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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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MNTSCC:A VMamba-Based Nonlinear Joint Source-Channel Coding for Semantic Communications
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作者 Chao Li Chen Wang +2 位作者 Caichang Ding Yonghao Liao Zhiwei Ye 《Computers, Materials & Continua》 2025年第11期3129-3149,共21页
Deep learning-based semantic communication has achieved remarkable progress with CNNs and Transformers.However,CNNs exhibit constrained performance in high-resolution image transmission,while Transformers incur high c... Deep learning-based semantic communication has achieved remarkable progress with CNNs and Transformers.However,CNNs exhibit constrained performance in high-resolution image transmission,while Transformers incur high computational cost due to quadratic complexity.Recently,VMamba,a novel state space model with linear complexity and exceptional long-range dependency modeling capabilities,has shown great potential in computer vision tasks.Inspired by this,we propose MNTSCC,an efficient VMamba-based nonlinear joint source-channel coding(JSCC)model for wireless image transmission.Specifically,MNTSCC comprises a VMamba-based nonlinear transform module,an MCAM entropy model,and a JSCC module.In the encoding stage,the input image is first encoded into a latent representation via the nonlinear transformation module,which is then processed by the MCAM for source distribution modeling.The JSCC module then optimizes transmission efficiency by adaptively assigning transmission rate to the latent representation according to the estimated entropy values.The proposedMCAMenhances the channel-wise autoregressive entropy model with attention mechanisms,which enables the entropy model to effectively capture both global and local information within latent features,thereby enabling more accurate entropy estimation and improved rate-distortion performance.Additionally,to further enhance the robustness of the system under varying signal-to-noise ratio(SNR)conditions,we incorporate SNR adaptive net(SAnet)into the JSCCmodule,which dynamically adjusts the encoding strategy by integrating SNRinformationwith latent features,thereby improving SNR adaptability.Experimental results across diverse resolution datasets demonstrate that the proposed method achieves superior image transmission performance compared to existing CNN-and Transformer-based semantic communication models,while maintaining competitive computational efficiency.In particular,under an Additive White Gaussian Noise(AWGN)channel with SNR=10 dB and a channel bandwidth ratio(CBR)of 1/16,MNTSCC consistently outperforms NTSCC,achieving a 1.72 dB Peak Signal-to-Noise Ratio(PSNR)gain on the Kodak24 dataset,0.79 dB on CLIC2022,and 2.54 dB on CIFAR-10,while reducing computational cost by 32.23%.The code is available at https://github.com/WanChen10/MNTSCC(accessed on 09 July 2025). 展开更多
关键词 Semantic communication VMamba wireless image transmission joint source-channel coding channel adaptation nonlinear transformation
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Separate Source Channel Coding Is Still What You Need:An LLM-Based Rethinking 被引量:3
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作者 REN Tianqi LI Rongpeng +5 位作者 ZHAO Mingmin CHEN Xianfu LIU Guangyi YANG Yang ZHAO Zhifeng ZHANG Honggang 《ZTE Communications》 2025年第1期30-44,共15页
Along with the proliferating research interest in semantic communication(Sem Com),joint source channel coding(JSCC)has dominated the attention due to the widely assumed existence in efficiently delivering information ... Along with the proliferating research interest in semantic communication(Sem Com),joint source channel coding(JSCC)has dominated the attention due to the widely assumed existence in efficiently delivering information semantics.Nevertheless,this paper challenges the conventional JSCC paradigm and advocates for adopting separate source channel coding(SSCC)to enjoy a more underlying degree of freedom for optimization.We demonstrate that SSCC,after leveraging the strengths of the Large Language Model(LLM)for source coding and Error Correction Code Transformer(ECCT)complemented for channel coding,offers superior performance over JSCC.Our proposed framework also effectively highlights the compatibility challenges between Sem Com approaches and digital communication systems,particularly concerning the resource costs associated with the transmission of high-precision floating point numbers.Through comprehensive evaluations,we establish that assisted by LLM-based compression and ECCT-enhanced error correction,SSCC remains a viable and effective solution for modern communication systems.In other words,separate source channel coding is still what we need. 展开更多
关键词 separate source channel coding(SSCC) joint source channel coding(JSCC) end-to-end communication system Large Language Model(LLM) lossless text compression Error Correction Code Transformer(ECCT)
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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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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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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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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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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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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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NEW ITERATIVE SUPER-TRELLIS DECODING WITH SOURCE A PRIORI INFORMATION FOR VLCS WITH TURBO CODES 被引量:3
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作者 Liu Jianjun Tu Guofang Wu Weiren 《Journal of Electronics(China)》 2007年第1期122-127,共6页
A novel Joint Source and Channel Decoding (JSCD) scheme for Variable Length Codes (VLCs) concatenated with turbo codes utilizing a new super-trellis decoding algorithm is presented in this letter. The basic idea of ou... A novel Joint Source and Channel Decoding (JSCD) scheme for Variable Length Codes (VLCs) concatenated with turbo codes utilizing a new super-trellis decoding algorithm is presented in this letter. The basic idea of our decoding algorithm is that source a priori information with the form of bit transition probabilities corresponding to the VLC tree can be derived directly from sub-state transitions in new composite-state represented super-trellis. A Maximum Likelihood (ML) decoding algorithm for VLC sequence estimations based on the proposed super-trellis is also described. Simu-lation results show that the new iterative decoding scheme can obtain obvious encoding gain especially for Reversible Variable Length Codes (RVLCs),when compared with the classical separated turbo decoding and the previous joint decoding not considering source statistical characteristics. 展开更多
关键词 joint source and channel Decoding (JSCD) Variable Length Codes (VLCs) Turbo codes Super-trellis
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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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An Iterative Detection/Decoding Algorithm of Correlated Sources for the LDPC-Based Relay Systems 被引量:1
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作者 Haiqiang Chen Hang Cao +3 位作者 Xiangcheng Li Youming Sun Haibin Wan Tuanfa Qin 《China Communications》 SCIE CSCD 2017年第9期190-198,共9页
An iterative detection/decoding algorithm of correlated sources for the LDPC-based relay systems is presented. The signal from the source-destination(S-D) link is formulated as a highly correlated counterpart from the... An iterative detection/decoding algorithm of correlated sources for the LDPC-based relay systems is presented. The signal from the source-destination(S-D) link is formulated as a highly correlated counterpart from the relay-destination(R-D) link. A special XOR vector is defined using the correlated hard decision information blocks from two decoders and the extrinsic information exchanged between the two decoders is derived by the log-likelihood ratio(LLR) associated with the XOR vector. Such the decoding scheme is different from the traditional turbo-like detection/decoding algorithm, where the extrinsic information is computed by the side information and the soft decoder outputs. Simulations show that the presented algorithm has a slightly better performance than the traditional turbo-like algorithm(Taking the(255,175) EG-LDPC code as an example, it achieves about 0.1 dB performance gains aroundBLER=10^(-4)). Furthermore, the presented algorithm requires fewer computing operations per iteration and has faster convergence rate. For example, the average iteration of the presented algorithm is 33 at SNR=1.8 dB, which is about twice faster than that of the turbo-like algorithm, when decoding the(961,721) QC-LDPC code. Therefore, the presented decoding algorithm of correlated sources provides an alternative decoding solution for the LDPC-based relay systems. 展开更多
关键词 CORRELATED sources ITERATIVE de-coding LDPC CODES RELAY channel
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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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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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Video coding bit allocation algorithm over wireless transmission channel
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作者 张伟 周源华 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2006年第5期601-606,共6页
For two-way video communications over wireless channels using the automatic repeat request (ARQ) retransmission scheme, TMN8 rate control scheme is not effective in minimizing the number of frames skipped and cannot g... For two-way video communications over wireless channels using the automatic repeat request (ARQ) retransmission scheme, TMN8 rate control scheme is not effective in minimizing the number of frames skipped and cannot guarantee video quality during the retransmissions of error packets. This paper presents a joint source channel bit allocation scheme that allocates target bits according to encoder buffer fullness and estimation of channel condition by retransmission information. The results obtained from implementing our scheme in H.263+coder over wireless channel model show that our proposed scheme encodes the video sequences with lower and steadier buffer delay, fewer frames skipped and higher average PSNR compared to TMN8. 展开更多
关键词 ARQ bit allocation channel model error-prone channel joint source-channel coding
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基于SPIHT图象压缩编码的Turbo codes编码 被引量:7
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作者 徐雯 郭立 刘昌进 《中国科学技术大学学报》 CAS CSCD 北大核心 2002年第2期202-209,共8页
针对信源与信道编码的特点 ,提出了结合SPIHT(setpartitioninginhierarchicaltrees)算法和改进的TurboCodes的信源与信道联合编码方案 .这一方案充分考虑了SPIHT算法和TurboCodes的特性 ,根据信源编码后数据在重建时的重要程度 ,进行不... 针对信源与信道编码的特点 ,提出了结合SPIHT(setpartitioninginhierarchicaltrees)算法和改进的TurboCodes的信源与信道联合编码方案 .这一方案充分考虑了SPIHT算法和TurboCodes的特性 ,根据信源编码后数据在重建时的重要程度 ,进行不同等纠错保护的信道编码 .实验表明 ,论文的方法能够使误码率与码长达到一个较好的平衡 。 展开更多
关键词 SPIHT 图象压缩编码 Turbo codes编码 TURBO码 联合编码 不同等差错保护 信源编码 信道编码 纠错编码
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面向空天地网络的弹性语义通信
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作者 王文远 周明宇 +6 位作者 王朝炜 许霁松 张云泽 庞明亮 江帆 徐乐西 张治 《电子与信息学报》 北大核心 2025年第10期3646-3657,共12页
针对空天地网络中图像传输面临的带宽受限和信道损伤等挑战,该文提出一种弹性语义通信方案。该方案基于信息瓶颈(IB)理论构建了增强的率失真(RD)函数,采用Gumbel-Softmax方法和可变速率网络实现动态速率自适应,并设计了加权多重非对称... 针对空天地网络中图像传输面临的带宽受限和信道损伤等挑战,该文提出一种弹性语义通信方案。该方案基于信息瓶颈(IB)理论构建了增强的率失真(RD)函数,采用Gumbel-Softmax方法和可变速率网络实现动态速率自适应,并设计了加权多重非对称高斯分布来表征不同语义特征的概率密度。在架构设计上,该方案采用注意力机制和残差学习,根据信噪比(SNR)要求自适应地选择网络模块,实现计算效率和传输可靠性之间的最佳权衡。实验表明,与传统方案相比,所提方案在信道带宽比(CBR)和重建质量方面均取得了显著提升,特别是在具有挑战性的信道条件下,表现出更强的鲁棒性和更高的图像保真度。 展开更多
关键词 空天地网络 语义通信 信道自适应 拓展的信息瓶颈理论 信源信道联合编码
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面向铁路入侵检测的语义通信技术
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作者 郭疆远 陈为 艾渤 《中兴通讯技术》 北大核心 2025年第4期13-18,共6页
针对铁路入侵检测中海量视频数据传输效率低、检测精度低的问题,提出了一种基于视频Transformer的自适应语义通信框架。该框架通过传输与任务高度相关的语义特征并集成信道自适应模块,实现面向特定任务的高效且鲁棒的语义信息传输。在... 针对铁路入侵检测中海量视频数据传输效率低、检测精度低的问题,提出了一种基于视频Transformer的自适应语义通信框架。该框架通过传输与任务高度相关的语义特征并集成信道自适应模块,实现面向特定任务的高效且鲁棒的语义信息传输。在构建的铁路真实场景视频数据集上进行实验,将该框架与传统的视频分离编码及视频联合编码方法进行对比。结果表明,所提出的自适应语义通信框架在不同的高斯白噪声及多种衰落信道条件下均能取得更高的入侵检测精度,并在低信噪比和复杂信道环境中展现出优越的鲁棒性和性能增益,为提升铁路智能监控系统的视频分析与传输效能提供了新的技术途径。 展开更多
关键词 入侵检测 语义通信 深度联合信源信道编码 信道自适应
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