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Separate Source Channel Coding Is Still What You Need:An LLM-Based Rethinking
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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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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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Entanglement fidelity of channel adaptive quantum codes 被引量:1
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作者 詹云 陈小余 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第1期104-109,共6页
We study the performances of quantum channel adaptive [4,1] code transmitting in a joint amplitude damping and dephasing channel, the [6,2] code transmitting in an amplitude damping channel by combining the encoding, ... We study the performances of quantum channel adaptive [4,1] code transmitting in a joint amplitude damping and dephasing channel, the [6,2] code transmitting in an amplitude damping channel by combining the encoding, noise process, and decoding as one effective channel. We explicitly obtain the entanglement fidelities. The recovery operators of the [6,2] code are given. The performance is nearly optimal compared with that of the optimal method of semidefinite programming. 展开更多
关键词 adaptive quantum code amplitude damping channel FIDELITY
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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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Performance analysis of LDPC codes on OOK terahertz wireless channels 被引量:1
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作者 刘纯 王长 曹俊诚 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第2期553-557,共5页
Atmospheric absorption, scattering, and scintillation are the major causes to deteriorate the transmission quality of terahertz(THz) wireless communications. An error control coding scheme based on low density parit... Atmospheric absorption, scattering, and scintillation are the major causes to deteriorate the transmission quality of terahertz(THz) wireless communications. An error control coding scheme based on low density parity check(LDPC) codes with soft decision decoding algorithm is proposed to improve the bit-error-rate(BER) performance of an on-off keying(OOK) modulated THz signal through atmospheric channel. The THz wave propagation characteristics and channel model in atmosphere is set up. Numerical simulations validate the great performance of LDPC codes against the atmospheric fading and demonstrate the huge potential in future ultra-high speed beyond Gbps THz communications. 展开更多
关键词 terahertz wireless channels low density parity check codes atmospheric turbulence gamma-gamma models
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Polar Codes for Soft Decode-and-Forward in HalfDuplex Relay Channels
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作者 Fangliao Yang Kai Niu +1 位作者 Chao Dong Baoyu Tian 《China Communications》 SCIE CSCD 2017年第8期22-32,共11页
Soft decode-and-forward(DF) can combine the advantages of both amplify-and-forward and hard DF in relay channels. In this paper, we propose a low-complexity soft DF scheme based on polar codes, which features two key ... Soft decode-and-forward(DF) can combine the advantages of both amplify-and-forward and hard DF in relay channels. In this paper, we propose a low-complexity soft DF scheme based on polar codes, which features two key techniques: a low-complexity cyclic redundancy check(CRC) aided list successive cancellation(CALSC) decoder and a soft information calculation method. At the relay node, a low-complexity CALSC decoder is designed to reduce the computational complexity by adjusting the list size according to the reliabilities of decoded bits. Based on the path probability metric of the CALSC decoder, we propose a method to compute the soft information of the decoded bits in CALSC. Simulation results show that our proposed scheme outperforms the soft DF based on low-density parity-check codes and the soft DF with belief propagation or soft cancellation decoder, especially in the case when the source-relay channel is at the high signal-to-ratio region. 展开更多
关键词 Decode and forward soft information relaying Polar codes relay channels
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Partition and the Perfect Codes in the Additive Channel
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作者 Garib Movsisyan 《Open Journal of Discrete Mathematics》 2013年第3期112-122,共11页
Many problems of discrete optimization are connected with partition of the n-dimensional space into certain subsets, and the requirements needed for these subsets can be geometrical—for instance, their sphericity—or... Many problems of discrete optimization are connected with partition of the n-dimensional space into certain subsets, and the requirements needed for these subsets can be geometrical—for instance, their sphericity—or they can be connected with?certain metrics—for instance, the requirement that subsets are Dirichlet’s regions with Hamming’s metrics [1]. Often partitions into some subsets are considered, on which a functional is optimized [2]. In the present work, the partitions of the n-dimensional space into subsets with “zero” limitation are considered. Such partitions allow us to construct the set of the group codes, V, and the set of the channels, A, between the arbitrary elements, V and A, having correcting relation between them. Descriptions of some classes of both perfect and imperfect codes in the additive channel are presented, too. A way of constructing of group codes correcting the errors in the additive channels is presented, and this method is a further generalization of Hamming’s method of code construction. 展开更多
关键词 PARTITION PERFECT codeS ADDITIVE channel
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Dirichlet Regions and Perfect Codes in Additive Channel
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作者 Garib Movsisyan 《Open Journal of Discrete Mathematics》 2013年第3期137-142,共6页
In the present work, the class of metrics connected with subsets of the linear space on the field, GF(2), is considered and a number of facts are established, which allow us to express the correcting capacity of codes... In the present work, the class of metrics connected with subsets of the linear space on the field, GF(2), is considered and a number of facts are established, which allow us to express the correcting capacity of codes for the additive channel in terms of this metrics. It is also considered a partition of the metric space, Bn, by means of D-representable codes. The equivalence of D-representable and the perfect codes in the additive channel is proved. 展开更多
关键词 DIRICHLET REGIONS PERFECT codeS ADDITIVE channel
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CLOSED-FORM SPACE-TIME CHANNEL BLIND ESTIMATION FOR SPACE-TIME CODED MC-CDMA SYTEMS WITH UNIFORM LINEAR ARRAY
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作者 Zeng Yanxing Yin Qinye Luo Ming Zhang Jianguo 《Journal of Electronics(China)》 2006年第3期321-327,共7页
This paper proposes a closed-form joint space-time channel and Direction Of Arrival (DOA) blind estimation algorithm for space-thne coded Multi-Carrier Code Division Multiple Access (MC-CDMA) systems equipped with... This paper proposes a closed-form joint space-time channel and Direction Of Arrival (DOA) blind estimation algorithm for space-thne coded Multi-Carrier Code Division Multiple Access (MC-CDMA) systems equipped with a Uniform Linear Array (ULA) at the base station in frequency-selective fading environments. The algorithm uses an ESPRIT-like method to separate multiple co-channel users with different impinging DOAs. As a result, the DOAs for multiple users are obtained. In particular, a set of signal subspaces, every one of which is spanned by the space-time vector channels of an individual user, are also obtained. From these signal subspaces, the space-time channels of multiple users are estimated using the subspace method. Computer simulations illustrate both the validity and the overall performance of the proposed scheme. 展开更多
关键词 Multi-Carrier code Division Multiple Space-time channel Antenna array Direction Of Arrival Access (MC-CDMA) Space-Time Coding (STC) (DOA)
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Construction of New Codes from Given Ones in an Additive Channel
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作者 Garib Movsisyan 《Journal of Information Security》 2016年第3期165-171,共7页
In the present work, a construction making possible creation of an additive channel  of cardinality s and rank r for arbitrary integers s, r, n (r≤min (n,s-1)), as well as creation of a code  correcting err... In the present work, a construction making possible creation of an additive channel  of cardinality s and rank r for arbitrary integers s, r, n (r≤min (n,s-1)), as well as creation of a code  correcting errors of the channel A is presented. 展开更多
关键词 Additive channel Golay code Classical Coding Theory T-Order Neighborhood Correcting code Binary Alphabet CARDINALITY
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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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Performance of Polar Codes for OFDM-Based UWB Channel
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作者 Doaa E. El. Matary Esam A. Hagras Hala Mansour Abdel-Kader 《Journal of Computer and Communications》 2018年第3期102-117,共16页
A multiuser Ultra Wide Band (UWB) channel suffers seriously from realistic impairments. Among this, multipath fading and interferences, such as Multiple Access Interference (MAI) and Inter Symbol Interference (ISI), t... A multiuser Ultra Wide Band (UWB) channel suffers seriously from realistic impairments. Among this, multipath fading and interferences, such as Multiple Access Interference (MAI) and Inter Symbol Interference (ISI), that significantly degrade the system performance. In this paper, a polar coding technique, originally developed by Arikan, is suggested to enhance the BER performance of indoor UWB based Orthogonal Frequency Division Multiplexing (OFDM) communications. Moreover, Interleave Division Multiple Access (IDMA) scheme has been considered for multiuser detection depending on the turbo type Chip-By-Chip (CBC) iterative detection strategy. Three different models as Symmetric Alpha Stable (SαS), Laplace model and Gaussian Mixture Model (GMM), have been introduced for approximating the interferences which are more realistic for UWB system. The performance of the proposed Polar-coded IDMA OFDM-based UWB system is investigated under UWB channel models proposed by IEEE 802.15.3a working group and compared with Low Density Parity Check (LDPC)-coded IDMA OFDM-based UWB system in terms of BER performance and complexity under the studied noise models. Simulation results show that the complexity of the proposed polar-coded system is much lower than LDPC-coded system with minor performance degradation. Furthermore, the proposed polar-coded system is robust against noise and interferences in UWB indoor environment and gains a significant performance improvement by about 5 dB compared with un-coded IDMA-OFDM-UWB system under the studied noise models. 展开更多
关键词 Ultra WIDE BAND channel NON-GAUSSIAN Noise POLAR code Multi CARRIER Approach
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Joint channel estimation and symbol detection for space-time block code
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作者 单淑伟 罗汉文 宋文涛 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2004年第3期266-269,共4页
The simplified joint channel estimation and symbol detection based on the EM (expectation-maximization) algorithm for space-time block code (STBC) are proposed. By assuming channel to be invariant within only one STBC... The simplified joint channel estimation and symbol detection based on the EM (expectation-maximization) algorithm for space-time block code (STBC) are proposed. By assuming channel to be invariant within only one STBC word and utilizing the orthogonal structure of STBC, the computational complexity and cost of this algorithm are both very low, so it is very suitable to implementation in real systems. 展开更多
关键词 space-time block code expectation-maximization algorithm channel estimation symbol detection.
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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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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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面向6G沉浸式通信的信道编码
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作者 张华滋 王俊 童文 《移动通信》 2025年第2期2-10,共9页
6G预期会承载虚拟现实(VR)、生成式人工智能(GenAI)等需要大数据量、沉浸式体验的业务。作为一个全球统一的移动通信标准,6G将会有超过十年的商用周期,期间会出现一些目前还没有问世的新兴应用,将对极致连接有更高的需求。根据ITU的建议... 6G预期会承载虚拟现实(VR)、生成式人工智能(GenAI)等需要大数据量、沉浸式体验的业务。作为一个全球统一的移动通信标准,6G将会有超过十年的商用周期,期间会出现一些目前还没有问世的新兴应用,将对极致连接有更高的需求。根据ITU的建议,6G峰值数据速率需要在5G信道编码的基础上至少有10到20倍的提升,这就需要在6G提出新的编译码方案,或基于现有编码方案进行演进。为此,探讨了沉浸式通信对信道编译码的需求,阐述了对于未来峰值速率场景,需要进一步降低译码复杂度,降低功耗。然后,基于现有Polar码和LDPC码方案给出了比较,揭示Polar码在低复杂度区间具有更优的纠错性能。进一步提出了增强的高吞吐Polar编译码方案,并对它们的译码效率进行了理论分析。 展开更多
关键词 6G 沉浸式通信 信道编码 高吞吐 Polar码
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基于自纠错编码的印刷可变点阵编码及译码算法
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作者 李笑宇 李蔚 +3 位作者 余文波 邓鑫宇 吴量 郭赫胤 《印刷与数字媒体技术研究》 北大核心 2025年第1期82-92,共11页
商品货物信息的防伪和隐藏的市场需求日益增加,因此需要设计一种具有隐藏信息和自纠错能力的Meta码来实现防窜溯源。本研究基于印刷信息点,采用DET重组、二维奇偶校验、LDPC编码、回转定位、周期性定位等方法完成Meta码的构造,并通过旋... 商品货物信息的防伪和隐藏的市场需求日益增加,因此需要设计一种具有隐藏信息和自纠错能力的Meta码来实现防窜溯源。本研究基于印刷信息点,采用DET重组、二维奇偶校验、LDPC编码、回转定位、周期性定位等方法完成Meta码的构造,并通过旋转矫正和编码的逆运算来完成码阵的信息识别。实验结果表明,所设计的Meta码具有较强的防伪、自纠错能力和鲁棒性,能够成功地从Meta码所组成的码阵中解析出明文信息。基于自纠错编码的印刷可变点阵编码及译码算法可以很好地适应市场的需求,对于印刷信息点在防伪方面具有较大的意义。 展开更多
关键词 防窜溯源 码字自纠错 信息点图像
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基于编织码(woven code)的IBOC信道编码方案
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作者 刘佳 李建平 《中国传媒大学学报(自然科学版)》 2008年第1期61-63,共3页
IBOC标准采用删除卷积码(CPPC)作为其纠错码,本文提供了一种更先进的编码方式—编织码(woven code)作为删除卷积码的理想替代。编织码将卷积码按照特殊的"编织"形式组织起来,成为另一种能够接近Shannon界限的好码。本文在IBOC... IBOC标准采用删除卷积码(CPPC)作为其纠错码,本文提供了一种更先进的编码方式—编织码(woven code)作为删除卷积码的理想替代。编织码将卷积码按照特殊的"编织"形式组织起来,成为另一种能够接近Shannon界限的好码。本文在IBOC DAB系统中对编织码进行仿真,得出较删除卷积码更好的纠错性能。 展开更多
关键词 编织码 信道编码 SOVA 迭代译码 删除卷积码 IBOC
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基于可变形帧和自回归通道预测的视频压缩算法
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作者 徐智慧 毕晓东 +3 位作者 杨红 余艳梅 熊淑华 何小海 《通信技术》 2025年第3期262-269,共8页
传统的基于光流的运动估计方法面临计算复杂度高和预测准确度不足的问题,利用视频帧中的像素信息存在显著的空间和上下文依赖性,因此提出了基于可变形帧和自回归通道预测的视频压缩算法。所提算法借鉴了视频残差压缩的理念,通过将视频... 传统的基于光流的运动估计方法面临计算复杂度高和预测准确度不足的问题,利用视频帧中的像素信息存在显著的空间和上下文依赖性,因此提出了基于可变形帧和自回归通道预测的视频压缩算法。所提算法借鉴了视频残差压缩的理念,通过将视频帧映射到特征域,并进行帧预测和残差的熵编码压缩,提高压缩效率并保持图像质量。然后,在预测帧生成中使用可变形卷积生成预测帧,以此减少运动估计网络的复杂度。此外,还引入了一种基于通道分割的自回归预测算法,该算法通过挖掘通道间的上下文依赖性来优化视频帧的表达与重建,进一步提升了视频压缩和解压缩的性能。 展开更多
关键词 视频压缩编码 运动估计 可变形卷积 通道分割 帧预测
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面向6G的LDPC编码调制优化方案
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作者 姚健 姜大洁 +2 位作者 史斯豪 邬华明 秦飞 《移动通信》 2025年第2期11-18,共8页
6G系统将支持超高吞吐量的数据传输以满足沉浸式通信场景的通信需求,因而不可避免地需要采用高阶调制方式。以LDPC码为基础分析了编码调制技术,针对高阶调制时不同调制比特位可靠性的差异,综合考虑编码链路实现的复杂度以及硬件资源开销... 6G系统将支持超高吞吐量的数据传输以满足沉浸式通信场景的通信需求,因而不可避免地需要采用高阶调制方式。以LDPC码为基础分析了编码调制技术,针对高阶调制时不同调制比特位可靠性的差异,综合考虑编码链路实现的复杂度以及硬件资源开销,提出一种适合工程实现的编码调制联合优化方案。给出了具体的编码处理流程和基于信道容量的码率分配方案,首先对信息比特分组,然后每个分组按照不同码率独立进行LDPC编码,最后通过交织处理将不同分组的编码比特映射到不同可靠性的调制比特子信道。仿真结果表明,LDPC编码调制优化方案相比于5G系统的LDPC编码方案提升了衰落信道下的数据传输性能。 展开更多
关键词 6G LDPC 高阶调制 信道容量 码率分配
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