首页 > 最新文献

arXiv - CS - Information Theory最新文献

英文 中文
On a Group Under Which Symmetric Reed-Muller Codes are Invariant 论对称里德-穆勒码不变的群组
Pub Date : 2024-01-21 DOI: arxiv-2401.11496
Sibel Kurt Toplu, Talha Arikan, Pinar AydoğDu, OğUz Yayla
The Reed-Muller codes are a family of error-correcting codes that have beenwidely studied in coding theory. In 2020, Wei Yan and Sian-Jheng Lin introduceda variant of Reed-Muller codes so called symmetric Reed-Muller codes. Weinvestigate linear maps of the automorphism group of symmetric Reed-Mullercodes and show that the set of these linear maps forms a subgroup of thegeneral linear group, which is the automorphism group of punctured Reed-Mullercodes. We provide a method to determine all the automorphisms in this subgroupexplicitly for some special cases.
里德-穆勒码是编码理论中被广泛研究的纠错码系列。2020 年,Wei Yan 和 Sian-Jheng Lin 提出了 Reed-Muller 码的一种变体,称为对称 Reed-Muller 码。我们研究了对称里德-穆勒码自形群的线性映射,并证明这些线性映射的集合构成了一般线性群的一个子群,而一般线性群是穿刺里德-穆勒码的自形群。我们提供了一种方法,可以在某些特殊情况下明确确定这个子群中的所有自变群。
{"title":"On a Group Under Which Symmetric Reed-Muller Codes are Invariant","authors":"Sibel Kurt Toplu, Talha Arikan, Pinar AydoğDu, OğUz Yayla","doi":"arxiv-2401.11496","DOIUrl":"https://doi.org/arxiv-2401.11496","url":null,"abstract":"The Reed-Muller codes are a family of error-correcting codes that have been\u0000widely studied in coding theory. In 2020, Wei Yan and Sian-Jheng Lin introduced\u0000a variant of Reed-Muller codes so called symmetric Reed-Muller codes. We\u0000investigate linear maps of the automorphism group of symmetric Reed-Muller\u0000codes and show that the set of these linear maps forms a subgroup of the\u0000general linear group, which is the automorphism group of punctured Reed-Muller\u0000codes. We provide a method to determine all the automorphisms in this subgroup\u0000explicitly for some special cases.","PeriodicalId":501433,"journal":{"name":"arXiv - CS - Information Theory","volume":"22 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139559337","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Triple-Refined Hybrid-Field Beam Training for mmWave Extremely Large-Scale MIMO 用于毫米波超大规模多输入多输出的三重定义混合场波束训练
Pub Date : 2024-01-20 DOI: arxiv-2401.11195
Kangjian Chen, Chenhao Qi, Octavia A. Dobre, Geoffrey Ye Li
This paper investigates beam training for extremely large-scalemultiple-input multiple-output systems. By considering both the near field andfar field, a triple-refined hybrid-field beam training scheme is proposed,where high-accuracy estimates of channel parameters are obtained through threesteps of progressive beam refinement. First, the hybrid-field beam gain(HFBG)-based first refinement method is developed. Based on the analysis of theHFBG, the first-refinement codebook is designed and the beam training isperformed accordingly to narrow down the potential region of the channel path.Then, the maximum likelihood (ML)-based and principle of stationary phase(PSP)-based second refinement methods are developed. By exploiting themeasurements of the beam training, the ML is used to estimate the channelparameters. To avoid the high computational complexity of ML, closed-formestimates of the channel parameters are derived according to the PSP. Moreover,the Gaussian approximation (GA)-based third refinement method is developed. Thehybrid-field neighboring search is first performed to identify the potentialregion of the main lobe of the channel steering vector. Afterwards, by applyingthe GA, a least-squares estimator is developed to obtain the high-accuracychannel parameter estimation. Simulation results verify the effectiveness ofthe proposed scheme.
本文研究了超大规模多输入多输出系统的波束训练。通过同时考虑近场和远场,提出了一种三重细化混合场波束训练方案,通过三步渐进式波束细化获得高精度的信道参数估计。首先,开发了基于混合场波束增益(HFBG)的第一次细化方法。然后,开发了基于最大似然(ML)和基于静止相位原理(PSP)的第二次细化方法。通过利用波束训练的主题测量,最大似然法被用来估计信道参数。为了避免 ML 的高计算复杂性,根据 PSP 得出了信道参数的闭式估计值。此外,还开发了基于高斯近似(GA)的第三次细化方法。首先进行混合场邻域搜索,以确定信道转向矢量主叶的潜在区域。然后,通过应用 GA,开发出最小二乘估计器,以获得高精度信道参数估计。仿真结果验证了所提方案的有效性。
{"title":"Triple-Refined Hybrid-Field Beam Training for mmWave Extremely Large-Scale MIMO","authors":"Kangjian Chen, Chenhao Qi, Octavia A. Dobre, Geoffrey Ye Li","doi":"arxiv-2401.11195","DOIUrl":"https://doi.org/arxiv-2401.11195","url":null,"abstract":"This paper investigates beam training for extremely large-scale\u0000multiple-input multiple-output systems. By considering both the near field and\u0000far field, a triple-refined hybrid-field beam training scheme is proposed,\u0000where high-accuracy estimates of channel parameters are obtained through three\u0000steps of progressive beam refinement. First, the hybrid-field beam gain\u0000(HFBG)-based first refinement method is developed. Based on the analysis of the\u0000HFBG, the first-refinement codebook is designed and the beam training is\u0000performed accordingly to narrow down the potential region of the channel path.\u0000Then, the maximum likelihood (ML)-based and principle of stationary phase\u0000(PSP)-based second refinement methods are developed. By exploiting the\u0000measurements of the beam training, the ML is used to estimate the channel\u0000parameters. To avoid the high computational complexity of ML, closed-form\u0000estimates of the channel parameters are derived according to the PSP. Moreover,\u0000the Gaussian approximation (GA)-based third refinement method is developed. The\u0000hybrid-field neighboring search is first performed to identify the potential\u0000region of the main lobe of the channel steering vector. Afterwards, by applying\u0000the GA, a least-squares estimator is developed to obtain the high-accuracy\u0000channel parameter estimation. Simulation results verify the effectiveness of\u0000the proposed scheme.","PeriodicalId":501433,"journal":{"name":"arXiv - CS - Information Theory","volume":"105 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139559350","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Joint Beamforming Optimization and Mode Selection for RDARS-aided MIMO Systems RDARS 辅助多输入多输出系统的联合波束成形优化和模式选择
Pub Date : 2024-01-20 DOI: arxiv-2401.11205
Jintao Wang, Chengzhi Ma, Shiqi Gong, Xi Yang, Shaodan Ma
Considering the appealing distribution gains of distributed antenna systems(DAS) and passive gains of reconfigurable intelligent surface (RIS), a flexiblereconfigurable architecture called reconfigurable distributed antenna andreflecting surface (RDARS) is proposed. RDARS encompasses DAS and RIS as twospecial cases and maintains the advantages of distributed antennas whilereducing the hardware cost by replacing some active antennas with low-costpassive reflecting surfaces. In this paper, we present a RDARS-aided uplinkmulti-user communication system and investigate the system transmissionreliability with the newly proposed architecture. Specifically, in addition tothe distribution gain and the reflection gain provided by the connection andreflection modes, respectively, we also consider the dynamic mode switching ofeach element which introduces an additional degree of freedom (DoF) and thusresults in a selection gain. As such, we aim to minimize the total summean-square-error (MSE) of all data streams by jointly optimizing the receivebeamforming matrix, the reflection phase shifts and the channel-aware placementof elements in the connection mode. To tackle this nonconvex problem withintractable binary and cardinality constraints, we propose an inexact blockcoordinate descent (BCD) based penalty dual decomposition (PDD) algorithm withthe guaranteed convergence. Since the PDD algorithm usually suffers from highcomputational complexity, a low-complexity greedy-search-based alternatingoptimization (AO) algorithm is developed to yield a semi-closed-form solutionwith acceptable performance. Numerical results demonstrate the superiority ofthe proposed architecture compared to the conventional fully passive RIS orDAS. Furthermore, some insights about the practical implementation of RDARS areprovided.
考虑到分布式天线系统(DAS)诱人的分布增益和可重构智能表面(RIS)的无源增益,一种名为可重构分布式天线和反射表面(RDARS)的灵活可重构架构被提出。RDARS 包括 DAS 和 RIS 两种特殊情况,既保持了分布式天线的优势,又通过用低成本的无源反射面取代部分有源天线降低了硬件成本。本文提出了一种 RDARS 辅助上行链路多用户通信系统,并研究了新提出架构下的系统传输可靠性。具体来说,除了连接模式和反射模式分别提供的分布增益和反射增益外,我们还考虑了每个元件的动态模式切换,这将引入额外的自由度(DoF),从而产生选择增益。因此,我们的目标是通过联合优化接收波束成形矩阵、反射相移和连接模式中的信道感知元件位置,最大限度地减少所有数据流的总均方误差(MSE)。为了解决这个具有难解的二进制和卡片数约束的非凸问题,我们提出了一种基于非精确块坐标下降(BCD)的惩罚性二元分解(PDD)算法,并保证了收敛性。由于 PDD 算法通常具有较高的计算复杂度,因此我们开发了一种基于贪婪搜索的低复杂度交替优化(AO)算法,以获得具有可接受性能的半封闭形式解。数值结果表明,与传统的全被动 RIS 或 DAS 相比,所提出的架构更有优势。此外,还提供了有关 RDARS 实际实现的一些见解。
{"title":"Joint Beamforming Optimization and Mode Selection for RDARS-aided MIMO Systems","authors":"Jintao Wang, Chengzhi Ma, Shiqi Gong, Xi Yang, Shaodan Ma","doi":"arxiv-2401.11205","DOIUrl":"https://doi.org/arxiv-2401.11205","url":null,"abstract":"Considering the appealing distribution gains of distributed antenna systems\u0000(DAS) and passive gains of reconfigurable intelligent surface (RIS), a flexible\u0000reconfigurable architecture called reconfigurable distributed antenna and\u0000reflecting surface (RDARS) is proposed. RDARS encompasses DAS and RIS as two\u0000special cases and maintains the advantages of distributed antennas while\u0000reducing the hardware cost by replacing some active antennas with low-cost\u0000passive reflecting surfaces. In this paper, we present a RDARS-aided uplink\u0000multi-user communication system and investigate the system transmission\u0000reliability with the newly proposed architecture. Specifically, in addition to\u0000the distribution gain and the reflection gain provided by the connection and\u0000reflection modes, respectively, we also consider the dynamic mode switching of\u0000each element which introduces an additional degree of freedom (DoF) and thus\u0000results in a selection gain. As such, we aim to minimize the total sum\u0000mean-square-error (MSE) of all data streams by jointly optimizing the receive\u0000beamforming matrix, the reflection phase shifts and the channel-aware placement\u0000of elements in the connection mode. To tackle this nonconvex problem with\u0000intractable binary and cardinality constraints, we propose an inexact block\u0000coordinate descent (BCD) based penalty dual decomposition (PDD) algorithm with\u0000the guaranteed convergence. Since the PDD algorithm usually suffers from high\u0000computational complexity, a low-complexity greedy-search-based alternating\u0000optimization (AO) algorithm is developed to yield a semi-closed-form solution\u0000with acceptable performance. Numerical results demonstrate the superiority of\u0000the proposed architecture compared to the conventional fully passive RIS or\u0000DAS. Furthermore, some insights about the practical implementation of RDARS are\u0000provided.","PeriodicalId":501433,"journal":{"name":"arXiv - CS - Information Theory","volume":"122 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139559440","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
On the Information Leakage Performance of Secure Finite Blocklength Transmissions over Rayleigh Fading Channels 论瑞利衰减信道上有限块长安全传输的信息泄漏性能
Pub Date : 2024-01-20 DOI: arxiv-2401.11219
Milad Tatar Mamaghani, Xiangyun Zhou, Nan Yang, A. Lee Swindlehurst, H. Vincent Poor
This paper presents a secrecy performance study of a wiretap communicationsystem with finite blocklength (FBL) transmissions over Rayleigh fadingchannels, based on the definition of an average information leakage (AIL)metric. We evaluate the exact and closed-form approximate AIL performance,assuming that only statistical channel state information (CSI) of theeavesdropping link is available. Then, we reveal an inherent statisticalrelationship between the AIL metric in the FBL regime and the commonly-usedsecrecy outage probability in conventional infinite blocklength communications.Aiming to improve the secure communication performance of the consideredsystem, we formulate a blocklength optimization problem and solve it via alow-complexity approach. Next, we present numerical results to verify ouranalytical findings and provide various important insights into the impacts ofsystem parameters on the AIL. Specifically, our results indicate that i)compromising a small amount of AIL can lead to significant reliabilityimprovements, and ii) the AIL experiences a secrecy floor in the highsignal-to-noise ratio regime.
本文基于平均信息泄漏(AIL)指标的定义,对在瑞利衰减信道上进行有限块长(FBL)传输的窃听通信系统进行了保密性能研究。假设只有窃听链路的统计信道状态信息(CSI)可用,我们评估了精确和闭式近似 AIL 性能。然后,我们揭示了 FBL 机制中的 AIL 指标与传统无限块长通信中常用的泄密概率之间的内在统计关系。为了提高考虑系统的安全通信性能,我们提出了一个块长优化问题,并通过低复杂度方法解决了这个问题。接下来,我们给出了数值结果来验证我们的分析结论,并就系统参数对 AIL 的影响提供了各种重要见解。具体来说,我们的结果表明:i)牺牲少量 AIL 可以显著提高可靠性;ii)AIL 在高信噪比情况下会出现保密下限。
{"title":"On the Information Leakage Performance of Secure Finite Blocklength Transmissions over Rayleigh Fading Channels","authors":"Milad Tatar Mamaghani, Xiangyun Zhou, Nan Yang, A. Lee Swindlehurst, H. Vincent Poor","doi":"arxiv-2401.11219","DOIUrl":"https://doi.org/arxiv-2401.11219","url":null,"abstract":"This paper presents a secrecy performance study of a wiretap communication\u0000system with finite blocklength (FBL) transmissions over Rayleigh fading\u0000channels, based on the definition of an average information leakage (AIL)\u0000metric. We evaluate the exact and closed-form approximate AIL performance,\u0000assuming that only statistical channel state information (CSI) of the\u0000eavesdropping link is available. Then, we reveal an inherent statistical\u0000relationship between the AIL metric in the FBL regime and the commonly-used\u0000secrecy outage probability in conventional infinite blocklength communications.\u0000Aiming to improve the secure communication performance of the considered\u0000system, we formulate a blocklength optimization problem and solve it via a\u0000low-complexity approach. Next, we present numerical results to verify our\u0000analytical findings and provide various important insights into the impacts of\u0000system parameters on the AIL. Specifically, our results indicate that i)\u0000compromising a small amount of AIL can lead to significant reliability\u0000improvements, and ii) the AIL experiences a secrecy floor in the high\u0000signal-to-noise ratio regime.","PeriodicalId":501433,"journal":{"name":"arXiv - CS - Information Theory","volume":"256 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139559145","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Interference-Aware Queuing Analysis for Distributed Transmission Control in UAV Networks 无人机网络分布式传输控制的干扰感知排队分析
Pub Date : 2024-01-20 DOI: arxiv-2401.11084
Masoud Ghazikor, Keenan Roach, Kenny Cheung, Morteza Hashemi
In this paper, we investigate the problem of distributed transmission controlfor unmanned aerial vehicles (UAVs) operating in unlicensed spectrum bands. Wedevelop a rigorous interference-aware queuing analysis framework that jointlyconsiders two inter-dependent factors: (i) limited-size queues withdelay-constrained packet arrival, and (ii) in-band interference introduced byother ground/aerial users. We aim to optimize the expected throughput byjointly analyzing these factors. In the queuing analysis, we explore two packetloss probabilities including, buffer overflow model and time threshold model.For interference analysis, we investigate the outage probability and packetlosses due to low signal-to-interference-plus-noise ratio (SINR). We introducetwo algorithms namely, Interference-Aware Transmission Control (IA-TC), andInterference-Aware Distributed Transmission Control (IA-DTC). These algorithmsmaximize the expected throughput by adjusting transmission policies to balancethe trade-offs between packet drop from queues vs. transmission errors due tolow SINRs. We implement the proposed algorithms and demonstrate that theoptimal transmission policy under various scenarios is found.
在本文中,我们研究了在未授权频段运行的无人驾驶飞行器(UAV)的分布式传输控制问题。我们开发了一个严格的干扰感知队列分析框架,该框架联合考虑了两个相互依存的因素:(i) 有限大小的队列和延迟受限的数据包到达,以及 (ii) 其他地面/空中用户引入的带内干扰。我们的目标是通过联合分析这些因素来优化预期吞吐量。在队列分析中,我们探讨了两种丢包概率,包括缓冲区溢出模型和时间阈值模型。在干扰分析中,我们研究了低信号干扰加噪声比(SINR)导致的中断概率和丢包情况。我们引入了两种算法,即干扰感知传输控制(IA-TC)和干扰感知分布式传输控制(IA-DTC)。这些算法通过调整传输策略来平衡队列中的数据包丢弃与低信噪比导致的传输错误之间的权衡,从而最大限度地提高预期吞吐量。我们实现了所提出的算法,并证明在各种情况下都能找到最佳传输策略。
{"title":"Interference-Aware Queuing Analysis for Distributed Transmission Control in UAV Networks","authors":"Masoud Ghazikor, Keenan Roach, Kenny Cheung, Morteza Hashemi","doi":"arxiv-2401.11084","DOIUrl":"https://doi.org/arxiv-2401.11084","url":null,"abstract":"In this paper, we investigate the problem of distributed transmission control\u0000for unmanned aerial vehicles (UAVs) operating in unlicensed spectrum bands. We\u0000develop a rigorous interference-aware queuing analysis framework that jointly\u0000considers two inter-dependent factors: (i) limited-size queues with\u0000delay-constrained packet arrival, and (ii) in-band interference introduced by\u0000other ground/aerial users. We aim to optimize the expected throughput by\u0000jointly analyzing these factors. In the queuing analysis, we explore two packet\u0000loss probabilities including, buffer overflow model and time threshold model.\u0000For interference analysis, we investigate the outage probability and packet\u0000losses due to low signal-to-interference-plus-noise ratio (SINR). We introduce\u0000two algorithms namely, Interference-Aware Transmission Control (IA-TC), and\u0000Interference-Aware Distributed Transmission Control (IA-DTC). These algorithms\u0000maximize the expected throughput by adjusting transmission policies to balance\u0000the trade-offs between packet drop from queues vs. transmission errors due to\u0000low SINRs. We implement the proposed algorithms and demonstrate that the\u0000optimal transmission policy under various scenarios is found.","PeriodicalId":501433,"journal":{"name":"arXiv - CS - Information Theory","volume":"66 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139559141","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Wideband Beamforming for RIS Assisted Near-Field Communications 用于 RIS 辅助近场通信的宽带波束成形
Pub Date : 2024-01-20 DOI: arxiv-2401.11141
Ji Wang, Jian Xiao, Yixuan Zou, Wenwu Xie, Yuanwei Liu
A near-field wideband beamforming scheme is investigated for reconfigurableintelligent surface (RIS) assisted multiple-input multiple-output (MIMO)systems, in which a deep learning-based end-to-end (E2E) optimization frameworkis proposed to maximize the system spectral efficiency. To deal with thenear-field double beam split effect, the base station is equipped withfrequency-dependent hybrid precoding architecture by introducing sub-connectedtrue time delay (TTD) units, while two specific RIS architectures, namely truetime delay-based RIS (TTD-RIS) and virtual subarray-based RIS (SA-RIS), areexploited to realize the frequency-dependent passive beamforming at the RIS.Furthermore, the efficient E2E beamforming models without explicit channelstate information are proposed, which jointly exploits the uplink channeltraining module and the downlink wideband beamforming module. In the proposednetwork architecture of the E2E models, the classical communication signalprocessing methods, i.e., polarized filtering and sparsity transform, areleveraged to develop a signal-guided beamforming network. Numerical resultsshow that the proposed E2E models have superior beamforming performance androbustness to conventional beamforming benchmarks. Furthermore, the tradeoffbetween the beamforming gain and the hardware complexity is investigated fordifferent frequency-dependent RIS architectures, in which the TTD-RIS canachieve better spectral efficiency than the SA-RIS while requiring additionalenergy consumption and hardware cost.
本文研究了可重构智能表面(RIS)辅助多输入多输出(MIMO)系统的近场宽带波束成形方案,其中提出了基于深度学习的端到端(E2E)优化框架,以最大限度地提高系统频谱效率。为了应对近场双波束分裂效应,基站通过引入子连接的真实时延(TTD)单元,配备了频率相关的混合预编码架构,同时利用两种特定的 RIS 架构,即基于真实时延的 RIS(TTD-RIS)和基于虚拟子阵列的 RIS(SA-RIS),在 RIS 上实现频率相关的无源波束成形。此外,还提出了无需明确信道状态信息的高效 E2E 波束成形模型,该模型联合利用了上行链路信道训练模块和下行链路宽带波束成形模块。在所提出的 E2E 模型网络结构中,利用了经典的通信信号处理方法,即极化滤波和稀疏性变换,来开发信号引导的波束成形网络。数值结果表明,与传统波束成形基准相比,所提出的 E2E 模型具有更优越的波束成形性能和稳健性。此外,针对不同的频率相关 RIS 架构,研究了波束成形增益与硬件复杂性之间的权衡,其中 TTD-RIS 比 SA-RIS 能获得更好的频谱效率,但需要额外的能耗和硬件成本。
{"title":"Wideband Beamforming for RIS Assisted Near-Field Communications","authors":"Ji Wang, Jian Xiao, Yixuan Zou, Wenwu Xie, Yuanwei Liu","doi":"arxiv-2401.11141","DOIUrl":"https://doi.org/arxiv-2401.11141","url":null,"abstract":"A near-field wideband beamforming scheme is investigated for reconfigurable\u0000intelligent surface (RIS) assisted multiple-input multiple-output (MIMO)\u0000systems, in which a deep learning-based end-to-end (E2E) optimization framework\u0000is proposed to maximize the system spectral efficiency. To deal with the\u0000near-field double beam split effect, the base station is equipped with\u0000frequency-dependent hybrid precoding architecture by introducing sub-connected\u0000true time delay (TTD) units, while two specific RIS architectures, namely true\u0000time delay-based RIS (TTD-RIS) and virtual subarray-based RIS (SA-RIS), are\u0000exploited to realize the frequency-dependent passive beamforming at the RIS.\u0000Furthermore, the efficient E2E beamforming models without explicit channel\u0000state information are proposed, which jointly exploits the uplink channel\u0000training module and the downlink wideband beamforming module. In the proposed\u0000network architecture of the E2E models, the classical communication signal\u0000processing methods, i.e., polarized filtering and sparsity transform, are\u0000leveraged to develop a signal-guided beamforming network. Numerical results\u0000show that the proposed E2E models have superior beamforming performance and\u0000robustness to conventional beamforming benchmarks. Furthermore, the tradeoff\u0000between the beamforming gain and the hardware complexity is investigated for\u0000different frequency-dependent RIS architectures, in which the TTD-RIS can\u0000achieve better spectral efficiency than the SA-RIS while requiring additional\u0000energy consumption and hardware cost.","PeriodicalId":501433,"journal":{"name":"arXiv - CS - Information Theory","volume":"210 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139559159","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Two-Insertion/Deletion/Substitution Correcting Codes 双插入/删除/替换校正码
Pub Date : 2024-01-20 DOI: arxiv-2401.11231
Yuhang Pi, Zhifang Zhang
In recent years, the emergence of DNA storage systems has led to a widespreadfocus on the research of codes correcting insertions, deletions, and classicsubstitutions. During the initial investigation, Levenshtein discovered the VTcodes are precisely capable of correcting single insertion/deletion and thenextended the VT construction to single-insertion/deletion/substitution($1$-ins/del/sub) correcting codes. Inspired by this, we generalize the recentfindings of $1$-del $1$-sub correcting codes with redundancy $6log_{2}n+O(1)$to more general $2$-ins/del/sub correcting codes without increasing theredundancy. Our key technique is to apply higher-order VT syndromes to distinctobjects and accomplish a systematic classification of all error patterns.
近年来,DNA存储系统的出现使人们开始广泛关注纠正插入、缺失和经典替换的编码研究。在最初的研究中,莱文什泰因发现 VT 编码恰好能够纠正单次插入/删除,并将 VT 结构扩展到单次插入/删除/替换(1 美元-ins/del/sub)纠正编码。受此启发,我们将最近发现的冗余度为$6log_{2}n+O(1)$的$1$-del$1$-sub纠错码推广到了不增加冗余度的更一般的$2$-ins/del/sub纠错码。我们的关键技术是将高阶 VT 综合法应用于不同的对象,并完成对所有错误模式的系统分类。
{"title":"Two-Insertion/Deletion/Substitution Correcting Codes","authors":"Yuhang Pi, Zhifang Zhang","doi":"arxiv-2401.11231","DOIUrl":"https://doi.org/arxiv-2401.11231","url":null,"abstract":"In recent years, the emergence of DNA storage systems has led to a widespread\u0000focus on the research of codes correcting insertions, deletions, and classic\u0000substitutions. During the initial investigation, Levenshtein discovered the VT\u0000codes are precisely capable of correcting single insertion/deletion and then\u0000extended the VT construction to single-insertion/deletion/substitution\u0000($1$-ins/del/sub) correcting codes. Inspired by this, we generalize the recent\u0000findings of $1$-del $1$-sub correcting codes with redundancy $6log_{2}n+O(1)$\u0000to more general $2$-ins/del/sub correcting codes without increasing the\u0000redundancy. Our key technique is to apply higher-order VT syndromes to distinct\u0000objects and accomplish a systematic classification of all error patterns.","PeriodicalId":501433,"journal":{"name":"arXiv - CS - Information Theory","volume":"32 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139559344","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Deep Learning-Based Adaptive Joint Source-Channel Coding using Hypernetworks 利用超网络进行基于深度学习的自适应源-信道联合编码
Pub Date : 2024-01-20 DOI: arxiv-2401.11155
Songjie Xie, Hengtao He, Hongru Li, Shenghui Song, Jun Zhang, Ying-Jun Angela Zhang, Khaled B. Letaief
Deep learning-based joint source-channel coding (DJSCC) is expected to be akey technique for {the} next-generation wireless networks. However, theexisting DJSCC schemes still face the challenge of channel adaptability as theyare typically trained under specific channel conditions. In this paper, wepropose a generic framework for channel-adaptive DJSCC by utilizinghypernetworks. To tailor the hypernetwork-based framework for communicationsystems, we propose a memory-efficient hypernetwork parameterization and thendevelop a channel-adaptive DJSCC network, named Hyper-AJSCC. Compared withexisting adaptive DJSCC based on the attention mechanism, Hyper-AJSCCintroduces much fewer parameters and can be seamlessly combined with variousexisting DJSCC networks without any substantial modifications to their neuralnetwork architecture. Extensive experiments demonstrate the better adaptabilityto channel conditions and higher memory efficiency of Hyper-AJSCC compared withstate-of-the-art baselines.
基于深度学习的联合信源信道编码(DJSCC)有望成为下一代无线网络的关键技术。然而,现有的 DJSCC 方案仍然面临信道适应性的挑战,因为它们通常是在特定信道条件下进行训练的。本文提出了一个利用超网络实现信道自适应 DJSCC 的通用框架。为了为通信系统量身定制基于超网络的框架,我们提出了一种具有内存效率的超网络参数化方法,然后开发了一种信道自适应 DJSCC 网络,命名为 Hyper-AJSCC。与现有的基于注意力机制的自适应 DJSCC 相比,Hyper-AJSCC 引入的参数要少得多,而且可以与现有的各种 DJSCC 网络无缝结合,无需对其神经网络架构进行任何实质性修改。大量实验证明,与最先进的基线相比,Hyper-AJSCC 具有更好的信道条件适应性和更高的内存效率。
{"title":"Deep Learning-Based Adaptive Joint Source-Channel Coding using Hypernetworks","authors":"Songjie Xie, Hengtao He, Hongru Li, Shenghui Song, Jun Zhang, Ying-Jun Angela Zhang, Khaled B. Letaief","doi":"arxiv-2401.11155","DOIUrl":"https://doi.org/arxiv-2401.11155","url":null,"abstract":"Deep learning-based joint source-channel coding (DJSCC) is expected to be a\u0000key technique for {the} next-generation wireless networks. However, the\u0000existing DJSCC schemes still face the challenge of channel adaptability as they\u0000are typically trained under specific channel conditions. In this paper, we\u0000propose a generic framework for channel-adaptive DJSCC by utilizing\u0000hypernetworks. To tailor the hypernetwork-based framework for communication\u0000systems, we propose a memory-efficient hypernetwork parameterization and then\u0000develop a channel-adaptive DJSCC network, named Hyper-AJSCC. Compared with\u0000existing adaptive DJSCC based on the attention mechanism, Hyper-AJSCC\u0000introduces much fewer parameters and can be seamlessly combined with various\u0000existing DJSCC networks without any substantial modifications to their neural\u0000network architecture. Extensive experiments demonstrate the better adaptability\u0000to channel conditions and higher memory efficiency of Hyper-AJSCC compared with\u0000state-of-the-art baselines.","PeriodicalId":501433,"journal":{"name":"arXiv - CS - Information Theory","volume":"5 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139559348","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
New Perfect and Distance-Optimal Sum-Rank Codes 新的完美代码和距离最优和值代码
Pub Date : 2024-01-20 DOI: arxiv-2401.11160
Hao Chen
Constructions of infinite families of distance-optimal codes in the Hammingmetric and the sum-rank metric are challenging problems and have attracted manyattentions. In this paper, we give the following three results. 1) If $lambda|q^{sm}-1$ and $lambda>q-1$. 3) For given positive integers $n$ and $m$ satisfying $m
构建汉明度量和和秩度量中的无限距离最优码族是一个具有挑战性的问题,吸引了许多人的关注。本文给出了以下三个结果。1) 若 $lambda|q^{sm}-1$ 且 $lambda>q-1$.3) 对于给定的满足 $m
{"title":"New Perfect and Distance-Optimal Sum-Rank Codes","authors":"Hao Chen","doi":"arxiv-2401.11160","DOIUrl":"https://doi.org/arxiv-2401.11160","url":null,"abstract":"Constructions of infinite families of distance-optimal codes in the Hamming\u0000metric and the sum-rank metric are challenging problems and have attracted many\u0000attentions. In this paper, we give the following three results. 1) If $lambda|q^{sm}-1$ and $lambda\u0000<sqrt{frac{(q^s-1)}{2(q-1)^2(1+epsilon)}}$, an infinite family of\u0000distance-optimal $q$-ary cyclic sum-rank codes with the block length\u0000$t=frac{q^{sm}-1}{lambda}$, the matrix size $s times s$, the cardinality\u0000$q^{s^2t-s(2m+3)}$ and the minimum sum-rank distance four is constructed. 2) Block length $q^4-1$ and the matrix size $2 times 2$ distance-optimal\u0000sum-rank codes with the minimum sum-rank distance four and the Singleton defect\u0000four are constructed. These sum-rank codes are close to the sphere packing\u0000bound , the Singleton-like bound and have much larger block length\u0000$q^4-1>>q-1$. 3) For given positive integers $n$ and $m$ satisfying $m<n$, an infinite\u0000family of perfect sum-rank codes with the matrix size $m times n$, and the\u0000minimum sum-rank distance three is also constructed. The construction of perfect sum-rank codes of the matrix size $m times n$,\u0000$1<m<n$, answers the open problem proposed by U. Mart'{i}nez-Pe~{n}as in\u00002019 positively.","PeriodicalId":501433,"journal":{"name":"arXiv - CS - Information Theory","volume":"5 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139559328","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Hierarchical Cell-Free Massive MIMO for High Capacity with Simple Implementation 分层无小区大规模多输入多输出(MIMO),实现简单的高容量
Pub Date : 2024-01-20 DOI: arxiv-2401.11236
Wei Jiang, Hans D. Schotten
Cell-free massive multi-input multi-output (MIMO) has recently gained muchattention for its potential in shaping the landscape of sixth-generation (6G)wireless systems. This paper proposes a hierarchical network architecturetailored for cell-free massive MIMO, seamlessly integrating co-located anddistributed antennas. A central base station (CBS), equipped with an antennaarray, positions itself near the center of the coverage area, complemented bydistributed access points spanning the periphery. The proposed architectureremarkably outperforms conventional cell-free networks, demonstrating superiorsum throughput while maintaining a comparable worst-case per-user spectralefficiency. Meanwhile, the implementation cost associated with the fronthaulnetwork is substantially diminished.
最近,无小区大规模多输入多输出(MIMO)因其在塑造第六代(6G)无线系统格局方面的潜力而备受关注。本文提出了一种专为无小区大规模多输入多输出(MIMO)设计的分层网络架构,可无缝集成同地和分布式天线。配备天线阵列的中央基站(CBS)位于覆盖区域的中心附近,外围分布式接入点作为补充。所提出的架构明显优于传统的无蜂窝网络,在保持与之相当的最坏情况下的每用户频谱效率的同时,还显示出超强的吞吐量。同时,与前导网络相关的实施成本也大幅降低。
{"title":"Hierarchical Cell-Free Massive MIMO for High Capacity with Simple Implementation","authors":"Wei Jiang, Hans D. Schotten","doi":"arxiv-2401.11236","DOIUrl":"https://doi.org/arxiv-2401.11236","url":null,"abstract":"Cell-free massive multi-input multi-output (MIMO) has recently gained much\u0000attention for its potential in shaping the landscape of sixth-generation (6G)\u0000wireless systems. This paper proposes a hierarchical network architecture\u0000tailored for cell-free massive MIMO, seamlessly integrating co-located and\u0000distributed antennas. A central base station (CBS), equipped with an antenna\u0000array, positions itself near the center of the coverage area, complemented by\u0000distributed access points spanning the periphery. The proposed architecture\u0000remarkably outperforms conventional cell-free networks, demonstrating superior\u0000sum throughput while maintaining a comparable worst-case per-user spectral\u0000efficiency. Meanwhile, the implementation cost associated with the fronthaul\u0000network is substantially diminished.","PeriodicalId":501433,"journal":{"name":"arXiv - CS - Information Theory","volume":"16 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2024-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139559341","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
arXiv - CS - Information Theory
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1