaluated.Numerical results verify the correctness of the theoretical ASER and ABER analysis of the SM-OTFS system in the high signal-to-noise ratio(SNR)regions and also show that the SM-OTFS system outperforms the traditional SM based orthogonal frequency division multiplexing(SM-OFDM)system with limited complexity increase under mobile conditions,especially in high mobility scenarios. 展开更多
关键词 orthogonal time frequency space(OTFS) spatial modulation based OTFS(SM-OTFS) delay-doppler domain average symbol error rate(ASER) average bit error rate(ABER)
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Intelligent Blind Source Separation Technology Based on OTFS Modulation for LEO Satellite Communication 被引量:1
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作者 Chengjie Li Lidong Zhu +2 位作者 Cheng Guo Tao Liu Zhen Zhang 《China Communications》 SCIE CSCD 2022年第7期89-99,共11页
In LEO(Low Earth Orbit)satellite communication system,the orbit height of the satellite is low,the transmission delay is short,the path loss is small,and the frequency multiplexing is more effective.However,it is an u... In LEO(Low Earth Orbit)satellite communication system,the orbit height of the satellite is low,the transmission delay is short,the path loss is small,and the frequency multiplexing is more effective.However,it is an unavoidable technical problem of the significant Doppler effect caused by the interference between satellite networks and the high-speed movement of the satellite relative to the ground.In order to improve the target detection efficiency and system security of LEO satellite communication system,blind separation technology is an effective method to process the collision signals received by satellites.Because of the signal has good sparsity in Delay-Doppler domain,in order to improve the blind separation performance of LEO satellite communication system,orthogonal Time-Frequency space(OTFS)modulation is used to convert the sampled signal to Delay-Doppler domain.DBSCAN clustering algorithm is used to classify the sparse signal,so as to separate the original mixed signal.Finally,the simulation results show that the method has a good separation effect,and can significantly improve the detection efficiency of system targets and the security of LEO satellite communication system network. 展开更多
关键词 LEO doppler effect delay-doppler domain OTFS DBSCAN clustering algorithm
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SUBSPACE METHOD FOR BLIND IDENTIFICATION OF CDMA TIME-VARYING CHANNELS 被引量:2
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作者 Liu Yulin Peng Qicong (School of Communication and Information Engineering, UEST of China, Chengdu 610054) 《Journal of Electronics(China)》 2002年第1期61-67,共7页
A new blind method is proposed for identification of CDMA Time-Varying (TV)channels in this paper. By representing the TV channel's impulse responses in the delay-Doppler spread domain, the discrete-time canonical... A new blind method is proposed for identification of CDMA Time-Varying (TV)channels in this paper. By representing the TV channel's impulse responses in the delay-Doppler spread domain, the discrete-time canonical model of CDMA-TV systems is developed and a subspace method to identify blindly the Time-Invariant (TI) coordinates is proposed. Unlike existing basis expansion methods, this new algorithm does not require .estimation of the base frequencies, neither need the assumption of linearly varying delays across symbols. The algorithm offers definite explanation of the expansion coordinates. Simulation demonstrates the effectiveness of the algorithm. 展开更多
关键词 CDMA Time-varying channels Blind identification delay-doppler spread domain Subspace method
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TDS-1 GNSS reflectometry wind geophysical model function response to GPS block types 被引量:1
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作者 Fade Chen Xiaohong Zhang +3 位作者 Fei Guo Jiazhu Zheng Yang Nan Mohamed Freeshah 《Geo-Spatial Information Science》 SCIE EI CSCD 2022年第2期312-324,共13页
This paper presents the TDS-1 GNSS reflectometry wind Geophysical Model Function(GMF)response to GPS block types.The observables were extracted from Delay Doppler Maps(DDMs)after taking the receiver antenna gains effe... This paper presents the TDS-1 GNSS reflectometry wind Geophysical Model Function(GMF)response to GPS block types.The observables were extracted from Delay Doppler Maps(DDMs)after taking the receiver antenna gains effects and GNSS-R geometry effects into account.Since the DDM is affected by GPS EffectiveIsotropic Radiated Power(EIRP),we first investigate the sensitivity of observables to the GPS block.Additionally,the observables at high SNRs are more sensitive to wind speed,but the spatial coverage at high signal to noise ratios(SNRs)is lower,while DDMs at low SNRs have the opposite characteristics.To balance the accuracy and spatial coverage,the DDM datasets are divided into two parts:high SNR(>0 dB)and low SNR(>−10 dB and≤0 dB)to develop wind GMF.Then,the influences of GPS block on wind speed retrieval both at high and low SNR is analyzed.Results show that the block types have impacts on wind GMF and the use of a prior GPS block can contribute to a better wind speed retrieval both at high and low SNR.Compared with ASCAT,the Root Mean Square Error(RMSE)value of wind speed retrieval at high and low SNR are 2.19 m/s and 3.13 m/s,respectively,when all TDS data are processed without distinguishing GPS block types.However,if the TDS data are separately processed and used to develop wind GMF through different blocks,both the accuracy and correlation coefficient can be improved to some extent.Finally,the influence of significant height of the swell(Hs)on SNR observables is analyzed,and it is demonstrated that there is no obvious linear or nonlinear relationship between them. 展开更多
关键词 Global Navigation Satellite System-Reflectometry(GNSS-R) delay-doppler Map(DDM) wind speed Geophysical Model Function(GMF) TechDemoSat-1(TDS-1) GPS block
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Improvement in Sensing Accuracy of an OFDM-Based W-Band System 被引量:1
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作者 Nazar Muhammad Idrees Zijie Lu +4 位作者 Mu hammad Saqlain Hongqi Zhang Shiwei Wang Lu Zhang Xianbin Yu 《Journal of Communications and Information Networks》 EI CSCD 2022年第1期37-47,共11页
Orthogonal frequency division multiplexing (OFDM) waveform is promising to converge communications and sensing functionalities for future wireless applications. This paper presents a novel method to improve the OFDM-b... Orthogonal frequency division multiplexing (OFDM) waveform is promising to converge communications and sensing functionalities for future wireless applications. This paper presents a novel method to improve the OFDM-based sensing accuracy by estimating the delay/Doppler leakages in the channel matrix, which is constructed by the received and the transmitted OFDM symbols. Both simulation and proof-of-concept experiment validate the proposed method for sensing improvement.The experiment uses a heterodyne W-band system at 97 GHz to transmit and receive an OFDM waveform of bandwidth 3.9 GHz.We achieve an improvement in sensing accuracy by an order of magnitude which is significant for OFDM-based converged systems. 展开更多
关键词 communications and sensing delay/doppler leakage orthogonal frequency division multiplexing sensing accuracy
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Cramer-Rao bounds for the joint delay-Doppler estimation of compressive sampling pulse-Doppler radar
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作者 CHEN Shengyao XI Feng 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2018年第1期58-66,共9页
Time-delay and Doppler shift estimation is a basic task for pulse-Doppler radar processing. For low-rate sampling of echo signals, several kinds of compressive sampling(CS) pulse-Doppler(CSPD) radar are developed with... Time-delay and Doppler shift estimation is a basic task for pulse-Doppler radar processing. For low-rate sampling of echo signals, several kinds of compressive sampling(CS) pulse-Doppler(CSPD) radar are developed with different analog-to-information conversion(AIC) systems. However, a unified metric is absent to evaluate their parameter estimation performance. Towards this end, this paper derives the deterministic Cramer-Rao bound(CRB)for the joint delay-Doppler estimation of CSPD radar to quantitatively analyze the estimate performance. Theoretical results reveal that the CRBs of both time-delays and Doppler shifts are inversely proportional to the received target signal-to-noise ratio(SNR), the number of transmitted pulses and the sampling rate of AIC systems. The main difference is that the CRB of Doppler shifts also lies on the coherent processing interval. Numerical experiments validate these theoretical results. They also show that the structure of the AIC systems has weak influence on the CRBs, which implies that the AIC structures can be flexibly selected for the implementation of CSPD radar. 展开更多
关键词 compressive sampling(CS) delay-doppler estimation Cramer-Rao bound(CRB)
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近地小行星地基雷达探测研究现状 被引量:14
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作者 张翔 季江徽 《天文学进展》 CSCD 北大核心 2014年第1期24-39,共16页
地基雷达探测是研究太阳系中小行星的重要方法。雷达探测主要有两种方式:(1)连续波探测,可得到小行星表面的粗糙度等参数;(2)延迟多普勒探测,用于反演小行星的三维形状模型并确定自转轴状态。与其他探测方法相比,雷达观测具有分辨率高... 地基雷达探测是研究太阳系中小行星的重要方法。雷达探测主要有两种方式:(1)连续波探测,可得到小行星表面的粗糙度等参数;(2)延迟多普勒探测,用于反演小行星的三维形状模型并确定自转轴状态。与其他探测方法相比,雷达观测具有分辨率高等优势。简要介绍了地基雷达探测的原理和方式,以及通过雷达成像建立小行星形状模型的方法。同时举例说明了雷达探测小行星的成果,并对包括雷达在内的多种探测方法进行了比较。 展开更多
关键词 小行星 地基雷达探测 延迟多普勒图像 形状模型
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基于时延-多普勒联合调制的雷达通信一体化技术研究 被引量:4
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作者 王杰 马海兰 +2 位作者 梁兴东 李焱磊 陈龙永 《信号处理》 CSCD 北大核心 2023年第6期1047-1059,共13页
随着5G乃至未来6G无线通信技术的发展,电磁频谱环境日趋拥堵,通信中的“频谱稀缺”问题越来越严重。为了发掘额外的频谱资源,无线通信频段正积极扩张,逐步与雷达工作频段重合,导致越来越严重的雷达通信互干扰。鉴于此,部分学者提出了雷... 随着5G乃至未来6G无线通信技术的发展,电磁频谱环境日趋拥堵,通信中的“频谱稀缺”问题越来越严重。为了发掘额外的频谱资源,无线通信频段正积极扩张,逐步与雷达工作频段重合,导致越来越严重的雷达通信互干扰。鉴于此,部分学者提出了雷达通信一体化信号的解决思路,用于实现雷达和通信共享频谱资源。然而,从理论上讲,传统时频编码信号无法兼顾雷达和通信性能,更无法胜任高动态应用场景。因此,本文绕开时频维度,提出在时延-多普勒域进行一体化设计的思路和方法,并通过多站协同的雷达体制大幅降低了雷达所需时频资源。最后,本文推导了定位与测速克拉美-罗下界(Cramer-Rao Lower Bounds,CRLB)。通过理论分析和仿真实验可知,本文方法可在高动态场景下有效兼顾优良雷达探测性能和高速无线通信性能。 展开更多
关键词 雷达通信一体化 时延-多普勒联合调制 信号设计 信号处理 克拉美-罗下界
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星载GNSS-R海浪有效波高反演模型构建 被引量:6
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作者 布金伟 余科根 韩帅 《测绘学报》 EI CSCD 北大核心 2022年第9期1920-1930,共11页
海浪有效波高是描述海况的重要参数,在海浪和海洋动力学的预测中起着重要的作用。然而,卫星雷达高度计和浮标等传统方法难以实现高时空分辨率的SWH估计。星载GNSS-R为估计SWH提供了一种思路。本文提出了一种基于归一化积分延迟波形反演... 海浪有效波高是描述海况的重要参数,在海浪和海洋动力学的预测中起着重要的作用。然而,卫星雷达高度计和浮标等传统方法难以实现高时空分辨率的SWH估计。星载GNSS-R为估计SWH提供了一种思路。本文提出了一种基于归一化积分延迟波形反演星载GNSS-R海浪SWH的方法。首先,对星载GNSS-R延迟多普勒图进行去噪处理和数据过滤以便对DDM数据进行严格质量控制。然后,从DDM中提取NIDW,并基于NIDW计算4个GNSS-R观测值(即归一化积分时延波形的前沿斜率和前沿波形值之和,归一化积分时延波形的后沿斜率和后沿波形值之和)。随后,基于这4个观测值建立了星载GNSS-R海浪SWH反演经验模型。最后,分别将ERA5和AVISO SWH数据产品作为验证数据,并将反演模型的SWH估计结果与ERA5和AVISO SWH数据产品进行比较和分析。试验结果表明,当采用ERA5 SWH数据作为验证数据时,4个观测值反演SWH的均方根误差和相关系数分别优于0.66 m和0.65;当采用AVISO SWH数据作为验证数据时,4个观测值反演SWH的均方根误差和相关系数分别优于0.68 m和0.70。进一步表明了本文建模方法在星载GNSS-R SWH估计方面具有可行性和可靠性。 展开更多
关键词 GNSS-R 延迟多普勒图 归一化积分时延波形 有效波高 经验模型
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面向OTFS的时延-多普勒域信道估计方法综述 被引量:6
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作者 邢旺 唐晓刚 +2 位作者 周一青 张冲 潘振岗 《通信学报》 EI CSCD 北大核心 2022年第12期188-201,共14页
为了在高移动性场景中提供稳定可靠的通信服务,6G系统可考虑基于时延–多普勒(DD)域的正交时频空间(OTFS)作为其调制方案。OTFS通过将发送符号映射到DD域,再将其二维变换到时间–频率(TF)域,使所有发送符号具备获取时频全分集的潜力,有... 为了在高移动性场景中提供稳定可靠的通信服务,6G系统可考虑基于时延–多普勒(DD)域的正交时频空间(OTFS)作为其调制方案。OTFS通过将发送符号映射到DD域,再将其二维变换到时间–频率(TF)域,使所有发送符号具备获取时频全分集的潜力,有效提高了双选择性信道下的通信性能。由于DD域等效信道具有很多良好性质,现有OTFS信道估计方法大多在DD域完成。考虑实现思路的差异和算法应用场景的区别,已有面向OTFS的DD域信道估计方法被划分为3类并进行综述。最后总结分析了当前DD域信道估计方法的挑战及潜在解决思路。 展开更多
关键词 正交时频空间 正交频分复用 时延–多普勒域 信道估计
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6G新型时延多普勒通信范式:OTFS的技术优势、设计挑战、应用与前景 被引量:1
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作者 廖勇 罗渝 荆亚昊 《电子与信息学报》 EI CAS CSCD 北大核心 2024年第5期1827-1842,共16页
在未来的通信网络中,被广泛期待的第6代移动通信系统(The Sixth Generation of Mobile Communications System,6G)技术将面临诸多挑战,其中包括在高速移动场景下的超高可靠通信问题。正交时频空间(Orthogonal Time Frequency Space,OTFS... 在未来的通信网络中,被广泛期待的第6代移动通信系统(The Sixth Generation of Mobile Communications System,6G)技术将面临诸多挑战,其中包括在高速移动场景下的超高可靠通信问题。正交时频空间(Orthogonal Time Frequency Space,OTFS)调制技术克服了传统通信系统在高速移动环境下多径和多普勒效应的影响,为实现6G超高可靠通信提供了新的可能性。该文首先介绍了OTFS的基本原理、数学模型、干扰与优势分析。然后,归纳分析了OTFS技术在同步、信道估计、信号检测技术上的研究现状。接着,从车联网、无人机、卫星通信、海洋通信4个典型应用场景分析了OTFS的应用趋势。最后,从降低多维匹配滤波器、相位解调和信道估计、硬件实现的复杂度和提高对时频资源的高度利用4个角度探讨了未来研究OTFS需要克服的困难和挑战。 展开更多
关键词 第6代移动通信系统 正交时频空间 延迟-多普勒域 同步 信道估计 信号检测
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一种改进的星载GNSS-R卷积神经网络海冰检测方法 被引量:1
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作者 叶世榕 罗歆琪 +1 位作者 南阳 夏朋飞 《武汉大学学报(信息科学版)》 EI CAS CSCD 北大核心 2024年第1期90-99,共10页
卷积神经网络(convolutional neural network,CNN)已用于星载全球导航卫星系统反射测量(global navigation satellite system-reflectometry,GNSS-R)海冰检测,其具有数据预处理简单、最大限度保留反射面信息等优势,但已有GNSS-R CNN海... 卷积神经网络(convolutional neural network,CNN)已用于星载全球导航卫星系统反射测量(global navigation satellite system-reflectometry,GNSS-R)海冰检测,其具有数据预处理简单、最大限度保留反射面信息等优势,但已有GNSS-R CNN海冰检测方法研究的数据集时间跨度较小,代表性有限,且未考虑训练集内海水、海冰时延多普勒图(delay-Doppler map,DDM)的比例对方法泛化能力的影响。针对该问题,首先提出一种筛除畸形DDM方法,有效筛除错误数据;然后,设计合适的CNN结构及参数,通过小样本对比实验发现CNN模型在训练集内海水、海冰DDM的比例为1∶1时具有高准确率和最佳泛化能力,并优化数据集选取策略;最后使用2018年全年大样本数据集评估改进的方法在大数据量和大时间跨度时的有效性和可靠性。研究表明,改进的方法通过加强数据质量控制、优化数据集选取策略,提升了CNN海冰检测方法的泛化能力及可靠性,使其更适用于实际应用场景,为海冰消融等研究提供参考。 展开更多
关键词 卷积神经网络 时延多普勒图 海冰检测 全球导航卫星系统反射测量技术
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针对GNSS-R海面风速反演的自适应CDF匹配方法 被引量:7
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作者 杜皓 郭文飞 +2 位作者 郭迟 路鹏远 叶世榕 《武汉大学学报(信息科学版)》 EI CAS CSCD 北大核心 2021年第12期1924-1931,F0002,共9页
利用全球导航卫星系统反射(global navigation satellite system reflectometry,GNSS-R)信号对海面风速进行反演时,连续地球物理模式函数常用于建立时延-多普勒图像(delay/Doppler map,DDM)特征值与风速之间的映射关系。该模型在DDM较... 利用全球导航卫星系统反射(global navigation satellite system reflectometry,GNSS-R)信号对海面风速进行反演时,连续地球物理模式函数常用于建立时延-多普勒图像(delay/Doppler map,DDM)特征值与风速之间的映射关系。该模型在DDM较少的风速范围内(0~5 m/s及12~20 m/s)存在较大系统偏差。为解决该问题,提出了一种自适应累积分布函数(cumulative distribution function,CDF)匹配方法。该方法将反演风速序列与参考风速序列进行CDF匹配,并利用最小二乘自适应地寻找最优阶数多项式,对风速偏差序列进行拟合和改正。公开数据实验验证结果表明,在0~5 m/s和12~20 m/s内,改正后的反演风速均方根误差分别减小了6%和15%,系统偏差分别减小了45%和25%,明显提升了少样本情况下的反演精度,反演风速更符合自然界中风速分布。 展开更多
关键词 海面风速反演 时延-多普勒图 地球物理模式函数 累积分布函数匹配
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