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Online adaptive modulation and coding with support vector machines 支持向量机在线自适应调制与编码
Pub Date : 2010-04-12 DOI: 10.1109/EW.2010.5483527
R. Daniels, R. Heath
Optimizing the performance of adaptive modulation and coding (AMC) in practice has proven challenging. Prior research has struggled to find link quality metrics that are suitable for look-up-tables and simultaneously provide an injective mapping to error rate in wireless links that feature selective channels with hardware nonlinearities and non-Gaussian noise effects. This paper proposes a novel online support vector machine algorithm, compatible with accurate multidimensional link quality metrics, that is able to optimize AMC to the unique (potentially dynamic) hardware characteristics of each wireless device in selective channels. IEEE 802.11n simulations show that our proposed algorithm allows each individual wireless device to optimize the operating point in the rate/reliability tradeoff through frame-by-frame error evaluation. These simulations also show that our algorithm displays identical performance to alternative online AMC algorithms while drastically reducing complexity.
实践证明,优化自适应调制编码(AMC)的性能具有挑战性。先前的研究一直在努力寻找适合于查找表的链路质量度量,同时为具有硬件非线性和非高斯噪声影响的选择性信道的无线链路提供误码率的注入映射。本文提出了一种新的在线支持向量机算法,该算法兼容精确的多维链路质量度量,能够根据可选信道中每个无线设备的独特(可能是动态的)硬件特征对AMC进行优化。IEEE 802.11n仿真表明,我们提出的算法允许每个单独的无线设备通过逐帧误差评估来优化速率/可靠性权衡中的工作点。这些仿真还表明,我们的算法与其他在线AMC算法具有相同的性能,同时大大降低了复杂性。
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引用次数: 46
Parallel low-complexity MIMO detection algorithm using QR decomposition and Alamouti space-time code 基于QR分解和Alamouti空时码的并行低复杂度MIMO检测算法
Pub Date : 2010-04-12 DOI: 10.1109/EW.2010.5483405
Maher Arar, A. Yongaçoğlu
Fourth generation (4G) and beyond-4G wireless standards must support sub-1Gbps data rates with peak bandwidth efficiencies of up to 30 bit/s/Hz. It is widely recognized that the use of multiple antennas on both ends of the wireless link, commonly referred to as MIMO, is the technology that will make this a reality. The problem is that most existing MIMO algorithms are either too complex to be able to support such rates or do not lend themselves to a parallel implementation, a must-have feature that will enable the use of low-power multi-core processors. In this paper we propose a parallel architecture and associated algorithm that has reasonable complexity. Most importantly, the algorithm possesses a performance-on-demand feature that allows for complexity, performance and power consumption to be traded off on a packet-by-packet basis.
第四代(4G)和超越4G的无线标准必须支持低于1gbps的数据速率,峰值带宽效率高达30bit /s/Hz。人们普遍认为,在无线链路的两端使用多个天线(通常称为MIMO)是实现这一目标的技术。问题是,大多数现有的MIMO算法要么太复杂,无法支持这样的速率,要么不适合并行实现,而并行实现是使用低功耗多核处理器必须具备的特性。本文提出了一种具有合理复杂度的并行架构和相关算法。最重要的是,该算法具有按需性能特性,允许在逐个数据包的基础上权衡复杂性、性能和功耗。
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引用次数: 2
Decreasing the MAP overhead in the IEEE 802.16 OFDMA system 减少IEEE 802.16 OFDMA系统的MAP开销
Pub Date : 2010-04-12 DOI: 10.1109/EW.2010.5483393
V. Tykhomyrov, A. Sayenko, O. Puchko, T. Hämäläinen
One of the key performance bottlenecks of existent 802.16 systems is the downlink signalling overhead. It is caused by the MAP messages that carry information on the data burst allocations. To decrease the MAP overhead, the 802.16 standard proposes a few mechanisms, such as the compressed MAP and sub-MAPs. However, similarly to the scheduling discipline, an exact algorithm to construct sub-MAPs is not specified and is left open for alternative implementations. In this paper, we study 802.16 sub-MAPs and propose an algorithm to construct an optimal sub-MAP configuration for the given burst allocations. We show that sub-MAPs can improve the system performance by almost 25%.
现有802.16系统的关键性能瓶颈之一是下行链路信令开销。它是由携带数据突发分配信息的MAP消息引起的。为了减少MAP开销,802.16标准提出了一些机制,例如压缩MAP和子MAP。然而,与调度原则类似,没有指定构造子map的精确算法,并为其他实现保留了开放的空间。本文研究了802.16的子map,并提出了一种算法来构造给定突发分配的最优子map配置。我们发现子map可以将系统性能提高近25%。
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引用次数: 6
Maximum likelihood detection in spatial multiplexing with FBMC 基于FBMC的空间复用最大似然检测
Pub Date : 2010-04-12 DOI: 10.1109/EW.2010.5483520
R. Zakaria, D. L. Ruyet, M. Bellanger
In FBMC transmission systems, the bit rate is maximized when OQAM modulation is employed. One of the characteristics of this modulation is that the received data symbols are accompanied by interference terms, which complicates the application of ML techniques in optimal decoders. Two approaches are proposed to cope with this situation. The first one exploits the MMSE estimation of the interference terms and it introduces no additional delay. In the second one, the interference terms are calculated from past, present and future data symbols, either already decided or estimated. The gains provided by these approaches, with respect to MMSE, are assessed and illustrated by simulation.
在FBMC传输系统中,采用OQAM调制可以使比特率最大化。这种调制的特点之一是接收到的数据符号伴随着干扰项,这使得机器学习技术在最佳解码器中的应用变得复杂。提出了两种方法来应对这种情况。第一种方法利用干扰项的MMSE估计,不引入额外的延迟。在第二种方法中,从过去、现在和未来的数据符号计算干扰项,这些符号要么已经确定,要么已经估计。这些方法提供的增益,相对于MMSE,通过模拟进行评估和说明。
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引用次数: 64
Measurements on HSUPA with uplink diversity reception in indoor environment 室内环境下具有上行分集接收的HSUPA测量
Pub Date : 2010-04-12 DOI: 10.1109/EW.2010.5483483
T. Isotalo, Jukka Lempiäinen
The target of the paper is to study performance of high speed uplink packet access (HSUPA) in indoor environment, applicability of uplink diversity reception for HSUPA, and to provide guidelines for HSUPA coverage planning indoor environment. The single-user measurements show that with the tested antenna configuration without diversity, maximum practical throughput varies between 1.4 and 1.6 Mbps, and it can be achieved when pilot coverage is above -95 dBm. HSUPA was also measured with spatial and polarization diversity reception, and they were noticed to provide about 4.5 dB improvement in uplink reception, providing 20-40 % improvement in HSUPA throughput with pilot coverage below -95 dBm. Diversity reception can provide provide modest gain in system performance, but with planning threshold RSCP > -95 dBm, almost the same performance can be achieved without diversity antennas.
本文的目的是研究高速上行分组接入(HSUPA)在室内环境下的性能,以及上行分集接收对HSUPA的适用性,为HSUPA在室内环境下的覆盖规划提供指导。单用户测量结果表明,在无分集的测试天线配置下,最大实际吞吐量在1.4 ~ 1.6 Mbps之间,当导频覆盖在-95 dBm以上时可以实现。HSUPA还在空间分集和极化分集接收下进行了测试,发现它们在上行接收方面提供了约4.5 dB的改进,在导频覆盖低于-95 dBm时,HSUPA吞吐量提高了20- 40%。分集接收可以提供适度的系统性能增益,但当规划阈值RSCP > -95 dBm时,无需分集天线即可实现几乎相同的性能。
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引用次数: 1
A two-level scheduling algorithm for QoS support in the downlink of LTE cellular networks LTE蜂窝网络下行链路QoS支持的两级调度算法
Pub Date : 2010-04-12 DOI: 10.1109/EW.2010.5483423
G. Piro, L. Grieco, G. Boggia, P. Camarda
Long Term Evolution represents an emerging and promising technology for providing a broadband ubiquitous Internet access. But several aspects have to be considered in order to provide an effective service to users. In particular, in this work, we consider the problem of optimizing the performance of real time downlink communications using a novel two-level scheduling algorithm. The upper level exploits an innovative approach based on discrete-time linear control theory. At the lower level, instead, a maximum throughput scheduler has been properly tailored to our purposes. The performance and the complexity of the proposed scheme have been evaluated theoretically and by using simulations. Both the analyses demonstrate the effectiveness of the proposed approach.
长期演进代表了一种新兴的、有前途的技术,用于提供无处不在的宽带互联网接入。但是,为了向用户提供有效的服务,必须考虑几个方面。特别地,在这项工作中,我们考虑了使用一种新的两级调度算法优化实时下行通信性能的问题。上层采用了一种基于离散时间线性控制理论的创新方法。相反,在较低的级别上,最大吞吐量调度器已经根据我们的目的进行了适当的调整。通过理论和仿真对该方案的性能和复杂度进行了评价。两种分析都证明了所提出方法的有效性。
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引用次数: 74
Energy savings for cellular network with evaluation of impact on data traffic performance 蜂窝网络的节能及其对数据传输性能影响的评估
Pub Date : 2010-04-12 DOI: 10.1109/EW.2010.5483431
K. Dufková, M. Bjelica, B. Moon, L. Kencl, J. Le Boudec
We present a concrete methodology for saving energy in future and contemporary cellular networks. It is based on re-arranging the user-cell association so as to allow shutting down under-utilized parts of the network. We consider a hypothetical static case where we have complete knowledge of stationary user locations and thus the results represent an upper bound of potential energy savings. We formulate the problem as a binary integer programming problem, thus it is NP-hard, and we present a heuristic approximation method. We simulate the methodology on an example real cellular network topology with traffic-and user distribution generated according to recently measured patterns. Further, we evaluate the energy savings, using realistic energy profiles, and the impact on the user-perceived network performance, represented by delay and throughput, at various times of day. The general findings conclude that up to 50% energy may be saved in less busy periods, while the performance effects remain limited. We conclude that practical, real-time user-cell re-allocation methodology, taking into account user mobility predictions, may thus be feasible and bring significant energy savings at acceptable performance impact.
我们提出了在未来和当代蜂窝网络中节约能源的具体方法。它基于重新安排用户单元关联,以便允许关闭网络中未充分利用的部分。我们考虑一个假设的静态情况,其中我们完全了解固定用户的位置,因此结果代表了潜在节能的上限。我们将该问题表述为二进制整数规划问题,因此它是np困难的,并且我们提出了一种启发式逼近方法。我们在一个实际蜂窝网络拓扑上模拟了该方法,该拓扑具有根据最近测量的模式生成的流量和用户分布。此外,我们使用实际的能源概况来评估节能,以及在一天的不同时间对用户感知的网络性能(由延迟和吞吐量表示)的影响。总的结论是,在不太繁忙的时期,最多可以节省50%的能源,而对性能的影响仍然有限。我们得出的结论是,考虑到用户移动性预测,实用的实时用户单元重新分配方法可能是可行的,并在可接受的性能影响下带来显著的能源节约。
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引用次数: 103
Power consumption in wireless access network 无线接入网的功耗
Pub Date : 2010-04-12 DOI: 10.1109/EW.2010.5483506
M. Deruyck, W. Vereecken, E. Tanghe, W. Joseph, M. Pickavet, L. Martens, P. Demeester
The power consumption of wireless access networks will become an important issue in the coming years. In this paper the power consumption of base stations for mobile WiMAX, fixed WiMAX and UMTS is modelled. This power consumption is evaluated in relation to the coverage. For a physical bit rate of 2 Mbps, a power consumption of approximately 5600 W and a range of 1 km is obtained with UMTS. Fixed WiMAX covers 70 % and mobile WiMAX only 40 % of this range. However, fixed and mobile WiMAX consume roughly 50 % less than UMTS. In a suburban area and for a physical bitrate of 2 Mbps, fixed WiMAX base stations consume approximately 6 W per user, mobile WiMAX base stations 17 W per user, and UMTS base stations 5 W per user. The power consumption of these wireless access networks is compared with other access network technologies and research challenges concerning these access networks are presented.
无线接入网络的功耗将成为未来几年的一个重要问题。本文对移动WiMAX、固定WiMAX和UMTS的基站功耗进行了建模。此功耗是根据覆盖范围进行评估的。对于2 Mbps的物理比特率,使用UMTS可获得约5600 W的功耗和1公里的范围。固定WiMAX覆盖70%的范围,而移动WiMAX仅覆盖40%的范围。然而,固定和移动WiMAX的消耗比UMTS大约少50%。在郊区,对于物理比特率为2mbps的情况,固定WiMAX基站每用户消耗约6w,移动WiMAX基站每用户消耗17w, UMTS基站每用户消耗5w。对无线接入网的功耗与其他接入网技术进行了比较,并提出了无线接入网的研究挑战。
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引用次数: 55
A cluster formation protocol for cognitive radio ad hoc networks 认知无线电自组织网络的集群形成协议
Pub Date : 2010-04-12 DOI: 10.1109/EW.2010.5483442
Alfred Asterjadhi, N. Baldo, M. Zorzi
In this paper we present a solution for the realization of large Cognitive Radio Networks. The solution features a spectrum-aware neighbor discovery and clustering scheme that works in conjunction with a network coded cognitive control channel in order to allow Cognitive Radio devices to opportunistically access the unused spectrum. We evaluate the performance of the proposed solution with respect to the characteristics of the formed clusters as well as the reliability of the dissemination of the control information within the cluster.
本文提出了一种实现大型认知无线网络的解决方案。该解决方案具有频谱感知的邻居发现和聚类方案,该方案与网络编码的认知控制通道相结合,以允许认知无线电设备机会地访问未使用的频谱。我们根据所形成的集群的特征以及集群内控制信息传播的可靠性来评估所提出的解决方案的性能。
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引用次数: 39
Co-channel co-existence study of outdoor macrocell and indoor femtocell users 室外宏基站和室内飞基站用户同信道共存研究
Pub Date : 2010-04-12 DOI: 10.1109/EW.2010.5483420
P. Pirinen
Femtocell concept is gaining popularity as a promising way to improve resource reuse and thereby system capacity. This paper addresses a co-existence scenario where outdoor macrocell users and indoor femtocell users are located in close proximity. Impact of macro- and femtocells originated co-channel interference to the desired femto- and macrocell uplink is evaluated by means of outage probability and achievable throughput, varying key system parameters. The numerical results show that the desired femtolink is robust against interference. It is interfered almost equally by other femtocells and by the macrocell whereas the desired macrolink is mainly constrained by interference from other macrocell links.
Femtocell概念作为一种改善资源重用从而提高系统容量的有前途的方法而越来越受欢迎。本文讨论了室外宏基站用户和室内飞基站用户距离很近的共存场景。宏基站和飞基站产生的同信道干扰对期望的飞基站和宏基站上行链路的影响通过中断概率和可实现吞吐量、不同的关键系统参数来评估。数值结果表明,所设计的飞链路具有较强的抗干扰能力。它几乎同样受到其他飞细胞和宏细胞的干扰,而所需的宏链路主要受到其他宏细胞链路的干扰。
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引用次数: 16
期刊
2010 European Wireless Conference (EW)
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