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JOINT ITERATIVE DECODING FOR SIMPLE-ENCODING SYSTEMATIC IRREGULAR-LDPC-BASED CODED COOPERATION IN NON-IDEAL RELAY CHANNEL 被引量:3
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作者 Chen Jingwen Yang Fengfan +1 位作者 Luo Lin Tho Le-Ngoc 《Journal of Electronics(China)》 2010年第3期305-315,共11页
In this paper, a new kind of simple-encoding irregular systematic LDPC codes suitable for one-relay coded cooperation is designed, where the proposed joint iterative decoding is effectively performed in the destinatio... In this paper, a new kind of simple-encoding irregular systematic LDPC codes suitable for one-relay coded cooperation is designed, where the proposed joint iterative decoding is effectively performed in the destination which is in accordance with the corresponding joint Tanner graph characterizing two different component LDPC codes used by the source and relay in ideal and non-ideal relay cooperations. The theoretical analysis and simulations show that the coded cooperation scheme obviously outperforms the coded non-cooperation one under the same code rate and decoding complex. The significant performance improvement can be virtually credited to the additional mutual exchange of the extrinsic information resulted by the LDPC code employed by the source and its counterpart used by the relay in both ideal and non-ideal cooperations. 展开更多
关键词 Cooperative communication Low-density parity-check code Relay channel joint Tanner graph joint iterative decoding
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Joint Source-Channel Coding for 6G Communications 被引量:4
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作者 Yanfei Dong Jincheng Dai +2 位作者 Kai Niu Sen Wang Yifei Yuan 《China Communications》 SCIE CSCD 2022年第3期101-115,共15页
In order to provide ultra low-latency and high energy-efficient communication for intelligences,the sixth generation(6G)wireless communication networks need to break out of the dilemma of the depleting gain of the sep... In order to provide ultra low-latency and high energy-efficient communication for intelligences,the sixth generation(6G)wireless communication networks need to break out of the dilemma of the depleting gain of the separated optimization paradigm.In this context,this paper provides a comprehensive tutorial that overview how joint source-channel coding(JSCC)can be employed for improving overall system performance.For the purpose,we first introduce the communication requirements and performance metrics for 6G.Then,we provide an overview of the source-channel separation theorem and why it may not hold in practical applications.In addition,we focus on two new JSCC schemes called the double low-density parity-check(LDPC)codes and the double polar codes,respectively,giving their detailed coding and decoding processes and corresponding performance simulations.In a nutshell,this paper constitutes a tutorial on the JSCC scheme tailored to the needs of future 6G communications. 展开更多
关键词 6G joint source and channel coding doubel LDPC codes doubel polar codes
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Low-Complexity Joint Channel Estimation and Symbol Detection for OFDMA Systems 被引量:4
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作者 Rui Xin Zuyao Ni +2 位作者 Sheng Wu Linling Kuang Chunxiao Jiang 《China Communications》 SCIE CSCD 2019年第7期49-60,共12页
In this paper,we propose a joint channel estimation and symbol detection(JCESD)algorithm relying on message-passing algorithms(MPA)for orthogonal frequency division multiple access(OFDMA)systems.The channel estimation... In this paper,we propose a joint channel estimation and symbol detection(JCESD)algorithm relying on message-passing algorithms(MPA)for orthogonal frequency division multiple access(OFDMA)systems.The channel estimation and symbol detection leverage the framework of expectation propagation(EP)and belief propagation(BP)with the aid of Gaussian approximation,respectively.Furthermore,to reduce the computation complexity involved in channel estimation,the matrix inversion is transformed into a series of diagonal matrix inversions through the Sherman-Morrison formula.Simulation experiments show that the proposed algorithm can reduce the pilot overhead by about 50%,compared with the traditional linear minimum mean square error(LMMSE)algorithm,and can approach to the bit error rate(BER)performance bound of perfectly known channel state information within 0.1 dB. 展开更多
关键词 joint channel estimation and SYMBOL detection MESSAGE PASSING OFDMA
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CHANNEL ERROR CORRECTION FOR WIDEBAND SAR-A JOINT MULTIPLE SUBPULSES PROCESSING METHOD 被引量:3
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作者 Chen Shuxuan Jiang Limin Xiang Maosheng 《Journal of Electronics(China)》 2011年第1期134-140,共7页
A novel method,referred to as joint multiple subpulses processing,is developed to calibrate the nonideal transfer function of radio frequency front-end and I/Q imbalance in quadrature modulate/demodulate systems simul... A novel method,referred to as joint multiple subpulses processing,is developed to calibrate the nonideal transfer function of radio frequency front-end and I/Q imbalance in quadrature modulate/demodulate systems simultaneously,which frequently occur in wideband Synthetic Aperture Radar(SAR) systems.Based on the time-frequency relation of the chirp signal and the analyses of the channel errors in wideband SAR,joint multiple subpulses processing method is adopted to separate the image frequency component due to the I/Q channel error.Then,the complete description of the channel error is acquired for building the correction function,which is used to correct the radar raw echo in frequency domain.The validity and capability of this method are demonstrated by the experiments of the channel error correction on the high resolution SAR system with the effective bandwidth of 500 MHz. 展开更多
关键词 Wideband Synthetic Aperture Radar(SAR) channel error joint multiple subpulses processing Weighted least squares Correction function
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A FINE GRANULAR JOINT SOURCE CHANNEL CODING METHOD 被引量:1
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作者 Zhuo Li Shen Lansun Zhu Qing (Signal & Information Processing Lab, Beijing Polytechnic University, Beijing 100022) 《Journal of Electronics(China)》 2003年第2期150-153,共4页
An improved FGS (Fine Granular Scalability) coding method is proposed in this letter, which is based on human visual characteristics. This method adjusts FGS coding frame rate according to the evaluation of video sequ... An improved FGS (Fine Granular Scalability) coding method is proposed in this letter, which is based on human visual characteristics. This method adjusts FGS coding frame rate according to the evaluation of video sequences so as to improve the coding efficiency and subject perceived quality of reconstructed images. Finally, a fine granular joint source channel coding is proposed based on the source coding method, which not only utilizes the network resources efficiently, but guarantees the reliable transmission of video information. 展开更多
关键词 Human visual characteristics Fine granular scalability Fine granular joint source channel coding
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An Adaptive Joint Source/Channel Coding Using Error Correcting Arithmetic Codes 被引量:1
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作者 刘军清 逄玉叶 孙军 《Journal of Shanghai Jiaotong university(Science)》 EI 2007年第4期448-453,共6页
An approximately optimal adaptive arithmetic coding (AC) system using a forbidden symbol (FS) over noisy channels was proposed which allows one to jointly and adaptively design the source decoding and channel correcti... An approximately optimal adaptive arithmetic coding (AC) system using a forbidden symbol (FS) over noisy channels was proposed which allows one to jointly and adaptively design the source decoding and channel correcting in a single process, with superior performance compared with traditional separated techniques. The concept of adaptiveness is applied not only to the source model but also to the amount of coding redundancy. In addition, an improved branch metric computing algorithm and a faster sequential searching algorithm compared with the system proposed by Grangetto were proposed. The proposed system is tested in the case of image transmission over the AWGN channel, and compared with traditional separated system in terms of packet error rate and complexity. Both hard and soft decoding were taken into account. 展开更多
关键词 ARITHMETIC CODING joint SOURCE channel CODING MAXIMUM a POSTERIORI (MAP) forbidden SYMBOL
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An adaptive joint source and channel coding scheme for H.264 video multicasting over wireless LAN 被引量:1
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作者 LIU Zheng-ye LIU Hang WANG Yao 《Journal of Zhejiang University-Science A(Applied Physics & Engineering)》 SCIE EI CAS CSCD 2006年第5期837-846,共10页
This paper proposes an adaptive joint source and channel coding scheme for H.264 video multicast over wireless LAN which takes into account the user topology changes and varying channel conditions of multiple users, a... This paper proposes an adaptive joint source and channel coding scheme for H.264 video multicast over wireless LAN which takes into account the user topology changes and varying channel conditions of multiple users, and dynamically allocates available bandwidth between source coding and channel coding, with the goal to optimize the overall system performance. In particular, source resilience and error correction are considered jointly in the scheme to achieve the optimal performance. And a channel estimation algorithm based on the average packet loss rate and the variance of packet loss rate is proposed also. Two overall performance criteria for video multicast are investigated and experimental results are presented to show the improvement obtained by the scheme. 展开更多
关键词 MULTICAST OVER 802.11 wireless local area networks (WLAN) Adaptive joint source and channel coding H.264
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Integrated Joint Source-Channel Symbol-by-Symbol Decoding of Variable-Length Codes Using 3-D MAP Sequence Estimation 被引量:1
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作者 WU Jing CHEN Shuzhen 《Wuhan University Journal of Natural Sciences》 CAS 2007年第3期471-475,共5页
Most of multimedia schemes employ variable-length codes (VLCs) like Huffman code as core components in obtaining high compression rates. However VLC methods are very sensitive to channel noise. The goal of this pape... Most of multimedia schemes employ variable-length codes (VLCs) like Huffman code as core components in obtaining high compression rates. However VLC methods are very sensitive to channel noise. The goal of this paper is to salvage as many data from the damaged packets as possible for higher audiovisual quality. This paper proposes an integrated joint source-channel decoder (I-JSCD) at a symbol-level using three-dimensional (3-D) trellis representation for first-order Markov sources encoded with VLC source code and convolutional channel code. This method combines source code and channel code state-spaces and bit-lengths to construct a two-dimensional (2-D) state-space, and then develops a 3-D trellis and a maximum a-posterior (MAP) algorithm to estimate the source sequence symbol by symbol. Experiment results demonstrate that our method results in significant improvement in decoding performance, it can salvage at least half of (50%) data in any channel error rate, and can provide additional error resilience to VLC stream like image, audio, video stream over high error rate links. 展开更多
关键词 integrated joint source-channel decoding (I-JSCD) variable-length code (VLC) exp-Golomb code convolutional code: maximum a-oosteriori (MAP)
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A Joint Source and Channel Video Coding Algorithm for H.223 Based Wireless Channel
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作者 马仲华 Yu Songyu 《High Technology Letters》 EI CAS 2002年第3期62-66,共5页
Robust video streaming through high error prone wireless channel has attracted much attention. In this paper the authors introduce an effective algorithm by joining the Unequal Error Protection ability of the channel ... Robust video streaming through high error prone wireless channel has attracted much attention. In this paper the authors introduce an effective algorithm by joining the Unequal Error Protection ability of the channel multiplexing protocol H.223 Annex D, and the new H.263++ Annex V Data Partition together. Based on the optimal trade off of these two technologies, the Joint Source and Channel Coding algorithm can result in stronger error resilience. The simulation results have shown its superiority against separate coding mode and some Unequal Error Protection mode under recommended wireless channel error patterns. 展开更多
关键词 Data Partitioning (DP) Unequal Error Protection (UEP) joint Source and channel Coding (JSCC)
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Joint Source-Channel Decoding Scheme for Image Transmission over Wireless Channel
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作者 Xiao Dong-liang Sun Hong 《Wuhan University Journal of Natural Sciences》 CAS 2002年第3期307-312,共6页
We improve the iterative decoding algorithm by utilizing the “leaked” residual redundancy at the output of the source encoder without changing the encoder structure for the noisy channel. The experimental results sh... We improve the iterative decoding algorithm by utilizing the “leaked” residual redundancy at the output of the source encoder without changing the encoder structure for the noisy channel. The experimental results show that using the residual redundancy of the compressed source in channel decoding is an effective method to improve the error correction performance. 展开更多
关键词 turbo code joint source-channel decoding residual redundancy arithmetic coding
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Integrated Joint Source-Channel Decoding for H.264 Video Transmission
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作者 WU Jing CHEN Shuzhen 《Wuhan University Journal of Natural Sciences》 CAS 2007年第6期1057-1062,共6页
This paper proposes an integrated joint source-channel decoder (I-JSCD) using Max-Log-MAP method for sources encoded with exp-Golomb codes and convolutional codes, and proposes a system applying this method to decod... This paper proposes an integrated joint source-channel decoder (I-JSCD) using Max-Log-MAP method for sources encoded with exp-Golomb codes and convolutional codes, and proposes a system applying this method to decoding the VLC data, e.g. motion vector differences (MVDs), of H.264 across an AWGN channel. This method combines the source code state-space and the channel code state-space together to construct a joint state-space, develops a 3-D trellis and a maximum a-posterior (MAP) algorithm to estimate the source sequence symbol by symbol, and then uses max-log approximation to simplify the algorithm. Experiments indicate that the proposed system gives significant improvements on peak signal-to-noise ratio (PSNR) (maximum about 15 dB) than a separate scheme. This also leads to a higher visual quality of video stream over a highly noisy channel. 展开更多
关键词 H.264 motion vector difference (MVD) integrated joint source-channel decoding (I-JSCD) variable-length code (VLC) exp-Golomb code MAX-LOG-MAP
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AI赋能的语义通信系统信道自适应技术研究
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作者 吴桐 李金喜 +1 位作者 陈智勇 陶梅霞 《移动通信》 2025年第1期52-58,共7页
基于人工智能(AI)驱动的语义通信系统在面对动态变化的无线信道环境时,性能往往会显著下降。目前,现有方法通过给联合信源信道编码外挂神经网络模块来处理信道状态信息。然而,虽然这些方法能够在变化的信道条件下提高系统性能,但是外挂... 基于人工智能(AI)驱动的语义通信系统在面对动态变化的无线信道环境时,性能往往会显著下降。目前,现有方法通过给联合信源信道编码外挂神经网络模块来处理信道状态信息。然而,虽然这些方法能够在变化的信道条件下提高系统性能,但是外挂模块却带来了额外的模型参数与计算负担,增加了编解码延迟。针对这一问题,首先研究最新Mamba模型固有特性,推导了其对于初始状态的闭式响应,并从其闭式响应中发现了对于初始状态信息的遗忘特点。基于此发现,提出了一种内生式信道自适应方法。该方法通过将信道状态信息引入到模型初始状态,并在模型遗忘信道状态信息时重新将信道状态信息注入到状态空间,实现了无需额外计算与参数的情况下,使得模型能够感知信道状态并自适应地进行编码,从而在不同信道状态条件下提升系统性能。 展开更多
关键词 6G 语义通信 联合信源信道编码 信道自适应
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A Novel Training Sequence Applied to DCS-Based Channel Estimation 被引量:2
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作者 Weizhang Xu Xinle Yu +2 位作者 Yanfei Li Lu Si Zhanxin Yang 《China Communications》 SCIE CSCD 2018年第11期70-78,共9页
Studies have indicated that the distributed compressed sensing based(DCSbased) channel estimation can decrease the length of the reference signals effectively. In block transmission, a unique word(UW) can be used as a... Studies have indicated that the distributed compressed sensing based(DCSbased) channel estimation can decrease the length of the reference signals effectively. In block transmission, a unique word(UW) can be used as a cyclic prefix and reference signal. However, the DCS-based channel estimation requires diversity sequences instead of UW. In this paper, we proposed a novel method that employs a training sequence(TS) whose duration time is slightly longer than the maximum delay spread time. Based on proposed TS, the DCS approach perform perfectly in multipath channel estimation. Meanwhile, a cyclic prefix construct could be formed, which reduces the complexity of the frequency domain equalization(FDE) directly. Simulation results demonstrate that, by using the method of simultaneous orthogonal matching pursuit(SOMP), the required channel overhead has been reduced thanks to the proposed TS. 展开更多
关键词 jointly sparse channel estimation distributed compressed sensing (DCS) simul-taneous orthogonal matching pursuit (SOMP) training sequence (TS) unique word (UW) frequency domain equalization (FDE)
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Joint resource allocation for MIMO-OFDM video transmission systems with unequal error protection 被引量:3
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作者 张成文 刘鑫 谭学治 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2012年第2期119-124,共6页
To improve the performance of MIMO-OFDM video transmission systems on the limitation of wireless bandwidth and transmitting power,we propose an adaptive joint resource allocation algorithm with unequal error protectio... To improve the performance of MIMO-OFDM video transmission systems on the limitation of wireless bandwidth and transmitting power,we propose an adaptive joint resource allocation algorithm with unequal error protection(UEP) based on joint source-channel coding(JSCC) according to H.264 video compression standard and RCPT channel coding.According to different thresholds of the average SNR of subchannels,the algorithm dynamically allocates the source coding parameters of original video data and the channel coding parameters of RCPT,which realizes UEP for the compressed video data of different importance.Through the bit and power allocation based on MQAM modulation and the subspace allocation based on beamforming technology for different subcarriers,an adaptive joint resource allocation making full use of space-frequency domain resources have been realized.The simulation results indicate that the algorithm improves the adaptability of video transmission systems in different wireless environments and the quality of video retrieval. 展开更多
关键词 video transmission MIMO-OFDM unequal error protection joint source-channel coding
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督脉刺骨术治疗中轴型强直性脊柱炎临床观察:基于督脉筋经理论
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作者 李亚亚 张文兰 +2 位作者 胡永鹏 李秋林 罗维芸 《亚太传统医药》 2025年第1期54-57,共4页
目的:探讨在督脉筋经理论指导下,应用督脉刺骨术治疗中轴型强直性脊柱炎的临床效果。方法:选取2023年3月-2024年3月,经半年以上常规治疗效果不明显的中轴型活动期强直性脊柱炎患者50例作为研究对象。采用随机对照试验法,将研究对象分为... 目的:探讨在督脉筋经理论指导下,应用督脉刺骨术治疗中轴型强直性脊柱炎的临床效果。方法:选取2023年3月-2024年3月,经半年以上常规治疗效果不明显的中轴型活动期强直性脊柱炎患者50例作为研究对象。采用随机对照试验法,将研究对象分为对照组和观察组,每组各25例。对照组主要给予依那西普注射液控制病情,观察组在此基础上联合督脉刺骨术治疗。治疗1个月后,比较两组患者治疗前后BASFI(强直性脊柱炎功能指数)评分、BathBASDAI(Bath强直性脊柱炎疾病活动度)评分、VAS(脊柱疼痛)评分、关节活动度情况(枕墙距、指地距、Schober试验、晨僵时间)及红细胞沉降率(ESR)、C反应蛋白(CRP)水平。结果:经治疗后,观察组BASFI评分、BASDAI评分、VAS评分、关节活动度及ESR、CRP水平改善明显,与对照组相比差异有统计学意义(P<0.05)。结论:生物制剂依那西普注射液配合督脉刺骨术治疗中轴型强直性脊柱炎疗效更加显著,能有效减轻患者病痛,改善脊柱功能,并且副作用小,安全性好。 展开更多
关键词 督脉筋经 督脉刺骨术 强直性脊柱炎 关节活动
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Evolutionary algorithm based index assignment algorithm for noisy channel
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作者 李天昊 余松煜 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第3期431-435,共5页
A globally optimal solution to vector quantization (VQ) index assignment on noisy channel, the evolutionary algorithm based index assignment algorithm (EAIAA), is presented. The algorithm yields a significant reductio... A globally optimal solution to vector quantization (VQ) index assignment on noisy channel, the evolutionary algorithm based index assignment algorithm (EAIAA), is presented. The algorithm yields a significant reduction in average distortion due to channel errors, over conventional arbitrary index assignment, as confirmed by experimental results over the memoryless binary symmetric channel (BSC) for any bit error. 展开更多
关键词 joint source/channel coding vector quantization index assignment binary symmetric channel.
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Joint Distortion Model for Progressive Image Transmission Using Error Correcting Arithmetic Codes
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作者 刘军清 孙军 龙沪强 《Journal of Shanghai Jiaotong university(Science)》 EI 2008年第1期16-20,共5页
A novel joint source channel distortion model was proposed, which can essentially estimate the average distortion in progressive image transmission. To improve the precision of the model, the redundancy generated by a... A novel joint source channel distortion model was proposed, which can essentially estimate the average distortion in progressive image transmission. To improve the precision of the model, the redundancy generated by a forbidden symbol in the arithmetic codes is used to distinguish the quantization distortion and the channel distortion, all the coefficients from the first error one to the end of the sequence are set to be a value within the variance range of the coefficients instead of zero, then the error propagation coming from the entropy coding can be essentially estimated, which is disregarded in the most conventional joint source channel coding (JSCC) systems. The precision of the model in terms of average peak-signal-to-noise has been improved about 0.5 dB compared to classical works. An efficient unequal error protection system based on the model is developed, and can be used in the wireless communication systems. 展开更多
关键词 joint source channel coding (JSCC) distortion model arithmetic codes forbidden symbol unequal error protection
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基于可微分架构搜索的多载波信号自动调制识别
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作者 李杰 李靖 +1 位作者 吕璐 宫丰奎 《通信学报》 EI CSCD 北大核心 2024年第9期14-25,共12页
针对城市多径信道下缺乏多载波信号通用数据集,以及传统信号特征与网络模型难以有效识别低信噪比下失真信号调制类型的问题,提出一种基于可微分架构搜索的多载波信号自动调制识别算法。首先,产生了常见OFDM、FBMC与OTFS多载波信号经过... 针对城市多径信道下缺乏多载波信号通用数据集,以及传统信号特征与网络模型难以有效识别低信噪比下失真信号调制类型的问题,提出一种基于可微分架构搜索的多载波信号自动调制识别算法。首先,产生了常见OFDM、FBMC与OTFS多载波信号经过典型城市多径信道的接收信号数据集,选取对调制参数不敏感的信号时频图作为特征向量来训练神经网络;其次,采用可微分架构搜索方法自动搜索最佳网络结构,避免了网络结构设计的反复验证工作;最后,在特征学习过程中引入联合注意力机制,将失真信号特征进行空间转换以降低多径干扰影响,同时计算特征图各通道信息权重并排序,以提升相关特征图通道的分类效果。仿真结果表明,所提算法不仅能提升在城市多径信道环境下尤其是低信噪比时的识别正确率,而且对调制参数变化和小样本场景具有更好的鲁棒性。 展开更多
关键词 可微分架构搜索 多载波信号 自动调制识别 城市多径信道 联合注意力机制
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A New Arithmetic Coding System Combining Source Channel Coding and MAP Decoding
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作者 逄玉叶 孙军 王嘉 《Journal of Shanghai Jiaotong university(Science)》 EI 2007年第4期442-447,共6页
A new arithmetic coding system combining source channel coding and maximum a posteriori decoding were proposed. It combines source coding and error correction tasks into one unified process by introducing an adaptive ... A new arithmetic coding system combining source channel coding and maximum a posteriori decoding were proposed. It combines source coding and error correction tasks into one unified process by introducing an adaptive forbidden symbol. The proposed system achieves fixed length code words by adaptively adjusting the probability of the forbidden symbol and adding tail digits of variable length. The corresponding improved MAP decoding metric was derived. The proposed system can improve the performance. Simulations were performed on AWGN channels with various noise levels by using both hard and soft decision with BPSK modulation.The results show its performance is slightly better than that of our adaptive arithmetic error correcting coding system using a forbidden symbol. 展开更多
关键词 ARITHMETIC code (AC) forbidden SYMBOL joint SOURCE channel coding (JSCC) MAXIMUM a POSTERIORI (MAP) DECODING
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语义编码与经典信道编码融合研究
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作者 向际鹰 段向阳 冯雨龙 《中兴通讯技术》 北大核心 2024年第S01期24-32,共9页
目前的语义通信研究尚未阐明语义编码与经典信道编码之间的关系、语义编码在现有通信框架中的可行性,以及影响语义编码的关键因素等。对基于联合信源信道编码的语义通信系统进行了理论分析,设计了语义编码与经典信道编码的融合实验,展... 目前的语义通信研究尚未阐明语义编码与经典信道编码之间的关系、语义编码在现有通信框架中的可行性,以及影响语义编码的关键因素等。对基于联合信源信道编码的语义通信系统进行了理论分析,设计了语义编码与经典信道编码的融合实验,展示了语义编码的潜在优势,探索了语义编码与经典信道编码之间的关系,研究了后续将语义通信应用于经典通信框架的基础方法。 展开更多
关键词 人工智能 语义通信 经典信道编码 联合信源信道编码 融合实验
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