首页 > 最新文献

2017 IEEE 18th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)最新文献

英文 中文
Distributed nonlinear regression using in-network processing with multiple Gaussian kernels 使用多高斯核的网络内处理的分布式非线性回归
Ban-Sok Shin, H. Paul, M. Yukawa, A. Dekorsy
In this paper, we propose the use of multiple Gaussian kernels for distributed nonlinear regression or system identification tasks by a network of nodes. By employing multiple kernels in the estimation process we increase the degree of freedom and thus, the ability to reconstruct nonlinear functions. For this, we extend the so-called KDiCE algorithm, which allows a distributed regression of nonlinear functions but uses a single kernel only, to multiple kernels. We corroborate our proposed scheme by numerical evaluations for the reconstruction of nonlinear functions both static and time-varying. We achieve performance gains for both cases, in particular for the tracking of a time-varying nonlinear function.
在本文中,我们提出使用多个高斯核进行分布式非线性回归或节点网络的系统识别任务。通过在估计过程中使用多个核,我们增加了自由度,从而提高了重建非线性函数的能力。为此,我们将所谓的KDiCE算法(它允许非线性函数的分布式回归,但只使用单个核)扩展到多个核。通过对静态和时变非线性函数重建的数值计算,我们证实了我们提出的方案。我们在这两种情况下都实现了性能提升,特别是对时变非线性函数的跟踪。
{"title":"Distributed nonlinear regression using in-network processing with multiple Gaussian kernels","authors":"Ban-Sok Shin, H. Paul, M. Yukawa, A. Dekorsy","doi":"10.1109/SPAWC.2017.8227645","DOIUrl":"https://doi.org/10.1109/SPAWC.2017.8227645","url":null,"abstract":"In this paper, we propose the use of multiple Gaussian kernels for distributed nonlinear regression or system identification tasks by a network of nodes. By employing multiple kernels in the estimation process we increase the degree of freedom and thus, the ability to reconstruct nonlinear functions. For this, we extend the so-called KDiCE algorithm, which allows a distributed regression of nonlinear functions but uses a single kernel only, to multiple kernels. We corroborate our proposed scheme by numerical evaluations for the reconstruction of nonlinear functions both static and time-varying. We achieve performance gains for both cases, in particular for the tracking of a time-varying nonlinear function.","PeriodicalId":295488,"journal":{"name":"2017 IEEE 18th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)","volume":"34 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134065415","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: 3
A new transceiver architecture for multi-user MIMO communication based on mixture of linear and non-linear reception 一种基于线性和非线性混合接收的多用户MIMO通信收发器新架构
Junyeong Seo, Y. Sung
In this paper, a new transceiver architecture for K-user multiple-input single-output (MISO) broadcast channels (BCs) based on linear and non-linear mixture reception is proposed as an alternative to conventional fully linear zero-forcing (ZF) downlink beamforming. In the new transceiver architecture, two closely-aligned users are paired as a group, and superposition coding and non-linear successive cancellation (SIC) reception based on Pareto-optimal design is applied to each closely-aligned two-user group, while ZF beamforming is maintained across roughly-orthogonal groups. Numerical results show that the proposed new architecture yields non-trivial gain over conventional full ZF beamforming by mitigating the performance degradation of full ZF beamforming caused by closely-aligned channel vectors.
本文提出了一种基于线性和非线性混合接收的k用户多输入单输出(MISO)广播信道(bc)的新收发器架构,作为传统的全线性零强迫(ZF)下行波束形成的替代方案。在新的收发器架构中,将两个紧密对齐的用户配对为一组,并对每个紧密对齐的两用户组应用基于pareto最优设计的叠加编码和非线性连续抵消(SIC)接收,同时在大致正交的组上保持ZF波束形成。数值结果表明,该结构克服了由于通道矢量排列紧密导致的全ZF波束形成的性能下降,比传统的全ZF波束形成具有显著的增益。
{"title":"A new transceiver architecture for multi-user MIMO communication based on mixture of linear and non-linear reception","authors":"Junyeong Seo, Y. Sung","doi":"10.1109/SPAWC.2017.8227770","DOIUrl":"https://doi.org/10.1109/SPAWC.2017.8227770","url":null,"abstract":"In this paper, a new transceiver architecture for K-user multiple-input single-output (MISO) broadcast channels (BCs) based on linear and non-linear mixture reception is proposed as an alternative to conventional fully linear zero-forcing (ZF) downlink beamforming. In the new transceiver architecture, two closely-aligned users are paired as a group, and superposition coding and non-linear successive cancellation (SIC) reception based on Pareto-optimal design is applied to each closely-aligned two-user group, while ZF beamforming is maintained across roughly-orthogonal groups. Numerical results show that the proposed new architecture yields non-trivial gain over conventional full ZF beamforming by mitigating the performance degradation of full ZF beamforming caused by closely-aligned channel vectors.","PeriodicalId":295488,"journal":{"name":"2017 IEEE 18th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)","volume":"52 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-07-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127096059","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: 4
Waveform design for QAM-FBMC systems QAM-FBMC系统的波形设计
Heesu Kim, Hyungsik Han, Hyuncheol Park
Due to its spectral efficiency and well-localized spectrum, a quadrature amplitude modulation based filter-bank multi-carrier (QAM-FBMC) is considered as one of the candidate for 5G mobile communications. In this paper, we propose a novel waveform design for the QAM-FBMC system considering time dispersion parameter. The utilization of the proposed filter with the real number filter coefficients enables simpler implement than the conventional multiple prototype filters with complex coefficients. Simulation results show that the proposed QAM-FBMC systems has superior spectral efficiency as compared to CP-OFDM. Moreover, a new designed filter shows the improvement in the performance compared with the conventional QAM-FBMC systems on multipath fading channel.
基于正交调幅的滤波器组多载波(QAM-FBMC)由于其频谱效率和良好的局域性,被认为是5G移动通信的候选方案之一。本文提出了一种考虑时间色散参数的QAM-FBMC系统波形设计方法。该滤波器采用实数滤波系数,比传统的复系数多原型滤波器实现简单。仿真结果表明,与CP-OFDM相比,QAM-FBMC系统具有更高的频谱效率。此外,与传统QAM-FBMC系统相比,新设计的滤波器在多径衰落信道下的性能有所提高。
{"title":"Waveform design for QAM-FBMC systems","authors":"Heesu Kim, Hyungsik Han, Hyuncheol Park","doi":"10.1109/SPAWC.2017.8227805","DOIUrl":"https://doi.org/10.1109/SPAWC.2017.8227805","url":null,"abstract":"Due to its spectral efficiency and well-localized spectrum, a quadrature amplitude modulation based filter-bank multi-carrier (QAM-FBMC) is considered as one of the candidate for 5G mobile communications. In this paper, we propose a novel waveform design for the QAM-FBMC system considering time dispersion parameter. The utilization of the proposed filter with the real number filter coefficients enables simpler implement than the conventional multiple prototype filters with complex coefficients. Simulation results show that the proposed QAM-FBMC systems has superior spectral efficiency as compared to CP-OFDM. Moreover, a new designed filter shows the improvement in the performance compared with the conventional QAM-FBMC systems on multipath fading channel.","PeriodicalId":295488,"journal":{"name":"2017 IEEE 18th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-07-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127359793","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: 14
Target detection with uniformly distributed subarrays in the presence of mainlobe jamming 主瓣干扰下均匀分布子阵列目标检测
Qiliang Zhang, F. Gao, Qing Sun, Xiaobo Wang
Target detection in the presence of mainlobe jamming (MLJ) is a challenging task for radar signal processing. Spatial filtering techniques for MLJ cancellation on uniform linear array (ULA) have been proposed recently. However, the performance of these techniques degrades greatly when MLJ is located close to target. To solve this problem, we propose a sparse detection method on uniform distributed subarrays, which can achieve higher detection performance by arranging large subarray spacing. The detection result from a single time measurement will be ambiguous, which can be solved by Chinese reminder theory on the measurements under multiple co-prime carrier frequencies. Simulations are provided to corroborate the theoretical studies.
在主瓣干扰条件下的目标检测是雷达信号处理中的一个难题。均匀线性阵列(ULA)上的MLJ对消空间滤波技术近年来被提出。然而,当MLJ靠近目标时,这些技术的性能会大大下降。为了解决这一问题,我们提出了一种均匀分布子阵列的稀疏检测方法,该方法通过安排较大的子阵列间距来获得更高的检测性能。单次时间测量的检测结果会有歧义,这可以通过中国提醒理论在多个共素载波频率下的测量来解决。仿真结果验证了理论研究的正确性。
{"title":"Target detection with uniformly distributed subarrays in the presence of mainlobe jamming","authors":"Qiliang Zhang, F. Gao, Qing Sun, Xiaobo Wang","doi":"10.1109/SPAWC.2017.8227639","DOIUrl":"https://doi.org/10.1109/SPAWC.2017.8227639","url":null,"abstract":"Target detection in the presence of mainlobe jamming (MLJ) is a challenging task for radar signal processing. Spatial filtering techniques for MLJ cancellation on uniform linear array (ULA) have been proposed recently. However, the performance of these techniques degrades greatly when MLJ is located close to target. To solve this problem, we propose a sparse detection method on uniform distributed subarrays, which can achieve higher detection performance by arranging large subarray spacing. The detection result from a single time measurement will be ambiguous, which can be solved by Chinese reminder theory on the measurements under multiple co-prime carrier frequencies. Simulations are provided to corroborate the theoretical studies.","PeriodicalId":295488,"journal":{"name":"2017 IEEE 18th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)","volume":"22 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127361835","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: 1
Automotive Doppler sensing: The Doppler profile with machine learning in vehicle-to-vehicle networks for road safety 汽车多普勒传感:道路安全车辆对车辆网络中机器学习的多普勒轮廓
Billy Kihei, J. Copeland, Yusun Chang
In this work, we present the fundamentals of a new sensing technique in Vehicle-to-Vehicle networks (V2V) called: Automotive Doppler Sensing (ADS), for providing road safety to connected drivers and connected autonomous vehicles by observing the Doppler profile. The Doppler profile displays the Doppler energy in the form of a high-resolution spectrogram which captures the non-line-of-sight (NLOS) reflections between stations. The Doppler profile can be analyzed in real-time for identifying vehicle dynamics as vehicles maneuver relative to each other. When machine learning is employed, the Doppler profile becomes a powerful new 360° “sensor” to provide both context awareness of the driving scenario and collision avoidance services. Experimental captures using real devices showcase the ADS capability to provide reliable awareness with high accuracy and few misclassifications in both line-of-sight (highways and surface streets) and NLOS (intersections) conditions.
在这项工作中,我们介绍了车对车网络(V2V)中一种新的传感技术的基本原理:汽车多普勒传感(ADS),通过观察多普勒剖面为联网驾驶员和联网自动驾驶汽车提供道路安全。多普勒剖面以高分辨率谱图的形式显示多普勒能量,该谱图捕获台站之间的非视距反射(NLOS)。多普勒轮廓可以实时分析,以识别车辆相对机动时的车辆动力学。当采用机器学习技术时,多普勒轮廓将成为一个强大的360°新型“传感器”,既能提供驾驶场景的情境感知,又能提供防撞服务。使用真实设备的实验捕获显示了ADS在视距(高速公路和地面街道)和NLOS(交叉路口)条件下提供可靠、高精度和很少错误分类的能力。
{"title":"Automotive Doppler sensing: The Doppler profile with machine learning in vehicle-to-vehicle networks for road safety","authors":"Billy Kihei, J. Copeland, Yusun Chang","doi":"10.1109/SPAWC.2017.8227637","DOIUrl":"https://doi.org/10.1109/SPAWC.2017.8227637","url":null,"abstract":"In this work, we present the fundamentals of a new sensing technique in Vehicle-to-Vehicle networks (V2V) called: Automotive Doppler Sensing (ADS), for providing road safety to connected drivers and connected autonomous vehicles by observing the Doppler profile. The Doppler profile displays the Doppler energy in the form of a high-resolution spectrogram which captures the non-line-of-sight (NLOS) reflections between stations. The Doppler profile can be analyzed in real-time for identifying vehicle dynamics as vehicles maneuver relative to each other. When machine learning is employed, the Doppler profile becomes a powerful new 360° “sensor” to provide both context awareness of the driving scenario and collision avoidance services. Experimental captures using real devices showcase the ADS capability to provide reliable awareness with high accuracy and few misclassifications in both line-of-sight (highways and surface streets) and NLOS (intersections) conditions.","PeriodicalId":295488,"journal":{"name":"2017 IEEE 18th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)","volume":"162 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126032767","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: 14
Access point assignment in hybrid LiFi and WiFi networks in consideration of LiFi channel blockage 考虑LiFi信道阻塞的LiFi和WiFi混合网络接入点分配
Xiping Wu, H. Haas
As a promising complement to the increasingly congested wireless fidelity (WiFi) system, light fidelity (LiFi) has recently drawn massive attention due to the wide and unregulated visible light spectrum. Also, the light waves cannot penetrate walls which enables interference avoidance between compartments. Meanwhile, LiFi access points (APs) have a much shorter range, relative to WiFi APs. A hybrid network can combine the high-speed transmission of LiFi and the ubiquitous coverage of WiFi. For such a network, access point assignment (APA) becomes challenging because of the completely overlaying coverage of different networks. In addition, LiFi is susceptible to channel blockage due to opaque obstacles, adding difficulties to the APA issue. In this paper, a novel APA method is proposed for hybrid LiFi and WiFi networks in consideration of LiFi channel blockage for the first time. By exploiting users' statistical information of channel blockage, the proposed method formulates the issue as an optimisation problem that maximises the system throughput over a period of time. Results show that the proposed method can improve throughput by up to 90% over the conventional load balancing method.
作为对日益拥挤的无线保真(WiFi)系统的一种有希望的补充,光保真(LiFi)由于其宽且不规范的可见光光谱最近引起了广泛的关注。此外,光波不能穿透墙壁,从而避免了车厢之间的干扰。同时,与WiFi接入点相比,LiFi接入点(ap)的覆盖范围要短得多。混合网络可以结合LiFi的高速传输和WiFi的无处不在的覆盖。对于这样的网络,由于不同网络的覆盖完全重叠,接入点分配(APA)变得具有挑战性。此外,由于不透明的障碍物,LiFi容易通道堵塞,这给APA问题增加了困难。本文首次在考虑LiFi信道阻塞的情况下,提出了一种新的适用于LiFi和WiFi混合网络的APA方法。通过利用用户对通道阻塞的统计信息,所提出的方法将问题表述为在一段时间内最大化系统吞吐量的优化问题。结果表明,该方法比传统的负载均衡方法提高了90%的吞吐量。
{"title":"Access point assignment in hybrid LiFi and WiFi networks in consideration of LiFi channel blockage","authors":"Xiping Wu, H. Haas","doi":"10.1109/SPAWC.2017.8227704","DOIUrl":"https://doi.org/10.1109/SPAWC.2017.8227704","url":null,"abstract":"As a promising complement to the increasingly congested wireless fidelity (WiFi) system, light fidelity (LiFi) has recently drawn massive attention due to the wide and unregulated visible light spectrum. Also, the light waves cannot penetrate walls which enables interference avoidance between compartments. Meanwhile, LiFi access points (APs) have a much shorter range, relative to WiFi APs. A hybrid network can combine the high-speed transmission of LiFi and the ubiquitous coverage of WiFi. For such a network, access point assignment (APA) becomes challenging because of the completely overlaying coverage of different networks. In addition, LiFi is susceptible to channel blockage due to opaque obstacles, adding difficulties to the APA issue. In this paper, a novel APA method is proposed for hybrid LiFi and WiFi networks in consideration of LiFi channel blockage for the first time. By exploiting users' statistical information of channel blockage, the proposed method formulates the issue as an optimisation problem that maximises the system throughput over a period of time. Results show that the proposed method can improve throughput by up to 90% over the conventional load balancing method.","PeriodicalId":295488,"journal":{"name":"2017 IEEE 18th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)","volume":"195 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114069868","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: 33
Rigorous dynamics of expectation-propagation signal detection via the conjugate gradient method 共轭梯度法检测期望-传播信号的严格动力学
K. Takeuchi, Chao-Kai Wen
This paper investigates iterative detection based on expectation propagation (EP) in overloaded multiple-input multiple-output systems. The conjugate gradient (CG) method is utilized to reduce the per-iteration complexity of EP detection. Under the assumption of unitarily invariant channel matrices, the dynamics of EP detection based on the CG method (EP-CG) is analyzed in the large system limit, where the transmit and receive dimensions tend to infinity at an identical rate. The main result is a rigorous derivation of state evolution for EP-CG.
研究了过载多输入多输出系统中基于期望传播的迭代检测方法。利用共轭梯度(CG)方法降低了EP检测的次迭代复杂度。在信道矩阵酉不变的假设下,分析了在大系统极限下,发射维和接收维以相同的速率趋于无穷大时,基于CG方法(EP-CG)的EP检测的动态特性。主要结果是EP-CG状态演化的严格推导。
{"title":"Rigorous dynamics of expectation-propagation signal detection via the conjugate gradient method","authors":"K. Takeuchi, Chao-Kai Wen","doi":"10.1109/SPAWC.2017.8227654","DOIUrl":"https://doi.org/10.1109/SPAWC.2017.8227654","url":null,"abstract":"This paper investigates iterative detection based on expectation propagation (EP) in overloaded multiple-input multiple-output systems. The conjugate gradient (CG) method is utilized to reduce the per-iteration complexity of EP detection. Under the assumption of unitarily invariant channel matrices, the dynamics of EP detection based on the CG method (EP-CG) is analyzed in the large system limit, where the transmit and receive dimensions tend to infinity at an identical rate. The main result is a rigorous derivation of state evolution for EP-CG.","PeriodicalId":295488,"journal":{"name":"2017 IEEE 18th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127389251","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: 18
Fast initialization of cognitive radio systems 认知无线电系统的快速初始化
Malcolm Egan, J. Gorce, L. Cardoso
Fast initialization of cognitive radio systems is a key problem in a variety of wireless communication systems, particularly for public safety organizations in emergency crises. In the initialization problem, the goal is to rapidly identify an unoccupied frequency band. In this paper, we formalize the initialization problem within the framework of active hypothesis testing. We characterize the optimal scanning policy in the case of at most one free band and show that the policy is computationally challenging. Motivated by this challenge for the implementation of the optimal policy and the need to cope with an unknown number of interferers larger than one, we propose the constrained DGF algorithm. We show that for strict constraints on the maximum number of observations, the constrained DGF algorithm can outperform the error probability of the state-of-the-art C-SPRT algorithm by an order of magnitude, for comparable average delays.
认知无线电系统的快速初始化是各种无线通信系统中的一个关键问题,特别是对于突发危机中的公共安全组织。在初始化问题中,目标是快速识别未占用的频段。本文在主动假设检验的框架内形式化了初始化问题。我们描述了在最多一个空闲频带的情况下的最优扫描策略,并表明该策略在计算上具有挑战性。考虑到实现最优策略的挑战以及应对大于1的未知干扰数的需要,我们提出了约束DGF算法。我们表明,对于最大观测数的严格约束,约束DGF算法可以在一个数量级上优于最先进的C-SPRT算法的误差概率,对于可比较的平均延迟。
{"title":"Fast initialization of cognitive radio systems","authors":"Malcolm Egan, J. Gorce, L. Cardoso","doi":"10.1109/SPAWC.2017.8227754","DOIUrl":"https://doi.org/10.1109/SPAWC.2017.8227754","url":null,"abstract":"Fast initialization of cognitive radio systems is a key problem in a variety of wireless communication systems, particularly for public safety organizations in emergency crises. In the initialization problem, the goal is to rapidly identify an unoccupied frequency band. In this paper, we formalize the initialization problem within the framework of active hypothesis testing. We characterize the optimal scanning policy in the case of at most one free band and show that the policy is computationally challenging. Motivated by this challenge for the implementation of the optimal policy and the need to cope with an unknown number of interferers larger than one, we propose the constrained DGF algorithm. We show that for strict constraints on the maximum number of observations, the constrained DGF algorithm can outperform the error probability of the state-of-the-art C-SPRT algorithm by an order of magnitude, for comparable average delays.","PeriodicalId":295488,"journal":{"name":"2017 IEEE 18th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117109498","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: 5
User request prediction increases energy efficiency in AWGN channels : (Invited paper) 用户请求预测提高AWGN通道的能源效率:(特邀论文)
Wei Huang, Wei Chen, H. Poor
Proactively pushing content to users has emerged as a promising way of coping with the explosively growing traffic demand of next-generation mobile networks. However, it is still unclear whether content pushing can improve the energy efficiency of hard delay-constrained communications over additive white Gaussian noise (AWGN) channels. With pushing, the energy consumption can be reduced by increasing the available transmission time. But if the user never needs the pushed content, pushing may result in wasted energy. Based on the random content request delay, this paper derives the content request probability threshold that determines whether a content file should be pushed under the hard delay constraint. Moreover, an optimal strategy to allocate transmission power in content pushing and on-demand delivery phases is also proposed. It is shown that the energy efficiency of systems with pushing can be significantly improved as the content request probability increases. Numerical results validate the effectiveness of the proposed power allocation strategy, compared with the on-demand scheme.
主动向用户推送内容已成为应对下一代移动网络爆炸式增长的流量需求的一种有希望的方式。然而,目前尚不清楚内容推送是否可以提高加性高斯白噪声(AWGN)信道上硬延迟约束通信的能源效率。有了推力,可以通过增加可用的传输时间来降低能耗。但如果用户不需要推送的内容,推送可能会浪费精力。基于随机的内容请求延迟,导出了在硬延迟约束下内容文件是否需要推送的内容请求概率阈值。此外,还提出了内容推送和点播阶段传输功率的最优分配策略。结果表明,随着内容请求概率的增加,推送系统的能源效率显著提高。数值结果验证了所提出的功率分配策略的有效性,并与按需分配方案进行了比较。
{"title":"User request prediction increases energy efficiency in AWGN channels : (Invited paper)","authors":"Wei Huang, Wei Chen, H. Poor","doi":"10.1109/SPAWC.2017.8227677","DOIUrl":"https://doi.org/10.1109/SPAWC.2017.8227677","url":null,"abstract":"Proactively pushing content to users has emerged as a promising way of coping with the explosively growing traffic demand of next-generation mobile networks. However, it is still unclear whether content pushing can improve the energy efficiency of hard delay-constrained communications over additive white Gaussian noise (AWGN) channels. With pushing, the energy consumption can be reduced by increasing the available transmission time. But if the user never needs the pushed content, pushing may result in wasted energy. Based on the random content request delay, this paper derives the content request probability threshold that determines whether a content file should be pushed under the hard delay constraint. Moreover, an optimal strategy to allocate transmission power in content pushing and on-demand delivery phases is also proposed. It is shown that the energy efficiency of systems with pushing can be significantly improved as the content request probability increases. Numerical results validate the effectiveness of the proposed power allocation strategy, compared with the on-demand scheme.","PeriodicalId":295488,"journal":{"name":"2017 IEEE 18th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)","volume":"39 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116912593","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: 1
On the performance of a full-duplex receiver for graph-based random access schemes 基于图的随机存取方案全双工接收机的性能研究
A. Munari, Federico Clazzer, P. Mähönen
Graph-based random access protocols have emerged as an efficient solution to tackle the medium sharing problem for machine type communications. Their remarkable performance is well-understood for scenarios in which devices communicate with a one-hop receiver devoted to collecting packets. Many practical applications, however, foresee the receiver to also act as sender towards a second-hop terminal. Under a half-duplex operation constraint, the two tasks would typically be fulfilled by means of time sharing, triggering a tradeoff between the amount of collected and transmitted traffic at the intermediate node. In this perspective, the recent rise of effective self-interference cancellation techniques poses the intriguing question of whether and how much a full-duplex receiver could improve performance in such a setting. To cast light on the issue, we refine the asymptotic analysis of successive interference cancellation procedures at the receiver of a graph-based random access scheme. In doing so, we account for the degradation in decoding probability due to residual self-interference when operating in full-duplex mode, and derive a tight lower bound to the achievable packet loss rate. We then analyse the throughput as a function of some key parameters that drive the system, identifying relevant tradeoffs and design hints.
基于图的随机访问协议是解决机器通信中媒介共享问题的一种有效方法。对于设备与专门收集数据包的单跳接收器通信的场景,它们的卓越性能是可以理解的。然而,在许多实际应用中,接收端也可以作为第二跳终端的发送端。在半双工操作约束下,这两个任务通常通过时间共享的方式来完成,从而触发在中间节点上收集和传输的流量之间的权衡。从这个角度来看,最近有效的自干扰消除技术的兴起提出了一个有趣的问题,即在这种情况下,全双工接收器是否以及在多大程度上可以提高性能。为了阐明这一问题,我们改进了基于图的随机访问方案的接收端连续干扰消除过程的渐近分析。在此过程中,我们考虑到在全双工模式下运行时由于残余自干扰而导致的解码概率下降,并推导出可实现的丢包率的严格下限。然后,我们分析吞吐量作为驱动系统的一些关键参数的函数,确定相关的权衡和设计提示。
{"title":"On the performance of a full-duplex receiver for graph-based random access schemes","authors":"A. Munari, Federico Clazzer, P. Mähönen","doi":"10.1109/SPAWC.2017.8227649","DOIUrl":"https://doi.org/10.1109/SPAWC.2017.8227649","url":null,"abstract":"Graph-based random access protocols have emerged as an efficient solution to tackle the medium sharing problem for machine type communications. Their remarkable performance is well-understood for scenarios in which devices communicate with a one-hop receiver devoted to collecting packets. Many practical applications, however, foresee the receiver to also act as sender towards a second-hop terminal. Under a half-duplex operation constraint, the two tasks would typically be fulfilled by means of time sharing, triggering a tradeoff between the amount of collected and transmitted traffic at the intermediate node. In this perspective, the recent rise of effective self-interference cancellation techniques poses the intriguing question of whether and how much a full-duplex receiver could improve performance in such a setting. To cast light on the issue, we refine the asymptotic analysis of successive interference cancellation procedures at the receiver of a graph-based random access scheme. In doing so, we account for the degradation in decoding probability due to residual self-interference when operating in full-duplex mode, and derive a tight lower bound to the achievable packet loss rate. We then analyse the throughput as a function of some key parameters that drive the system, identifying relevant tradeoffs and design hints.","PeriodicalId":295488,"journal":{"name":"2017 IEEE 18th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)","volume":"39 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123511151","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
2017 IEEE 18th International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)
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
现在去查看 取消
×
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:604180095
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