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2008 Information Theory and Applications Workshop最新文献

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Buffering requirements for variable-iterations LDPC decoders 可变迭代LDPC解码器的缓冲要求
Pub Date : 2008-08-15 DOI: 10.1109/ITA.2008.4601025
S. L. Sweatlock, S. Dolinar, K. Andrews
Low-density parity-check (LDPC) decoders, like iterative decoders for other block codes, can be designed to stop after a variable number of iterations, dependent on the difficulty of decoding particular noisy received words, also called frames. The number of iterations the decoder spends on a given frame determines both the probability of successful decoding, and the time expended. But whereas the speed of an LDPC decoder without a buffer is determined by its most difficult frames, the speed of a variable-iterations decoder with sufficient buffering approaches that determined by frames of average difficulty. It is relatively straightforward to analyze this as a D/G/1 queuing problem combined with empirically measured probability distributions of iteration counts for specific LDPC codes. Our analysis parallels that of other researchers, e.g., (J. Vogt and A. Finger, 2001), (G. Bosco et al., 2005), (M. Rovini and A. Martinez, 2007), and examines the resulting implications on LDPC decoder design choices. We find that a buffer large enough to hold only B = 2 or 3 additional frames is sufficient to achieve near optimal performance. We prove a strong monotonicity condition: not only does a variable-iterations decoder with buffer size B +1 frames outperform one with buffer size B in terms of average error rate, every single frame is guaranteed to receive at least as many iterations from the decoder with the larger buffer, if needed. Significantly, at low error rates, a variable-iterations decoder with buffer size B can keep pace with an input data rate B +1 times faster than a fixed-iterations decoder with the same processing speed.
低密度奇偶校验(LDPC)解码器,像其他块码的迭代解码器一样,可以设计为在可变次数的迭代后停止,这取决于解码特定噪声接收字(也称为帧)的难度。解码器在给定帧上花费的迭代次数决定了成功解码的概率和所花费的时间。但是,没有缓冲区的LDPC解码器的速度是由其最困难的帧决定的,而具有足够缓冲方法的可变迭代解码器的速度是由平均难度的帧决定的。将此分析为D/G/1排队问题并结合特定LDPC代码的迭代计数的经验测量概率分布是相对直接的。我们的分析与其他研究人员的分析相似,例如(J. Vogt和A. Finger, 2001), (G. Bosco等人,2005),(M. Rovini和A. Martinez, 2007),并检查了LDPC解码器设计选择的结果含义。我们发现一个足够大的缓冲区只容纳B = 2或3个额外的帧足以实现接近最佳的性能。我们证明了一个强单调性条件:就平均错误率而言,缓冲区大小为B +1帧的可变迭代解码器不仅优于缓冲区大小为B的解码器,而且如果需要,每一帧都保证从具有较大缓冲区的解码器接收至少相同次数的迭代。值得注意的是,在低错误率下,缓冲区大小为B的可变迭代解码器可以比具有相同处理速度的固定迭代解码器以快1倍的速度跟上输入数据速率B +1。
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引用次数: 9
Adaptive rateless coding under partial information 部分信息下的自适应无速率编码
Pub Date : 2008-08-15 DOI: 10.1109/ITA.2008.4601012
S. Agarwal, A. Hagedorn, A. Trachtenberg
We present novel rateless codes that generalize and outperform LT codes (with respect to overall communication and computation complexity) when some input symbols are already available at the decoding host. This case can occur in data synchronization scenarios, or where feedback is provided or can be inferred from transmission channel models. We provide analysis and experimental evidence of this improvement, and demonstrate the efficiency of the new code through implementation on highly constrained sensor devices.
我们提出了一种新的无速率码,当一些输入符号在解码主机上已经可用时,它可以推广并优于LT码(就整体通信和计算复杂性而言)。这种情况可能发生在数据同步场景中,或者在提供反馈或可以从传输通道模型推断的情况下。我们提供了这种改进的分析和实验证据,并通过在高度受限的传感器设备上实现证明了新代码的效率。
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引用次数: 12
The application of distributed spectrum sensing and available resource maps to cognitive radio systems 分布式频谱感知和可用资源图在认知无线电系统中的应用
Pub Date : 2008-08-15 DOI: 10.1109/ITA.2008.4601095
C. da Silva, W. Headley, J. Reed, Youping Zhao
In order for cognitive radio systems to fulfill their potential of enabling more efficient spectrum utilization by means of opportunistic spectrum use, significant advances must be made in the areas of spectrum sensing and ldquocognitiverdquo spectrum access. In this paper, we discuss two research efforts relevant to these areas; namely the development of distributed (cyclic feature-based) spectrum sensing algorithms and of available resource maps-based cognitive radio systems. It is shown that distributed spectrum sensing is a practical and efficient approach to increase the probability of signal detection and correct modulation classification and/or to reduce sensitivity requirements of individual radios. Additionally, numerical results are presented that show significant reduction of harmful interference and greater spectrum utilization efficiency of available resource maps-based cognitive radio systems.
为了使认知无线电系统发挥其潜力,通过机会性频谱使用实现更有效的频谱利用,必须在频谱感知和ldco认知频谱接入领域取得重大进展。在本文中,我们讨论了与这些领域相关的两个研究成果;即分布式(基于循环特征的)频谱感知算法和基于可用资源地图的认知无线电系统的发展。结果表明,分布式频谱感知是一种实用而有效的方法,可以提高信号检测和正确调制分类的概率,并/或降低单个无线电的灵敏度要求。此外,数值结果表明,基于可用资源图的认知无线电系统显著减少了有害干扰,提高了频谱利用效率。
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引用次数: 18
Layered source-channel coding: A distortion-diversity perspective 分层源信道编码:失真分集的观点
Pub Date : 2008-08-15 DOI: 10.1109/ITA.2008.4601050
Sheng Jing, Lizhong Zheng, M. Médard
Source-channel coding in time-varying channels without perfect side information at the transmitter suffers from uncertainty which may not always be averaged out. In channel coding, a main approach to address such uncertainty has been the outage formulation. In source coding, the main approaches to deal with such uncertainty have been multiple description coding (MDC) and successive refinement (SR). In this paper, we consider layered source-channel coding schemes relying on the MDC technique, originally proposed by Laneman et al, and the SR technique. We introduce the concept of distortion-diversity tradeoff, akin to the rate-diversity tradeoff, to consider the performance of these schemes. Our distortion-diversity perspective sheds some light on the performance comparison between various source-channel coding approaches in different operation regions.
在时变信道中,在发射机没有完美的侧信息时,源信道编码受到不确定性的影响,这种不确定性可能并不总是被平均掉。在信道编码中,解决这种不确定性的主要方法是中断公式。在源编码中,处理这种不确定性的主要方法是多重描述编码(MDC)和逐次细化(SR)。在本文中,我们考虑了依赖于由Laneman等人最初提出的MDC技术和SR技术的分层源信道编码方案。我们引入了失真分集权衡的概念,类似于速率分集权衡,来考虑这些方案的性能。我们从失真分集的角度比较了在不同的操作区域中不同的信源信道编码方法的性能。
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引用次数: 1
Joint multi-cell processing for downlink channels with limited-capacity backhaul 有限容量回程下行信道的联合多小区处理
Pub Date : 2008-08-15 DOI: 10.1109/ITA.2008.4601071
S. Shamai, O. Simeone, O. Somekh, H. Poor
Multicell processing in the form of joint encoding for the downlink of a cellular system is studied under the realistic assumption that the base stations (BSs) are connected to a central unit via finite-capacity links (finite-capacity backhaul). Three scenarios are considered that present different trade-offs between global processing at the central unit and local processing at the base stations and different requirements in terms of codebook information (CI) at the BSs: 1) local encoding with CI limited to a subset of nearby BSs; 2) mixed local and central encoding with only local CI; 3) central encoding with oblivious cells (no CI). Three transmission strategies are proposed that provide achievable rates for the considered scenarios. Performance is evaluated in asymptotic regimes of interest (high backhaul capacity and extreme signal-to-noise ratio, SNR) and further corroborated by numerical results. The major finding of this work is that central encoding with oblivious cells is a very attractive option for both ease of implementation and performance, unless the application of interest requires high data rate (i.e., high SNR) and the backhaul capacity is not allowed to increase with the SNR. In this latter cases, some form of CI at the BSs becomes necessary.
本文研究了蜂窝系统下行链路联合编码形式的多蜂窝处理,该多蜂窝处理假设基站通过有限容量链路(有限容量回程)连接到一个中心单元。考虑了三种情况,在中央单元的全局处理和基站的本地处理之间存在不同的权衡,以及在BSs的码本信息(CI)方面的不同要求:1)本地编码,CI仅限于附近BSs的子集;2)局部和中心混合编码,只有局部CI;3)中枢编码与遗忘细胞(无CI)。提出了三种传输策略,为所考虑的场景提供可实现的速率。性能在渐近状态下进行评估(高回程容量和极端信噪比,SNR),并通过数值结果进一步证实。这项工作的主要发现是,使用无关单元的中心编码在易于实现和性能方面是一个非常有吸引力的选择,除非感兴趣的应用需要高数据速率(即高信噪比),并且回程容量不允许随着信噪比的增加而增加。在后一种情况下,需要在BSs处进行某种形式的CI。
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引用次数: 28
On the Gaussian K-description problem under symmetric distortion constraints 对称畸变约束下的高斯k -描述问题
Pub Date : 2008-08-15 DOI: 10.1109/ITA.2008.4601081
C. Tian, S. Mohajer, S. Diggavi
We consider multiple description (MD) coding for the Gaussian source under the symmetric mean squared error distortion constraints. With focus on the three description problem, we provide inner and outer bounds for the rate region, between which the gap can be bounded by some small constants. At the heart of this result is a novel lower bound for the sum rate, which is derived through generalization of the well-known bounding technique by Ozarow. In contrast to the original method, we expand the probability space by more than one (instead of only one) random variable, and further impose a particular Markov structure on them. The outer bound is then established by applying this technique to several bounding planes of the rate region. For the inner bound, we consider a simple scheme of combining successive refinement coding and lossless multilevel diversity coding (MLD). Both the inner and outer bounds can be written as the intersection of ten half spaces with matching normal directions, and thus can be easily compared. The small gap between them, where the boundary of the MD rate region clearly resides, suggests the surprising competitiveness of this simple achievability scheme. The geometric structure of the MLD rate region provides important guidelines as to the normal directions of the outer bound hyperplanes, which demonstrates an intimate connection between MD and MLD coding. These results can be generalized and improved in various ways which are also discussed.
研究了对称均方误差失真约束下高斯源的多重描述编码。针对三个描述问题,我们给出了速率区域的内外边界,两者之间的间隙可以用一些小常数来限定。这个结果的核心是一个新的和速率的下界,它是通过推广著名的Ozarow的边界技术推导出来的。与原始方法相比,我们将概率空间扩展为多个(而不是只有一个)随机变量,并进一步在它们上施加特定的马尔可夫结构。然后将该技术应用于速率区域的几个边界面,建立了外边界。对于内界,我们考虑了一种简单的结合连续细化编码和无损多电平分集编码的方案。内界和外界都可以写成十个具有匹配法线方向的半空间的交点,因此可以很容易地进行比较。它们之间的小差距(MD率区域的边界明显存在)表明,这种简单的可实现方案具有惊人的竞争力。MLD速率区域的几何结构为外界超平面的法线方向提供了重要的指导,证明了MD和MLD编码之间的密切联系。这些结果可以用各种方法加以推广和改进。
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引用次数: 0
The marginal utility of cooperation in sensor networks 传感器网络中合作的边际效用
Pub Date : 2008-08-15 DOI: 10.1109/ITA.2008.4601058
Yu-Ching Tong, G. Pottie
We present arguments that a small number of sensors within the network provide most of the utility. That is, cooperation of more than a small number of nodes has little benefit. We present two scenarios. In the first scenario, all sensors provide identical utility, and their utilities are aggregated sequentially. The second scenario is sensor fusion with signal strength decreasing with distance. In that scenario the source is at the origin and the sensors are distributed, either uniformly or according to a planar standard normal distribution. We also vary the total number of sensors distributed in both scenarios to observe the utility/density trade off. Localization using the Fisher information as the utility metric is used to demonstrate that few sensors are sufficient to derive most of the utility out of the sensor network. Simulation results back up an order statistics analysis of the behavior. The implication is that while co-operation is useful for some objectives such as combating fading and uncertainty of individual sensors, it is inefficient as a mean to increase the utility of a sensor network if the best sensorpsilas utility is significantly short of the desired utility.
我们提出的论点是,网络中的少数传感器提供了大部分效用。也就是说,超过少量节点的合作几乎没有好处。我们提出两种情况。在第一个场景中,所有传感器提供相同的效用,它们的效用按顺序聚合。第二种情况是信号强度随距离减小的传感器融合。在这种情况下,源位于原点,传感器分布均匀或按照平面标准正态分布。我们还改变了两种场景中分布的传感器总数,以观察效用/密度的权衡。使用Fisher信息作为效用度量的定位用于证明少量传感器足以从传感器网络中获得大部分效用。仿真结果支持对该行为的有序统计分析。这意味着,虽然合作对于某些目标是有用的,例如对抗衰落和单个传感器的不确定性,但如果最佳传感器效用显著低于期望效用,那么作为增加传感器网络效用的手段,合作是低效的。
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引用次数: 2
Dynamic rate allocation in fading multiple access channels 衰落多址信道中的动态速率分配
Pub Date : 2008-08-15 DOI: 10.1109/ITA.2008.4601054
Ali ParandehGheibi, A. Eryilmaz, A. Ozdaglar, M. Médard
We consider the problem of rate allocation in a fading Gaussian multiple-access channel (MAC) with fixed transmission powers. Our goal is to maximize a general concave utility function of transmission rates over the throughput capacity region. In contrast to earlier works in this context that propose solutions where a potentially complex optimization problem must be solved in every decision instant, we propose a low-complexity approximate rate allocation policy and analyze the effect of temporal channel variations on its utility performance. To the best of our knowledge, this is the first work that studies the tracking capabilities of an approximate rate allocation scheme under fading channel conditions. We build on an earlier work to present a new rate allocation policy for a fading MAC that implements a low-complexity approximate gradient projection iteration for each channel measurement, and explicitly characterize the effect of the speed of temporal channel variations on the tracking neighborhood of our policy. We further improve our results by proposing an alternative rate allocation policy for which tighter bounds on the size of the tracking neighborhood are derived. These proposed rate allocation policies are computationally efficient in our setting since they implement a single gradient projection iteration per channel measurement and each such iteration relies on approximate projections which has polynomial-complexity in the number of users.
研究了固定传输功率的衰落高斯多址信道(MAC)中的速率分配问题。我们的目标是最大化吞吐量容量区域内传输速率的一般凹效用函数。在此背景下,早期的研究提出了一个必须在每个决策时刻解决潜在复杂优化问题的解决方案,与此相反,我们提出了一个低复杂性的近似速率分配策略,并分析了时间信道变化对其效用性能的影响。据我们所知,这是第一个研究衰落信道条件下近似速率分配方案的跟踪能力的工作。我们在早期工作的基础上提出了一种用于衰落MAC的新的速率分配策略,该策略为每个信道测量实现了低复杂度的近似梯度投影迭代,并明确表征了时间信道变化速度对我们策略的跟踪邻域的影响。我们进一步改进了我们的结果,提出了另一种费率分配策略,该策略导出了跟踪邻域大小的更严格界限。这些建议的速率分配策略在我们的设置中具有计算效率,因为它们每个通道测量实现单个梯度投影迭代,并且每个迭代依赖于用户数量具有多项式复杂度的近似投影。
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引用次数: 6
Capacity limits and performance results for frequency-hop transmission over partial-band noise channels 部分频带噪声信道上跳频传输的容量限制和性能结果
Pub Date : 2008-08-15 DOI: 10.1109/ITA.2008.4601060
M. Pursley, T. Royster
Capacity limits and throughput results are evaluated for slow frequency-hop transmission over channels in which the bandwidth of the partial-band noise may vary but the total power in the noise is constant. The system employs orthogonal modulation, noncoherent demodulation, and error-control coding with iterative decoding. We find that the capacity limits for the system and the performance results for turbo product codes and low-density parity-check codes show that the throughput can be a nonmonotonic function of the bandwidth of the partial-band noise. We discuss how such nonmonotonicity affects the design of adaptive-rate coding systems.
对于部分频带噪声的带宽可能变化但噪声中的总功率恒定的信道上的慢频跳传输,对容量限制和吞吐量结果进行了评估。该系统采用正交调制、非相干解调、错控编码和迭代译码。我们发现系统的容量限制以及涡轮积码和低密度奇偶校验码的性能结果表明,吞吐量可以是部分频带噪声带宽的非单调函数。讨论了这种非单调性如何影响自适应速率编码系统的设计。
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引用次数: 0
Beamforming in wireless relay networks 无线中继网络中的波束形成
Pub Date : 2008-08-15 DOI: 10.1109/ITA.2008.4601040
Yindi Jing, H. Jafarkhani
This paper is on relay beamforming in wireless networks, in which the receiver has perfect information of all channels and each relay knows its own channels. Instead of the commonly used total power constraint on relays and the transmitter, we use a more practical assumption that every node in the network has its own power constraint. A two-step amplify-and-forward protocol with beamforming is used, in which the transmitter and relays are allowed to adaptively adjust their transmit power and directions according to available channel information. The optimal beamforming problem is solved analytically. The complexity of finding the exact solution is linear in the number of relays. Our results show that the transmitter should always use its maximal power and the optimal power used at a relay is not a binary function. It can take any value between zero and its maximum transmit power. Also, interestingly, this value depends on the quality of all other channels in addition to the relaypsilas own ones. Despite this coupling fact, distributive strategies are proposed in which, with the aid of a low-rate broadcast from the receiver, a relay needs only its own channel information to implement the optimal power control. Simulated performance shows that network beamforming achieves full diversity and outperforms other existing schemes.
本文研究无线网络中的中继波束形成问题,在无线网络中,接收机拥有所有信道的完备信息,每个中继都知道自己的信道。我们没有使用通常使用的中继和发射机的总功率约束,而是使用了一个更实际的假设,即网络中的每个节点都有自己的功率约束。采用带波束成形的两步放大转发协议,允许发射机和中继根据可用信道信息自适应调整发射功率和方向。对最优波束形成问题进行了解析求解。找到精确解的复杂程度与继电器的数量成线性关系。结果表明,发射机应始终使用其最大功率,而继电器的最优功率不是二元函数。它可以取0和最大发射功率之间的任何值。此外,有趣的是,这个值取决于所有其他频道的质量,除了中继者自己的频道。尽管存在这种耦合,但本文提出了一种分配策略,在接收端低速率广播的帮助下,中继只需要自己的信道信息来实现最优功率控制。仿真结果表明,该网络波束形成方案实现了完全的分集,优于现有的其他方案。
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引用次数: 10
期刊
2008 Information Theory and Applications Workshop
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