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Analytical Characterization of the Operational Diversity Order in Fading Channels
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-12-09 DOI: 10.1109/LCOMM.2024.3512665
Santiago Fernández;J. Alfonso Bailón-Martínez;Juan E. Galeote-Cazorla;F. Javier López-Martínez
We introduce and characterize the operational diversity order (ODO) in fading channels, as a proxy to the classical notion of diversity order at any arbitrary operational signal-to-noise ratio (SNR). Thanks to this definition, relevant insights are brought up in a number of cases: 1) We quantify that in dominant line-of-sight scenarios an increased diversity order is attainable compared to that achieved asymptotically, even in the single-antenna case; 2) this effect is attenuated, but still visible, in the presence of an additional dominant specular component; 3) the decay slope in Rayleigh product channels increases very slowly, never fully achieving unitary slope for a finite SNR.
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引用次数: 0
Power Minimization and Resource Allocation in HetNets With Uncertain Channel Gains 信道增益不确定的henets中功率最小化与资源分配
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-12-09 DOI: 10.1109/LCOMM.2024.3513556
Gabriel O. Ferreira;Chiara Ravazzi;Fabrizio Dabbene;Giuseppe C. Calafiore
In this letter we consider the problem of minimizing the base stations transmission powers in OFDMA heterogeneous networks, while respecting users’ individual throughput demands. The decision variables are the users’ working bandwidths, their association, and the base stations transmission powers. To deal with wireless channel uncertainty, the channel gains are treated as random variables respecting a log-normal distribution, leading to a non-convex chance constrained mixed-integer optimization problem, which is then formulated as a mixed-integer Robust Geometric Program. The efficacy of the proposed method is shown in a real-world scenario of a large European city.
在本文中,我们考虑了在OFDMA异构网络中基站传输功率最小化的问题,同时尊重用户的个体吞吐量需求。决策变量为用户工作带宽、用户关联和基站发射功率。为了处理无线信道的不确定性,将信道增益视为服从对数正态分布的随机变量,从而得到一个非凸机会约束的混合整数优化问题,并将其表述为混合整数鲁棒几何规划。该方法的有效性在一个欧洲大城市的现实场景中得到了验证。
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引用次数: 0
Efficient Active Deep Decoding of Linear Codes Using Importance Sampling
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-12-09 DOI: 10.1109/LCOMM.2024.3514493
Hassan Noghrei;Mohammad-Reza Sadeghi;Wai Ho Mow
The quality and quantity of training data significantly affect deep learning model performance. In error correction, generating high-quality samples with minimal noise is crucial. This letter presents a method that combines a modified Importance Sampling (IS) distribution with active learning to generate high-quality samples. The suggested IS distribution generates samples iteratively from shells with error probabilities within a specific range. This approach enhances the performance of BCH(63,36) and BCH(63,45) codes with cycle-reduced parity-check matrices. The proposed IS-based-active Weight Belief Propagation (WBP) decoder improves the error-floor region by up to 1.9dB on the BER curve compared to the conventional WBP decoder.
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引用次数: 0
A Note on the RISP Criterion for NOMA Systems
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-12-09 DOI: 10.1109/LCOMM.2024.3513939
Zhen Chen;Zizhuo Fang;Zhangling Duan;Mang Ou;Xiang Bi
As a paradigm shift in the scheme of wireless access, non-orthogonal multiple access (NOMA) can achieve massive connectivity and improve spectral efficiency, but introduces high complexity at the successive-interference-cancelation (SIC) receiver. In order to ensure low implementation complexity, SIC decoding has been designed by using a single criterion. The instantaneous-signal-power (ISP) criterion has been widely applied in NOMA, and the user with stronger ISP is first decoded. However, the ISP criterion ignores the impact caused by the data rate requirements in NOMA systems. Recently, we have proposed a new SIC criterion, namely the Relative ISP (RISP) criterion, to improve the ISP criterion to consider the impact of the target-data-rate (TDR) of each user. RISP is defined as a form of the ratio of ISP to TDR. In this letter, for the general multiple-user case at high signal-to-noise ratio, we mathematically prove that the RISP criterion has the better outage performance than the ISP criterion. Our conclusion provides a basic guidance for the design and implementation of NOMA systems in the next generation of wireless communication networks.
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引用次数: 0
Task Selection and Resource Optimization in Multi-Task Federated Learning With Model Decomposition 基于模型分解的多任务联邦学习任务选择与资源优化
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-12-05 DOI: 10.1109/LCOMM.2024.3511663
Haowen Sun;Ming Chen;Zhaohui Yang;Yijin Pan;Yihan Cang;Zhaoyang Zhang
In this letter, we investigate the training latency minimization problem for a multi-task federated learning (FL) framework with model decomposition over wireless communication networks. To handle the non-independent and non-identically distributed (non-IID) data, we first transform the multi-class classification task into multiple binary classification tasks. We then introduce sampling equalization to ensure the convergence of FL system. The optimization problem aims to minimize the training latency under energy and FL convergence constraints by optimizing task selection, number of learning iterations, and communication resource allocation. We decompose it into three sub-problems and propose alternating algorithm to address each sub-problem iteratively. Numerical results validate that the proposed algorithm significantly reduces time consumption compared to the conventional algorithms.
在这封信中,我们研究了无线通信网络上具有模型分解的多任务联邦学习(FL)框架的训练延迟最小化问题。为了处理非独立和非同分布(non-IID)数据,我们首先将多类分类任务转换为多个二元分类任务。然后引入采样均衡以保证系统的收敛性。优化问题旨在通过优化任务选择、学习迭代次数和通信资源分配,使能量和FL收敛约束下的训练延迟最小化。我们将其分解为三个子问题,并提出了迭代求解每个子问题的交替算法。数值结果表明,与传统算法相比,该算法显著降低了时间消耗。
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引用次数: 0
Wideband Beamforming Design for IRS-Assisted Multi-User THz Communications
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-12-05 DOI: 10.1109/LCOMM.2024.3511692
Chi Qiu;Qingqing Wu;Wen Chen;Ying Gao;Wanming Hao
Intelligent reflecting surface (IRS)-assisted terahertz (THz) communication is becoming a key technology for next-generation wireless networks. Although IRS has great promise, it is severely hindered by the beam squint problem resulting from the frequency-independent nature of the passive reflecting elements, especially in ultra-wide THz bands. To address this problem, we introduce time delay modules to the IRS and focus on the weighted sum rate maximization problem through the joint optimization of transmit beamforming, IRS phase shifts, and time delays. To solve the formulated optimization problem, an alternating optimization algorithm that decomposes the original problem into three subproblems is proposed. Specifically, we apply semidefinite relaxation and successive convex approximation techniques to solve each subproblem. Simulation results demonstrate the superiority of the proposed scheme over recent literature works. Particularly, it achieves near-optimal performance with slightly increased hardware cost.
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引用次数: 0
Maximum Latency Prediction Based on Random Forests and Gradient Boosting Machine for AVB Traffic in TSN
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-12-04 DOI: 10.1109/LCOMM.2024.3511038
Xiaodi Zhang;Dong Li;Jinnan Piao
In this letter, we propose a latency prediction method based on random forests (RFs) and gradient boosting machine (GBM) to estimate the maximum latency of audio-video bridging (AVB) traffic in time-sensitive networks. We use a dataset collected from actual networks as the input features for the RFs. Then, we use the prediction results of the RFs as input features for the GBM to complete the model training. The experimental results show that the proposed method, compared to network calculus, performs better in terms of deviations as well as error metrics when the link utilization is 25%.
{"title":"Maximum Latency Prediction Based on Random Forests and Gradient Boosting Machine for AVB Traffic in TSN","authors":"Xiaodi Zhang;Dong Li;Jinnan Piao","doi":"10.1109/LCOMM.2024.3511038","DOIUrl":"https://doi.org/10.1109/LCOMM.2024.3511038","url":null,"abstract":"In this letter, we propose a latency prediction method based on random forests (RFs) and gradient boosting machine (GBM) to estimate the maximum latency of audio-video bridging (AVB) traffic in time-sensitive networks. We use a dataset collected from actual networks as the input features for the RFs. Then, we use the prediction results of the RFs as input features for the GBM to complete the model training. The experimental results show that the proposed method, compared to network calculus, performs better in terms of deviations as well as error metrics when the link utilization is 25%.","PeriodicalId":13197,"journal":{"name":"IEEE Communications Letters","volume":"29 2","pages":"264-268"},"PeriodicalIF":3.7,"publicationDate":"2024-12-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143403982","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Energy Efficiency Optimization in Secure Full-Duplex ISAC Systems 安全全双工ISAC系统的能效优化
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-12-04 DOI: 10.1109/LCOMM.2024.3511549
Xian Zhang;Wanguo Jiao;Wenhui Liu;Chenhao Qi
In this letter, we consider the energy efficiency (EE) of the secure full-duplex integrated sensing and communication system. The base station simultaneously performs full-duplex wireless communications and targets sensing, where one of the targets is an eavesdropper. To achieve EE maximization under the secure rate and sensing constraints, we jointly optimize the transmit and receive beamforming as well as designing artificial noise. Since this problem is non-convex, we propose an algorithm based on semi-definite relaxation, successive convex approximation and fractional programming. The results indicate that the EE is optimized while the tradeoff among sensing performance, transmit power and EE is also achieved.
在这封信中,我们考虑了安全的全双工集成传感和通信系统的能源效率(EE)。基站同时进行全双工无线通信和目标感知,其中一个目标是窃听者。为了在安全速率和传感约束下实现EE最大化,我们共同优化了发射和接收波束形成,并设计了人工噪声。由于该问题是非凸的,我们提出了一种基于半定松弛、连续凸逼近和分数规划的算法。结果表明,在实现传感性能、发射功率和EE之间的平衡的同时,对EE进行了优化。
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引用次数: 0
Energy-Efficient Downlink NOMA Transmission Enabled by Continuous Phase Modulation 通过连续相位调制实现节能下行链路NOMA传输
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-12-04 DOI: 10.1109/LCOMM.2024.3510727
Sai Li;Xiaoyu Dang;Xiangbin Yu;Jie Li;Yunhang Lin;Beien Cheng
In this letter, we present a power-efficient downlink non-orthogonal multiple access (NOMA) enabled by continuous phase modulation (CPM), which improves the efficiency of the transmitter’s power amplifier (PA) by exploiting a low peak-to-average power ratio (PAPR), thereby achieving power-efficient downlink transmission. First, the system model is established. Then, we investigate the PAPR, spectral efficiency, bit-error-rate (BER) performance with/without nonlinear distortions and computational complexity, and the conventional scheme is also provided as a benchmark. The numerical results show that CPM-NOMA can achieve about $3sim 6$ (dB) PAPR performance gain compared to conventional schemes. In the absence of nonlinear distortions, CPM-NOMA can obtain comparable or even better BER performance than conventional schemes with similar computational complexity. In the presence of nonlinear distortions, CPM-NOMA can offer robust and power-efficient downlink transmission with smaller PAPR and BER performance losses, and is also suitable for efficient PAs, but not for conventional schemes. Finally, CPM-NOMA can also achieve the trade-off between spectral efficiency, power efficiency and BER.
在这封信中,我们提出了一种由连续相位调制(CPM)实现的节能下行链路非正交多址(NOMA),它通过利用低峰均功率比(PAPR)提高了发射机功率放大器(PA)的效率,从而实现了节能下行传输。首先,建立了系统模型。然后,我们研究了在有无非线性失真和计算复杂度的情况下的PAPR、频谱效率、误码率(BER)性能,并提供了常规方案作为基准。数值结果表明,与传统方案相比,CPM-NOMA方案可获得约$3sim 6$ (dB)的PAPR性能增益。在不存在非线性失真的情况下,CPM-NOMA在计算复杂度相似的情况下可以获得与传统方案相当甚至更好的误码率性能。在存在非线性失真的情况下,CPM-NOMA可以提供鲁棒和节能的下行传输,具有较小的PAPR和BER性能损失,并且也适用于高效的pa,但不适用于传统方案。最后,CPM-NOMA还可以实现频谱效率、功率效率和误码率之间的权衡。
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引用次数: 0
Geometric Constellation Shaping for Wireless Optical Intensity Channels: An Information-Theoretic Approach 无线光强信道的几何星座整形:一种信息论方法
IF 3.7 3区 计算机科学 Q2 TELECOMMUNICATIONS Pub Date : 2024-12-04 DOI: 10.1109/LCOMM.2024.3511129
Suhua Zhou;Tianqi Li;Zhaoxi Fang;Jing Zhou;Wenyi Zhang
A simple geometric shaping method is proposed for optical wireless communication systems based on intensity modulation and direct detection (IM/DD) from an information-theoretic perspective. Constellations consisting of equiprobable levels with exponential-like distribution are obtained, which possesses asymptotic optimality in the sense that the high-SNR capacity of average-intensity constrained optical intensity channel can be approached by such constellations with increasing size. All $2^{b}$ levels ( $bin mathbb {N}$ ) of the obtained constellation can be represented by a basic level and $b+2$ bits, thereby reducing the required resolution of the digital-to-analog converter (DAC) without affecting the asymptotic optimality. Achievable information rate evaluations verify the asymptotic optimality. As an example, error performance results of a simple 16-level LDPC coded modulation scheme show that a shaping gain of 0.65 dB can be obtained by applying the proposed constellation design. This method can also be applied to more specific IM/DD channel models, since it only requires a near-optimal continuous input distribution.
从信息论的角度,提出了一种基于强度调制和直接检测(IM/DD)的光无线通信系统的简单几何整形方法。得到了由指数分布的等概率能级组成的星群,具有渐近最优性,即随着星群尺寸的增大,平均强度受限光强信道的高信噪比容量可以接近。所得星座的所有$2^{b}$电平($bin mathbb {N}$)都可以用一个基本电平和$b+2$位表示,从而在不影响渐近最优性的情况下降低了数模转换器(DAC)所需的分辨率。可实现的信息率评估验证了渐近最优性。以一种简单的16级LDPC编码调制方案为例,误差性能结果表明,采用该星座设计可获得0.65 dB的整形增益。这种方法也可以应用于更具体的IM/DD信道模型,因为它只需要接近最优的连续输入分布。
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