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Proceedings of the 16th ACM international conference on Modeling, analysis & simulation of wireless and mobile systems最新文献

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Energy saving strategies in WiFi indoor localization WiFi室内定位中的节能策略
A. Neishaboori, Khaled A. Harras
Despite extensive research on WiFi indoor localization, very few solutions are widely deployed, largely due to their high energy consumption. In this paper, we propose several energy saving strategies with varying localization accuracy and energy consumption tradeoffs in WiFi indoor localization. Instead of localizing every single device, these strategies exploit short range low-power communication technologies, to localize clusters of mobile devices, via a representative cluster head. We propose various cluster head selection algorithms that offer different trade offs between localization accuracy and power consumption. The outcome of this work provides insights into the effectiveness and cost of a particular strategy depending on the needs of the application requiring varying localization service levels.
尽管对WiFi室内定位进行了广泛的研究,但广泛部署的解决方案很少,很大程度上是由于其高能耗。在本文中,我们在WiFi室内定位中提出了几种不同定位精度和能耗权衡的节能策略。这些策略不是定位每一个设备,而是利用短距离低功耗通信技术,通过一个有代表性的集群头来定位移动设备集群。我们提出了各种簇头选择算法,在定位精度和功耗之间提供不同的权衡。这项工作的结果可以根据需要不同本地化服务级别的应用程序的需求,深入了解特定策略的有效性和成本。
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引用次数: 17
Indoor coverage estimation from unreliable measurements using spatial statistics 利用空间统计从不可靠测量中估计室内覆盖
E. Meshkova, Janne Riihijärvi, J. Ansari, P. Mähönen
Estimating the coverage of a wireless network is one of the key problems in network planning and management. In outdoor environments this is usually done using modern network planning tools combined with intensive drive tests. However, in indoor environments the problem is much more difficult. Solutions based on propagation modeling require precise building information for accuracy, and even then their performance is highly varying. Refining such predictions using measurements from mobile terminals is a promising possibility, but is not straightforward due to the noisy and unreliable measurement quality. In this paper we study the performance of spatial statistics techniques for coverage prediction in indoor environments. Using data collected in an indoor testbed with 60 low cost radio receivers, we show that such techniques can yield accurate coverage predictions provided suitable preprocessing and filtering of the data is performed. Further, a simple optimization approach enables high prediction accuracy to be achieved using only a small subset of the available measurement devices. These results are also highly relevant to the minimization of drive tests (MDT) approach currently being developed in 3GPP to enable mobile terminals carry out coverage measurements for wireless networks.
无线网络的覆盖估算是网络规划和管理中的关键问题之一。在室外环境中,通常使用现代网络规划工具结合密集的驱动测试来完成。然而,在室内环境中,这个问题要困难得多。基于传播建模的解决方案需要精确的建筑信息来保证准确性,即使这样,它们的性能也是变化很大的。使用移动终端的测量来改进这种预测是一种很有希望的可能性,但由于噪声和不可靠的测量质量,这不是直截了当的。本文研究了空间统计技术在室内环境下覆盖预测中的性能。使用60个低成本无线电接收机的室内试验台收集的数据,我们表明,如果对数据进行适当的预处理和过滤,这种技术可以产生准确的覆盖预测。此外,一种简单的优化方法使得仅使用可用测量设备的一小部分即可实现高预测精度。这些结果也与3GPP目前正在开发的最小化驱动测试(MDT)方法高度相关,该方法使移动终端能够对无线网络进行覆盖测量。
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引用次数: 8
A process algebraic framework for estimating the energy consumption in ad-hoc wireless sensor networks 一种估算自组织无线传感器网络能量消耗的过程代数框架
L. Gallina, A. Marin, S. Rossi, Tingting Han, M. Kwiatkowska
We present a framework for modelling ad-hoc Wireless Sensor Networks (WSNs) and studying both their connectivity properties and their performances in terms of energy consumption, throughput and other relevant indices. Our framework is based on a probabilistic process calculus where system executions are driven by Markovian probabilistic schedulers, allowing us to translate process terms into discrete time Markov chains (DTMCs) and use the probabilistic model checker PRISM to automatically evaluate/estimate the connectivity properties and the energy costs of the networks. To the best of our knowledge, this is the first work that proposes a unique framework for studying qualitative (e.g., by proving the equivalence of components or the correctness of a behaviour) and quantitative aspects of WSNs using a tool that allows both exact and approximate (via Monte Carlo simulation) analyses. We demonstrate our framework at work by considering different communication strategies based on gossip routing protocols, for a typical topology and a mobility scenario.
我们提出了一个框架来建模自组网无线传感器网络(WSNs),并研究了它们的连接特性以及它们在能耗、吞吐量和其他相关指标方面的性能。我们的框架基于概率过程演算,其中系统执行由马尔可夫概率调度器驱动,允许我们将过程项转换为离散时间马尔可夫链(dtmc),并使用概率模型检查器PRISM自动评估/估计网络的连通性属性和能源成本。据我们所知,这是第一次提出一个独特的框架来研究WSNs的定性(例如,通过证明组件的等效性或行为的正确性)和定量方面,使用允许精确和近似(通过蒙特卡罗模拟)分析的工具。我们通过考虑基于八卦路由协议的不同通信策略,为典型拓扑和移动性场景演示了我们的框架的工作原理。
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引用次数: 5
Cooperative localization revisited: error bound, scaling, and convergence 重新审视协同定位:误差边界、缩放和收敛
S. Shioda, K. Shimamura
Cooperative localization, where sensors exchange the information with each other to determine their locations, has received considerable attention. In this work, we study the cooperative localization in order to investigate several fundamental properties that have not been well addressed so far. We formulate the cooperative localization in a general setting, where a relative or absolute location map is obtained, depending on the number of anchors. The (relative or absolute) location map is the output of an optimization problem, where the objective function is given as a norm of a space where a vector composed of distances between sensors is defined. We show that several error bounds and the estimation bias of the cooperative localization can be obtained by simple arguments (e.g. by using triangle inequality) without specifying the detail of the objective function. Next, we theoretically and numerically verify that the cooperative localization has a preferable scaling property such that the estimation becomes more accurate as sensors are more densely deployed. Finally, we consider the problem that the objective functions used in the cooperative localization are usually multimodal and have a number of local optima and saddle points. We show that the gradient descent algorithm starting from a random prior (initial estimates) often fails to find the optimal solution when the distance measurements between some pair of sensors are not available. We propose a new prior, called shortest-path-distance-based prior, which is very powerful for obtaining accurate estimates even when the distances between some sensor pairs are not measurable.
协作定位,即传感器之间相互交换信息以确定其位置,已经受到了相当多的关注。在这项工作中,我们研究了合作定位,以研究迄今为止尚未很好地解决的几个基本性质。我们在一般情况下制定合作定位,根据锚点的数量获得相对或绝对位置图。(相对或绝对)位置图是优化问题的输出,其中目标函数是作为空间的范数给出的,其中定义了由传感器之间的距离组成的向量。我们证明了在不指定目标函数细节的情况下,可以通过简单的参数(例如使用三角形不等式)获得协作定位的几个误差界和估计偏差。接下来,我们从理论上和数值上验证了协同定位具有较好的缩放特性,使得随着传感器的部署越密集,估计越准确。最后,我们考虑了协同定位中目标函数通常是多模态的,并且具有多个局部最优点和鞍点的问题。我们表明,当某些传感器对之间的距离测量不可用时,从随机先验(初始估计)开始的梯度下降算法往往无法找到最优解。我们提出了一种新的先验,称为基于最短路径距离的先验,即使在某些传感器对之间的距离不可测量的情况下,它对于获得准确的估计也是非常有效的。
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引用次数: 9
A multi-metric routing protocol with service differentiation for cognitive radio ad-hoc networks 认知无线电自组织网络中具有业务差异化的多度量路由协议
Samar Moursi, Mustafa ElNainay
In Cognitive Radio Networks, secondary users are affected by the the activity of primary users on licensed channels. To solve this problem, most routing protocols select the most stable links/channels, or use the minimum delay route and switch to other channels when primary users become active. However, these approaches may lead to competition between the secondary users on the most preferred links/channels which may cause congestion and affect the quality of the transmissions. In this paper, a multi-metric routing protocol with service differentiation is proposed. The main idea is to use different routing metrics for different traffic types to select routes that satisfy the specific requirements of each traffic type and to make load balancing across the network. Simulation results show that, compared to other related approaches, our protocol provides better end-to-end delay and increases the aggregate throughput. It also achieves load balancing across the network.
在认知无线网络中,辅助用户受到授权信道上主用户活动的影响。为了解决这个问题,大多数路由协议选择最稳定的链路/通道,或者使用最小延迟路由,并在主用户活跃时切换到其他通道。然而,这些方法可能导致次要用户在最优选的链路/信道上竞争,从而可能造成拥塞并影响传输质量。提出了一种具有业务差异化的多度量路由协议。其主要思想是针对不同的流量类型使用不同的路由度量,选择满足每种流量类型特定需求的路由,实现跨网络的负载均衡。仿真结果表明,与其他相关方法相比,我们的协议提供了更好的端到端延迟,提高了总吞吐量。它还实现了跨网络的负载均衡。
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引用次数: 13
Algorithms for channel assignment in mobile wireless networks using temporal coloring 使用时间着色的移动无线网络信道分配算法
Feng Yu, A. Bar-Noy, P. Basu, R. Ramanathan
We model the problem of channel assignment in mobile networks as one of temporal coloring (T-coloring), that is, coloring a time-varying graph. In order to capture the impact of channel re-assignments due to mobility, we model the cost of coloring as C + αA, where C is the total number of colors used and A is the total number of color changes, and α is a user-selectable parameter reflecting the relative penalty of channel usage and re-assignments. Using these models, we present several novel algorithms for temporal coloring. We begin by analyzing two simple algorithms called SNAP and SMASH that take diametrically opposite positions on colors vs re-assignments, and provide theoretical results on the ranges of α in which one outperforms the other, both for arbitrary and random time-varying graphs. We then present six more algorithms that build upon each of SNAP and SMASH in different ways. Simulations on random geometric graphs with random waypoint mobility show that the relative cost of the algorithms depends upon the value of α and the transmission range, and we identify precise values at which the crossovers happen.
我们将移动网络中的信道分配问题建模为一个时间着色(t着色)问题,即对时变图进行着色。为了捕捉由于移动而导致的通道重新分配的影响,我们将着色成本建模为C + αA,其中C是使用的颜色总数,A是颜色变化的总数,α是用户可选择的参数,反映了通道使用和重新分配的相对损失。利用这些模型,我们提出了几种新的时间着色算法。我们首先分析两种简单的算法,称为SNAP和SMASH,它们在颜色和重新分配上采取截然相反的立场,并提供关于α范围的理论结果,其中一个优于另一个,无论是对于任意和随机时变图。然后,我们以不同的方式提出了另外六种基于SNAP和SMASH的算法。在具有随机航路点移动的随机几何图上的仿真结果表明,算法的相对代价取决于α值和传输范围,并确定了发生交叉的精确值。
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引用次数: 14
An open source model for the simulation of LTE handover scenarios and algorithms in ns-3 ns-3中LTE切换场景和算法仿真的开源模型
N. Baldo, M. Requena-Esteso, M. Miozzo, R. Kwan
In this paper, we present an open source simulation model for the ns-3 simulator that allows the simulation of LTE handover scenarios, to support the design and evaluation of handover decision algorithms. In addition to the features supported by other publicly available open source LTE simulators, such as mobility, propagation, channel, PHY and MAC modeling, our model provides additional features such as the modeling of the RRC protocol, the MAC random access procedure, and the X2, S1 and S11 interfaces. On top of these features, the LTE handover procedure is modeled, following closely the 3GPP specifications. We present in detail the characteristics of each component of the simulation model, highlighting the modeling assumptions that were made in each case.
在本文中,我们提出了ns-3模拟器的开源仿真模型,该模型允许模拟LTE切换场景,以支持切换决策算法的设计和评估。除了其他公开可用的开源LTE模拟器支持的功能(如移动性、传播、信道、PHY和MAC建模)之外,我们的模型还提供了其他功能,如RRC协议的建模、MAC随机访问过程以及X2、S1和S11接口。在这些功能之上,LTE切换过程被建模,严格遵循3GPP规范。我们详细介绍了仿真模型的每个组件的特征,突出了在每种情况下所做的建模假设。
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引用次数: 40
On radio resource sharing in multi-antenna virtualized wireless networks 多天线虚拟化无线网络中无线电资源共享研究
Xin Wang, P. Krishnamurthy, D. Tipper
Virtualizing wireless networks has the potential to improve resource usage efficiency (system capacity) through spectrum sharing while allowing for isolation between users and customization of applications {9}. In most work related to wireless network virtualization, the sharing of spectrum is considered at the level of chunks of frequency that do not interfere. Such spectrum sharing, where service provider SPA can use the spectrum allocated to SPB when SPB does not use it, results in multiplexing gains improving the resource usage (see for example, [12]). We argue that sharing radio resources that are a function of geography and signal strength, rather than slices of spectrum is also possible. When we consider sharing of radio resources, the transmit power, the interference, and the usage scenario (capabilities/needs of devices) become important in determining what can be shared. In this paper, the potential gain from sharing such radio resources while using MIMO for combating interference and exploiting spatial degrees of freedom is investigated in a two service provider collaboration scenario. The metric used is the capacity of the system (with a large cell and a small cell) as a function of separation distance, transmit power, cell range, and various MIMO settings. We show that radio resource sharing is feasible, but it has implications on isolation between users of different SPs and MIMO settings are an important factor.
虚拟化无线网络有可能通过频谱共享提高资源使用效率(系统容量),同时允许用户之间的隔离和应用程序的定制{9}。在大多数与无线网络虚拟化相关的工作中,频谱的共享是在不干扰的频率块的水平上考虑的。在这种频谱共享中,当SPB不使用时,服务提供商SPA可以使用分配给SPB的频谱,从而获得复用增益,从而提高资源利用率(参见示例,[12])。我们认为,共享无线电资源是地理和信号强度的函数,而不是频谱切片也是可能的。当我们考虑共享无线电资源时,发射功率、干扰和使用场景(设备的能力/需求)在确定可以共享的内容时变得很重要。在本文中,在两个服务提供商协作场景中,研究了在使用MIMO对抗干扰和利用空间自由度的同时共享这些无线电资源的潜在收益。使用的度量是系统的容量(有一个大小区和一个小小区)作为分离距离、发射功率、小区范围和各种MIMO设置的函数。我们表明无线电资源共享是可行的,但它对不同sp用户之间的隔离有影响,MIMO设置是一个重要因素。
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引用次数: 7
On the selection of optimal broadcast schemes in VANETs vanet中最优广播方案的选择
Julio A. Sanguesa, Manuel Fogué, Piedad Garrido, F. Martinez, Juan-Carlos Cano, C. Calafate, P. Manzoni
In Vehicular ad hoc Networks (VANETs), efficient dissemination of messages is a key factor to speed up the development of useful services and applications. In this paper, we propose a novel algorithm that automatically chooses the best dissemination scheme trying to fit the warning message delivery policy to the current characteristics of each specific vehicular scenario. Our mechanism uses as input parameters the vehicular density and the topological characteristics of the environment where the vehicles are located, in order to decide which dissemination scheme to use. Simulation results demonstrate the feasibility of our approach, which is able to support more efficient warning message dissemination in vehicular environments.
在车载自组织网络(VANETs)中,有效的消息传播是加快有用服务和应用开发的关键因素。在本文中,我们提出了一种新的算法,该算法自动选择最佳的传播方案,试图使警告消息传递策略适合每个特定车辆场景的当前特征。我们的机制使用车辆密度和车辆所在环境的拓扑特征作为输入参数,以决定使用哪种传播方案。仿真结果验证了该方法的可行性,能够支持车辆环境下更有效的预警信息传播。
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引用次数: 13
Efficient data aggregation scheduling in wireless sensor networks with multi-channel links 多通道无线传感器网络中的高效数据聚合调度
Miloud Bagaa, M. Younis, N. Badache
In-network data aggregation is often pursued to remove redundancy and correlate the data en-route to the base-station in order to save energy in wireless sensor networks (WSNs). In this paper, we present a novel cross-layer approach for reducing the latency in disseminating aggregated data to the base-station over multi-frequency radio links. Our approach forms the aggregation tree with the objective of increasing the simultaneity of transmissions and reducing buffering delay. Aggregation nodes are picked and time-slots are allocated to the individual sensors so that the most number of ready nodes can transmit their data without delay. Colliding transmissions are avoided by the use of different radio channels. Our approach is validated through simulation and is shown to outperform previously published schemes.
在无线传感器网络(WSNs)中,为了节省能量,通常需要进行网络内数据聚合以消除冗余并将传输到基站的数据关联起来。在本文中,我们提出了一种新的跨层方法,用于减少通过多频无线电链路向基站传播聚合数据的延迟。我们的方法形成聚合树的目的是增加传输的同时性和减少缓冲延迟。选择聚合节点并将时隙分配给各个传感器,以便最多数量的就绪节点可以无延迟地传输数据。通过使用不同的无线电频道,可以避免碰撞传输。我们的方法通过仿真验证,并被证明优于先前发表的方案。
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引用次数: 9
期刊
Proceedings of the 16th ACM international conference on Modeling, analysis & simulation of wireless and mobile systems
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