期刊文献+
共找到2,393篇文章
< 1 2 120 >
每页显示 20 50 100
Separate Source Channel Coding Is Still What You Need:An LLM-Based Rethinking 被引量:3
1
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)
在线阅读 下载PDF
An Adaptive Joint Source/Channel Coding Using Error Correcting Arithmetic Codes 被引量:1
2
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
在线阅读 下载PDF
Entanglement fidelity of channel adaptive quantum codes 被引量:1
3
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
原文传递
JOINT ITERATIVE DECODING FOR SIMPLE-ENCODING SYSTEMATIC IRREGULAR-LDPC-BASED CODED COOPERATION IN NON-IDEAL RELAY CHANNEL 被引量:3
4
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
在线阅读 下载PDF
Performance analysis of LDPC codes on OOK terahertz wireless channels 被引量:1
5
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
原文传递
Polar Codes for Soft Decode-and-Forward in HalfDuplex Relay Channels
6
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
在线阅读 下载PDF
Partition and the Perfect Codes in the Additive Channel
7
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
在线阅读 下载PDF
Dirichlet Regions and Perfect Codes in Additive Channel
8
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
在线阅读 下载PDF
CLOSED-FORM SPACE-TIME CHANNEL BLIND ESTIMATION FOR SPACE-TIME CODED MC-CDMA SYTEMS WITH UNIFORM LINEAR ARRAY
9
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)
在线阅读 下载PDF
Construction of New Codes from Given Ones in an Additive Channel
10
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
在线阅读 下载PDF
相关噪声下基于深度学习的LDPC码码率半盲识别算法 被引量:1
11
作者 袁磊 杨艳娟 +1 位作者 郭毅 戴鹏 《系统工程与电子技术》 北大核心 2025年第4期1335-1345,共11页
为了正确识别相关噪声下采用低密度奇偶校验码和高阶调制的无线通信系统的信道编码参数,在已知候选码率集合和相应奇偶校验矩阵的假定下,提出两种基于深度学习的码率半盲识别算法。所提神经网络由降噪子网络和码率识别子网络构成,降噪... 为了正确识别相关噪声下采用低密度奇偶校验码和高阶调制的无线通信系统的信道编码参数,在已知候选码率集合和相应奇偶校验矩阵的假定下,提出两种基于深度学习的码率半盲识别算法。所提神经网络由降噪子网络和码率识别子网络构成,降噪子网络设计实数降噪子网络和复数降噪子网络。相比于实数降噪子网络,复数降噪子网络以高复杂度为代价,获得更好的处理复信号的能力。进一步,为了降低复数降噪子网络的复杂度,提出一种基于网络剪枝技术的网络压缩算法。仿真实验结果表明,通过使用联合优化降噪损失函数和码率识别损失函数的多任务学习策略:一方面,在相关噪声下提出的神经网络比传统算法具有更好的识别性能;另一方面,当利用网络压缩算法将基于复数降噪子网络识别算法的复杂度降低到与基于实数降噪的子网络识别算法的复杂度相近时,其性能仍优于基于实数降噪子网络的识别算法。 展开更多
关键词 相关噪声 信道编码盲识别 低密度奇偶校验码 深度学习 复数网络
在线阅读 下载PDF
Integrated Joint Source-Channel Symbol-by-Symbol Decoding of Variable-Length Codes Using 3-D MAP Sequence Estimation 被引量:1
12
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)
在线阅读 下载PDF
Performance of Polar Codes for OFDM-Based UWB Channel
13
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
在线阅读 下载PDF
Joint channel estimation and symbol detection for space-time block code
14
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.
在线阅读 下载PDF
基于脊髓码的人体介质信道编码技术研究
15
作者 杨志良 毛煜茹 +1 位作者 王阳阳 孙兴丽 《国外电子测量技术》 2025年第1期48-53,共6页
针对可穿戴与医疗设备中无线信号在人体信道中传输信号衰减的问题,提出采用脊髓编码方法以提升无线信号在人体信道传输中的抗路径衰落与传输可靠性能。首先建立了人体介质信道模型,依据电磁波在有耗介质中的传播规律及人体组织的电磁特... 针对可穿戴与医疗设备中无线信号在人体信道中传输信号衰减的问题,提出采用脊髓编码方法以提升无线信号在人体信道传输中的抗路径衰落与传输可靠性能。首先建立了人体介质信道模型,依据电磁波在有耗介质中的传播规律及人体组织的电磁特性,采用时域有限差分方法进行了柱形四肢模型以及人体模型的传输参数建模与仿真,分析得出人体信道路径损耗主要受信号中心频率与路径长度的影响。在此基础上,采用脊髓编码对非均匀人体介质信道进行了抗干扰性能提升,提出了脊髓编码在人体介质中的编码与译码方法。仿真结果显示,在保证信息在非均匀人体介质传输过程中传输参数较低的情况下,通过脊髓编码可提供25 dB的编码增益,可有效抵消由人体介质频率与传输长度引起的传输参数减小的影响,从而提升信息在人体信道中传输的可靠性。 展开更多
关键词 人体信道建模 时域有限差分 脊髓码 信道编码 信噪比
原文传递
基于深度学习的通感一体化系统综述 被引量:1
16
作者 冉鑫怡 陈前斌 +3 位作者 徐勇军 左文科 赵耘 陈莉 《通信学报》 北大核心 2025年第6期233-250,共18页
随着无线通信与雷达感知技术的深度融合,通感一体化(ISAC)通过共享硬件平台与频谱资源,在提升系统效率方面展现出显著潜力。然而,传统ISAC依赖先验模型和专家知识,难以应对动态环境下的实时通信与感知需求。近年来,深度学习的快速发展... 随着无线通信与雷达感知技术的深度融合,通感一体化(ISAC)通过共享硬件平台与频谱资源,在提升系统效率方面展现出显著潜力。然而,传统ISAC依赖先验模型和专家知识,难以应对动态环境下的实时通信与感知需求。近年来,深度学习的快速发展为破解这一困境提供了新范式,使得系统能够更有效地处理大量数据,实现自适应学习,并在复杂环境中做出智能决策,进而优化系统性能。为此,针对基于深度学习的ISAC展开综述。首先,介绍了ISAC原理、系统模型、网络架构和技术方案类型;其次,阐述了ISAC主要采用的深度学习模型架构;然后,分析了深度学习在ISAC信道估计、信道编码、资源分配、人体检测、目标识别与追踪等典型场景的研究现状;最后,探讨了深度学习驱动的ISAC所面临的技术挑战和未来方向。此外,上述研究对推动6G网络通信感知深度融合、促进智能网络全要素协同发展,具有重要的理论意义与现实价值。 展开更多
关键词 通感一体化 深度学习 信道估计 信道编码 资源分配 人体检测 目标识别与追踪
在线阅读 下载PDF
压水堆螺旋燃料组件子通道程序开发与验证
17
作者 张琦 刘振海 +6 位作者 李晨曦 王浩煜 傅俊森 李俊龙 黄永忠 肖瑶 顾汉洋 《核动力工程》 北大核心 2025年第4期94-101,共8页
为了开发压水堆螺旋燃料组件(HCF)的子通道程序,本研究将HCF的阻力模型和传热模型引入COBRA-TF程序,通过两组动量方程预测第一类棒间隙的双向交混和第二类棒间隙的单向交混,通过实验数据和数值模拟结果对新程序的准确性进行验证,对HCF... 为了开发压水堆螺旋燃料组件(HCF)的子通道程序,本研究将HCF的阻力模型和传热模型引入COBRA-TF程序,通过两组动量方程预测第一类棒间隙的双向交混和第二类棒间隙的单向交混,通过实验数据和数值模拟结果对新程序的准确性进行验证,对HCF的轴向壁面温度分布、质量通量分布等展开分析。研究结果表明,新程序可准确预测HCF的热工参数分布,并且可用于大规模燃料组件的计算和分析。本研究为HCF的优化设计和工程应用提供了可靠的分析工具。 展开更多
关键词 螺旋燃料组件(HCF) 子通道程序 压水堆 热工水力模型
原文传递
基于SPIHT图象压缩编码的Turbo codes编码 被引量:7
18
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
在线阅读 下载PDF
面向空天地网络的弹性语义通信
19
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
在线阅读 下载PDF
面向铁路入侵检测的语义通信技术
20
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
在线阅读 下载PDF
上一页 1 2 120 下一页 到第
使用帮助 返回顶部