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Characterizing User Activity in WiFi Networks: University Campus and Urban Area Case Studies 表征WiFi网络中的用户活动:大学校园和城市地区的案例研究
L. Oliveira, K. Obraczka, A. Rodríguez
In this paper we investigate and characterize user activity in WiFi networks by analyzing and comparing the behavior of users that connect to two public WiFi networks, one of them deployed in a University campus and the other in a major urban area. We characterize WiFi network user activity based on two main features, namely: time users stay connected to Access Points and Access Point load. Overall, the main contributions of our work are as follows: (1) to the best of our knowledge, this is the first study comparing user activity in two different scenarions, i.e., a University campus WiFi network and an urban WiFi network; (2) our results validate previously observed characteristics of user behavior in WiFi networks, as well as unveil new behavior patterns, such as the fact that users on campus tend to stay connected to the network for longer periods of time when compared to users in an urban area; and (3) our work is the first study to formally test and validate the hypothesis that association times in WiFi networks follows a power law and to estimate the power-law's tail index.
在本文中,我们通过分析和比较连接到两个公共WiFi网络的用户的行为来调查和表征WiFi网络中的用户活动,其中一个部署在大学校园,另一个部署在主要城市地区。我们基于两个主要特征来描述WiFi网络用户活动,即:用户与接入点保持连接的时间和接入点负载。总体而言,我们工作的主要贡献如下:(1)据我们所知,这是第一个比较大学校园WiFi网络和城市WiFi网络两种不同场景下用户活动的研究;(2)我们的研究结果验证了之前在WiFi网络中观察到的用户行为特征,并揭示了新的行为模式,例如,与城市地区的用户相比,校园用户倾向于保持更长时间的网络连接;(3)我们的工作是第一个正式检验和验证WiFi网络中关联时间遵循幂律的假设,并估计幂律的尾部指数的研究。
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引用次数: 16
Examining Relationships Between 802.11n Physical Layer Transmission Feature Combinations 研究802.11n物理层传输特征组合之间的关系
A. Abedi, Tim Brecht
To increase throughput the 802.11n standard introduced several physical layer transmission features including a short guard interval wider channels, and MIMO. Since obtaining peak throughput depends on choosing the combination of physical layer features (configuration) best suited for the channel conditions, the large number of configurations greatly complicates the decision. A deeper understanding of relationships between configurations under a variety of channel conditions should simplify the choices and improve the performance of algorithms selecting configurations. Examples of such algorithms include: rate and channel width adaptation, frame aggregation, and MIMO setting optimization. We propose a methodology for assessing the possibility of accurate estimation of the frame error rate (FER) of one configuration from the FER of another. Using devices that support up to 3 spatial streams (96 configurations), we conduct experiments under a variety of channel conditions to quantify relationships between configurations. We find that interesting relationships exist between many different configurations. Our results show that in 6 of the 7 scenarios studied at most five configurations are required to accurately estimate the error rate of all remaining 91 configurations and in the other scenario at most 15 configurations are required. Although we show that these relationships may change over time, perhaps most surprising is that relationships have been found over periods of up to one hour. These findings suggest optimization algorithms should not need to measure the FER of many configurations, but instead can sample a small subset of configurations to accurately estimate the FER of other configurtions. To demonstrate this possibility, we make simple modifications to the Minstrel HT rate adaptation algorithm to exploit relationships and observe improvements in throughput of up to 28%.
为了提高吞吐量,802.11n标准引入了几个物理层传输特性,包括短保护间隔、更宽的信道和MIMO。由于获得峰值吞吐量取决于选择最适合信道条件的物理层特征(配置)的组合,因此大量配置使决策变得非常复杂。更深入地了解各种信道条件下配置之间的关系,可以简化选择并提高算法选择配置的性能。这种算法的示例包括:速率和信道宽度自适应、帧聚合和MIMO设置优化。我们提出了一种方法来评估从一种配置的帧错误率(FER)准确估计另一种配置的帧错误率(FER)的可能性。使用支持多达3个空间流(96种配置)的设备,我们在各种通道条件下进行实验,以量化配置之间的关系。我们发现许多不同构型之间存在着有趣的关系。我们的结果表明,在研究的7个场景中,有6个场景最多需要5个配置才能准确估计其余91个配置的错误率,而在另一个场景中,最多需要15个配置。虽然我们表明这些关系可能会随着时间的推移而改变,但也许最令人惊讶的是,这种关系在长达一个小时的时间内被发现。这些发现表明,优化算法不需要测量许多配置的FER,而是可以对一小部分配置进行采样,以准确估计其他配置的FER。为了证明这种可能性,我们对Minstrel HT速率自适应算法进行了简单的修改,以利用关系并观察到吞吐量提高高达28%。
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引用次数: 15
Normalization of Application Performance in IEEE 802.11 Networks IEEE 802.11网络中应用性能的规范化
Joseph D. Beshay, R. Prakash, A. Francini
The IEEE 802.11 standards define a distributed scheme for Wi-Fi access points and stations to fairly share the wireless medium. Even if fully standard-compliant, Wi-Fi devices from different vendors have implementation differences that lead to disparities in their ability to access the medium. Erratic upper-layer behaviors become manifest when devices that exhibit such disparities inter-operate within one network. In this paper we show examples of those behaviors based on common use cases. We find that a primary cause of performance inconsistency for most network applications is the uneven ability of different IEEE 802.11 devices to access the shared medium for transmission of TCP acknowledgments, further aggravated by the excessive size of the buffers where those packets are queued before transmission. We devise and validate in a real network an effective solution for Linux hosts that is based on the link-layer priorities of IEEE 802.11e. This solution allows researchers conducting Wi-Fi experiments to collect device-independent results, and application providers to guarantee a consistent experience to their users across different devices.
IEEE 802.11标准为Wi-Fi接入点和站点定义了一种分布式方案,以公平地共享无线媒体。即使完全符合标准,来自不同供应商的Wi-Fi设备也存在实现差异,从而导致其访问媒体的能力存在差异。当表现出这种差异的设备在一个网络内互操作时,不稳定的上层行为就会变得明显。在本文中,我们展示了基于常见用例的这些行为的示例。我们发现,大多数网络应用程序性能不一致的主要原因是不同的IEEE 802.11设备访问共享介质以传输TCP确认的能力不均衡,而传输前这些数据包排队的缓冲区过大则进一步加剧了这一问题。我们设计并验证了一个基于IEEE 802.11e的链路层优先级的Linux主机的有效解决方案。该解决方案允许进行Wi-Fi实验的研究人员收集与设备无关的结果,应用程序提供商可以确保不同设备的用户获得一致的体验。
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引用次数: 2
Experimental Validation of a Distributed Self-Configured 6TiSCH with Traffic Isolation in Low Power Lossy Networks 低功耗网络中具有业务隔离的分布式自配置6TiSCH的实验验证
Fabrice Théoleyre, Georgios Z. Papadopoulos
Time Slotted Channel Hopping (TSCH) is among the proposed Medium Access Control (MAC) layer protocols of the IEEE 802.15.4-2015 standard for low-power wireless communications in Internet of Things (IoT). TSCH aims to guarantee high network reliability by exploiting channel hopping and keeping the nodes time-synchronized at the MAC layer. In this paper, we focus on the traffic isolation issue, where several clients and applications may cohabit under the same wireless infrastructure without impacting each other. To this end, we present an autonomous version of 6TiSCH where each device uses only local information to select their timeslots. Moreover, we exploit 6TiSCH tracks to guarantee flow isolation, defining the concept of shared (best-effort) and dedicated (isolated) tracks. Our thorough experimental performance evaluation campaign, conducted over the open and large scale FIT IoT-LAB testbed (by employing the OpenWSN), highlight the interest of this solution to provide reliability and low delay while not relying on any centralized component.
时隙信道跳频(TSCH)是IEEE 802.15.4-2015标准中提出的用于物联网(IoT)低功耗无线通信的介质访问控制(MAC)层协议之一。TSCH的目的是通过利用信道跳变和在MAC层保持节点时间同步来保证网络的高可靠性。在本文中,我们关注的是流量隔离问题,其中多个客户端和应用程序可以在相同的无线基础设施下共存,而不会相互影响。为此,我们提出了一个自主版本的6TiSCH,其中每个设备仅使用本地信息来选择它们的时隙。此外,我们利用6TiSCH轨道来保证流隔离,定义了共享(尽力而为)和专用(隔离)轨道的概念。我们在开放和大规模的FIT IoT-LAB测试平台(通过使用OpenWSN)上进行了彻底的实验性能评估活动,突出了该解决方案在不依赖任何集中组件的情况下提供可靠性和低延迟的兴趣。
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引用次数: 40
Coverage Properties of One-Dimensional Infrastructure-Based Wireless Networks 一维基础设施无线网络的覆盖特性
K. P. Naveen, Anurag Kumar
We consider an infrastructure-based wireless network comprising two types of nodes, namely, relays and sinks. The relay nodes are used to extend the network coverage by providing multi-hop paths to the sink nodes that are connected to a wireline infrastructure. Restricting to the one-dimensional case, our objective is to characterize the fraction of covered region for given densities of sink and relay nodes. We first compare and contrast our infrastructure-based model with the traditional setting, where a point is said to be covered if it simply lies within the range of some node. Then, drawing an analogy between the connected components of the network and the busy periods of an M / D /∞ queue, and using renewal theoretic arguments we obtain an explicit expression for the average vacancy (which is the complement of coverage). We also compute an upper bound for vacancy by introducing the notion of left-coverage (i.e., {coverage by a node from the left}). We prove a lower bound by coupling our model with an independent-disk model, where the sinks' coverage regions are independent and identically distributed. Through numerical work, we study the problem of minimizing network deployment cost subject to a constraint on the average vacancy. We also conduct simulations to understand the properties of a general notion of coverage, obtained by introducing hop-counts into the definition.
我们考虑一个基于基础设施的无线网络,包括两种类型的节点,即中继和接收器。中继节点通过向连接到有线基础设施的汇聚节点提供多跳路径来扩展网络覆盖范围。限制在一维情况下,我们的目标是表征给定密度的sink和relay节点的覆盖区域的比例。我们首先将基于基础设施的模型与传统设置进行比较和对比,在传统设置中,如果一个点仅仅位于某个节点的范围内,则认为它被覆盖了。然后,将网络的连通部分类比为M / D /∞队列的繁忙时段,并利用更新理论论证,得到了平均空位(即覆盖的补)的显式表达式。我们还通过引入左覆盖的概念(即{一个节点从左边覆盖})来计算空位的上界。我们通过将模型与独立盘模型耦合证明了一个下界,其中汇的覆盖区域是独立且同分布的。通过数值计算,研究了在平均空位约束下网络部署成本最小化的问题。我们还进行了模拟,以了解通过在定义中引入跳数获得的覆盖的一般概念的属性。
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引用次数: 2
Use of Optimization Models for Resource Allocation in Wireless Ad-Hoc and Sensor Networks 无线自组网和传感器网络中资源分配优化模型的应用
K. Leung
Optimization models and techniques are often used to achieve efficient allocation of limited network resources to competing demands in communication networks. In this talk, the speaker will give a brief overview of distributed optimization theory, including convex optimization problems for which iterative solution techniques exist and converge. The well-known Transport Control Protocol (TCP) is shown to be equivalent a distributed solution that achieves the optimal allocation of bandwidth in communication networks. As for wireless ad-hoc and sensor networks, each link capacity depends on the transmission power of other links due to co-channel interference. In addition, the quality of multimedia services supported by these networks cannot be represented by a concave function of the amount of allocated bandwidth. These factors unfortunately make the resource allocation problem for the wireless networks become a non-convex optimization problem. New distributed solution techniques will be presented to solve these problems and numerical examples will also be provided. This talk will also consider the in-network data processing in wireless sensor networks where data are aggregated (fused) along the way they are transferred toward the end user. It will be shown that finding the optimal solution for the distributed processing problem is NP-hard, but for specific parameter settings, the problem can lead to a distributed framework for achieving the optimal tradeoff between communications and computation costs. Future work on integrating data or signal processing techniques with the distributed solution framework will be discussed.
在通信网络中,为了将有限的网络资源有效地分配给竞争需求,通常采用优化模型和技术。在这次演讲中,主讲人将简要概述分布式优化理论,包括迭代解决技术存在和收敛的凸优化问题。众所周知的传输控制协议(TCP)是一种在通信网络中实现最优带宽分配的分布式解决方案。对于无线自组网和传感器网络,由于同信道干扰,每条链路的容量取决于其他链路的传输功率。此外,这些网络所支持的多媒体服务的质量不能用已分配带宽的凹函数来表示。这些因素使得无线网络的资源分配问题成为一个非凸优化问题。本文将提出新的分布式求解技术来解决这些问题,并提供数值实例。本演讲还将考虑无线传感器网络中的网络内数据处理,在无线传感器网络中,数据在向最终用户传输的过程中被聚合(融合)。我们将看到,找到分布式处理问题的最优解是np困难的,但对于特定的参数设置,该问题可以导致一个分布式框架,以实现通信和计算成本之间的最佳权衡。将讨论将数据或信号处理技术与分布式解决方案框架集成的未来工作。
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引用次数: 0
Control-theoretic Scalable Device-to-Device Offloading System for Video Streaming Services 视频流服务的控制理论可扩展设备到设备卸载系统
Gi Seok Park, Wan Kim, Hwangjun Song
This work presents a control-theoretic scalable device-to-device offloading system that provides seamless video streaming services to clients by effectively offloading parts of the video traffic to D2D networks in order to alleviate the cellular network traffic load. In the proposed system, the main functionalities of the content centric networking (CCN) technology are employed to simultaneously download the video content from multiple wireless networks. A two-stage PID-based LTE traffic controller is proposed to determine the amount of traffic to be offloaded to the D2D network among the cellular operator, the D2D servers, and the D2D clients. The proposed system is fully implemented using a CCNx open source and C/C++. Experimental results are provided to demonstrate the performance improvement of the proposed system.
这项工作提出了一个控制理论的可扩展设备到设备的卸载系统,通过有效地将部分视频流量卸载到D2D网络,为客户端提供无缝视频流服务,以减轻蜂窝网络流量负载。在该系统中,利用内容中心网络(CCN)技术的主要功能,同时从多个无线网络下载视频内容。提出了一种基于两阶段id的LTE流量控制器,用于确定蜂窝运营商、D2D服务器和D2D客户端之间要卸载到D2D网络的流量。该系统使用CCNx开源和C/ c++完全实现。实验结果证明了该系统的性能改进。
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引用次数: 0
Updating Wireless Signal Map with Bayesian Compressive Sensing 基于贝叶斯压缩感知的无线信号映射更新
Bo Yang, Suining He, S. Chan
In a wireless system, a signal map shows the signal strength at different locations termed reference points (RPs). As access points (APs) and their transmission power may change over time, keeping an updated signal map is important for applications such as Wi-Fi optimization and indoor localization. Traditionally, the signal map is obtained by a full site survey, which is time-consuming and costly. We address in this paper how to efficiently update a signal map given sparse samples randomly crowdsourced in the space (e.g., by signal monitors, explicit human input, or implicit user participation). We propose Compressive Signal Reconstruction (CSR), a novel learning system employing Bayesian compressive sensing (BCS) for online signal map update. CSR does not rely on any path loss model or line of sight, and is generic enough to serve as a plug-in of any wireless system. Besides signal map update, CSR also computes the estimation error of signals in terms of confidence interval. CSR models the signal correlation with a kernel function. Using it, CSR constructs a sensing matrix based on the newly sampled signals. The sensing matrix is then used to compute the signal change at all the RPs with any BCS algorithm. We have conducted extensive experiments on CSR in our university campus. Our results show that CSR outperforms other state-of-the-art algorithms by a wide margin (reducing signal error by about 30% and sampling points by 20%).
在无线系统中,信号图显示了称为参考点(rp)的不同位置的信号强度。由于接入点(ap)及其传输功率可能随时间而变化,因此保持更新的信号图对于Wi-Fi优化和室内定位等应用非常重要。传统的信号图是通过全面的现场调查获得的,这既耗时又昂贵。我们在本文中讨论了如何有效地更新给定空间中随机众包的稀疏样本的信号映射(例如,通过信号监视器,显式人工输入或隐式用户参与)。本文提出了一种新的学习系统——压缩信号重建(CSR),该系统采用贝叶斯压缩感知(BCS)来在线更新信号映射。CSR不依赖于任何路径损失模型或视线,并且足够通用,可以作为任何无线系统的插件。除了信号映射更新之外,CSR还根据置信区间计算信号的估计误差。CSR用核函数对信号的相关性进行建模。利用它,CSR基于新采样的信号构建感知矩阵。然后使用传感矩阵计算任意BCS算法在所有rp处的信号变化。我们在大学校园进行了广泛的企业社会责任实验。我们的结果表明,CSR在很大程度上优于其他最先进的算法(减少约30%的信号误差和20%的采样点)。
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引用次数: 18
Matrix: Multihop Address Allocation and Dynamic Any-to-Any Routing for 6LoWPAN 矩阵:6LoWPAN的多跳地址分配和动态任意到任意路由
B. Peres, O. A. D. O. Souza, B. P. Santos, Edson Roteia Araujo Junior, Olga Goussevskaia, M. Vieira, L. Vieira, A. Loureiro
Standard routing protocols for IPv6 over Low power Wireless Personal Area Networks (6LoWPAN) are mainly designed for data collection applications and work by establishing a tree-based network topology, which enables packets to be sent upwards, from the leaves to the root, adapting to dynamics of low-power communication links. The routing tables in such unidirectional networks are very simple and small since each node just needs to maintain the address of its parent in the tree, providing the best-quality route at every moment. In this work, we propose Matrix, a platform-independent routing protocol that utilizes the existing tree structure of the network to enable reliable and efficient any-to-any data traffic. Matrix uses hierarchical IPv6 address assignment in order to optimize routing table size, while preserving bidirectional routing. Moreover, it uses a local broadcast mechanism to forward messages to the right subtree when persistent node or link failures occur. We implemented Matrix on TinyOS and evaluated its performance both analytically and through simulations on TOSSIM. Our results show that the proposed protocol is superior to available protocols for 6LoWPAN, when it comes to any-to-any data communication, in terms of reliability, message efficiency, and memory footprint.
IPv6 over Low power Wireless Personal Area Networks (6LoWPAN)的标准路由协议主要是为数据采集应用而设计的,它通过建立基于树的网络拓扑来工作,使数据包能够从叶子向上发送到根,以适应低功耗通信链路的动态变化。这种单向网络中的路由表非常简单和小,因为每个节点只需要在树中维护其父节点的地址,随时提供最佳质量的路由。在这项工作中,我们提出了Matrix,这是一种独立于平台的路由协议,它利用现有的网络树结构来实现可靠和高效的任意对任意数据流量。矩阵使用分层IPv6地址分配,以优化路由表的大小,同时保持双向路由。此外,当发生持久节点或链路故障时,它使用本地广播机制将消息转发到正确的子树。我们在TinyOS上实现了Matrix,并在TOSSIM上通过分析和仿真对其性能进行了评估。我们的结果表明,当涉及到任意对任意数据通信时,在可靠性、消息效率和内存占用方面,所提出的协议优于6LoWPAN的可用协议。
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引用次数: 19
Theoretical Interference Analysis of Inter-vehicular Communication at Intersection with Power Control 基于功率控制的交叉口车辆间通信理论干扰分析
Tatsuaki Kimura, H. Saito
Interference problems caused by congestion of vehicles at intersections or on highways may significantly affect vehicle-to-vehicle (V2V) communications, especially for active-safety assistance systems due to the importance of emergency information. In this paper, we propose a theoretical interference model of V2V communications at an intersection that uses transmission power control method. To evaluate and address the interference problem at an intersection, we derived an analytical expression of the outage probability of a typical vehicle at an intersection and provide guidelines for an optimal power control method, which cannot be obtained through simulations. We model the location of vehicles in queueing segments and running segments separately and analyze their interference based on a stochastic geometry approach. In our model, a simple power control method is used: the transmission power of each vehicle is determined by the status of the vehicle, i.e., stopping or running. By changing the transmission power of vehicles in queueing segments, we can mitigate the interference received at vehicles running closer to an intersection. By using the theoretical results, we obtain an optimal power control method, which can balance the trade-off between the outage probabilities of vehicles in queueing segments and running segments. We validated our analytical results and the effect of the power control on V2V communications through numerical experiments.
由于紧急信息的重要性,十字路口或高速公路上车辆拥堵造成的干扰问题可能会严重影响车对车(V2V)通信,特别是主动安全辅助系统。本文提出了一种采用传输功率控制方法的交叉口V2V通信的理论干扰模型。为了评估和解决交叉口干扰问题,我们推导了典型车辆在交叉口停电概率的解析表达式,并为无法通过仿真得到的最优功率控制方法提供了指导。本文分别对车辆在排队段和行驶段中的位置进行建模,并基于随机几何方法分析它们之间的干扰。在我们的模型中,采用了一种简单的功率控制方法:每辆车的传输功率由车辆的状态决定,即停车或行驶。通过改变排队段中车辆的传输功率,可以减轻靠近交叉口的车辆接收到的干扰。利用理论结果,得到了一种最优的功率控制方法,该方法能够平衡车辆在排队段和运行段停机概率之间的权衡。通过数值实验验证了分析结果以及功率控制对V2V通信的影响。
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引用次数: 16
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Proceedings of the 19th ACM International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems
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