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Efficient Learning in Stationary and Non-stationary OSA Scenario with QoS Guaranty 具有QoS保证的平稳和非平稳OSA场景下的高效学习
Pub Date : 2017-01-10 DOI: 10.4108/eai.9-1-2017.152098
Navikkumar Modi, P. Mary, C. Moy
In this work, the opportunistic spectrum access (OSA) problem is addressed with stationary and nonstationary Markov multi-armed bandit (MAB) frameworks. We propose a novel index based algorithm named QoS-UCB that balances exploration in terms of occupancy and quality, e.g. signal to noise ratio (SNR) for transmission, for stationary environments. Furthermore, we propose another learning policy, named discounted QoS-UCB (DQoS-UCB), for the non-stationary case. Our contribution in terms of numerical analysis is twofold: i) In stationary OSA scenario, we numerically compare our QoS-UCB policy with an existing UCB1 and also show that QoS-UCB outperforms UCB1 in terms of regret and ii) in non-stationary OSA scenario, numerical results state that proposed DQoS-UCB policy outperforms other simple UCBs and also QoS-UCB policy. To the best of our knowledge, this is the first learning algorithm which adapts to nonstationary Markov MAB framework and also quantifies channel quality information. Received on XXXX; accepted on XXXX; published on XXXX
在这项工作中,利用平稳和非平稳马尔可夫多臂强盗(MAB)框架解决了机会性频谱接入(OSA)问题。我们提出了一种新的基于索引的算法,称为QoS-UCB,它在占用和质量方面平衡了探索,例如在固定环境中传输的信噪比(SNR)。此外,针对非平稳情况,我们提出了另一种学习策略,称为折扣QoS-UCB (DQoS-UCB)。我们在数值分析方面的贡献是双重的:i)在平稳OSA场景中,我们将我们的QoS-UCB策略与现有的UCB1进行了数值比较,并表明QoS-UCB在遗憾方面优于UCB1; ii)在非平稳OSA场景中,数值结果表明,提出的DQoS-UCB策略优于其他简单的ucb和QoS-UCB策略。据我们所知,这是第一个适应非平稳马尔可夫MAB框架并量化信道质量信息的学习算法。XXXX年收到;XXXX日验收;发表于XXXX
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引用次数: 1
A Novel Buffer-Aided Medium Access Control for Multichannel Cognitive Radio Networks 一种新的多信道认知无线网络缓冲辅助介质访问控制
Pub Date : 2017-01-10 DOI: 10.4108/eai.9-1-2017.152096
Mostafa Darabi, B. Maham
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引用次数: 0
Advances on Software Defined Wireless Networking 软件定义无线网络研究进展
Pub Date : 2017-01-10 DOI: 10.4108/eai.9-1-2017.152095
D. Rawat, Min Song, C. Xin
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引用次数: 0
Multiple Interface Scheduling System for HeterogeneousWireless Vehicular Networks: Description and Evaluation 异构无线车载网络多接口调度系统:描述与评价
Pub Date : 2017-01-10 DOI: 10.4108/eai.9-1-2017.152097
Cristian Roman, Peter Ball, Shumao Ou
Reliable wireless communications between vehicles (V2V) and between vehicles and infrastructure (V2I) will play a key role in future transport networks. Where there is overlapping coverage of multiple Radio Access Technologies, with no cooperation between them, a vehicle can use the di ff erent technologies simultaneously. This paper proposes an uplink Multi Interface Scheduling System (MISS) located at an intermediate shim layer on the user side, to achieve e ffi cient bandwidth aggregation, or lower end-to-end packet delay. MISS aims to find all the available networks that can meet multiple criteria based on user preference and required performance. Simulation results show that safety critical tra ffi c can be prioritized where the resources are insu ffi cient for all the services. Video delivery quality is also improved by prioritizing the most important frames. This algorithm is ideally suited to vehicular networks, where delivery of safety tra ffi c and/or video is an essential requirement.
车辆之间(V2V)以及车辆与基础设施之间(V2I)的可靠无线通信将在未来的交通网络中发挥关键作用。在多种无线接入技术重叠覆盖的情况下,车辆可以同时使用不同的技术。本文提出了一种位于用户侧中间层的上行多接口调度系统(MISS),以实现高效的带宽聚合或更低的端到端分组延迟。MISS的目标是根据用户偏好和所需性能找到所有能够满足多个标准的可用网络。仿真结果表明,在资源对所有业务都不够有效的情况下,可以对安全关键流量进行优先排序。通过优先处理最重要的帧,视频传输质量也得到了提高。该算法非常适合车载网络,其中安全交通和/或视频的传输是必不可少的要求。
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引用次数: 3
Software-Defined Management Model for Energy-Aware Vehicular Networks 能源感知车辆网络的软件定义管理模型
Pub Date : 2017-01-10 DOI: 10.4108/eai.9-1-2017.152099
Elif Bozkaya, B. Canberk
This paper investigates the energy efficiency of Road Side Units (RSUs) by proposing a novel flow and energy management model in Software-Defined Networking (SDN)-based vehicular networks. In the considered scenario, high vehicular mobility and limited coverage area of RSUs cause a degradation in Quality of Experience (QoE) of vehicles and this significantly affects the quality of communication by decreasing the percentage of flow satisfied. In addition, the growth in energy consumption of RSUs leads to inefficient network management. Being inspired from SDN, a centralized controller can schedule RSUs by providing a fair share of network resources and reduce the total energy consumption of RSUs by switching on/off. More specifically, in this paper, the controller classifies to vehicles based on QoE and defines unsatisfactory vehicles. Then the controller estimates the right amount of power level of these vehicles to connect a new assigned RSU. In this manner, RSUs can be scheduled by switching on/off so that the growth in energy consumption of RSUs can be managed. The evaluations show that the proposed model provides a better flow satisfied and throughput by guaranteeing energy efficiency in SDN-based vehicular networks.
本文通过在基于软件定义网络(SDN)的车辆网络中提出一种新的流量和能量管理模型来研究路旁单元(rsu)的能源效率。在考虑的场景中,车辆的高机动性和有限的rsu覆盖区域导致车辆的体验质量(QoE)下降,这通过降低流量满足的百分比显着影响通信质量。此外,rsu能耗的增长导致网络管理效率低下。受SDN的启发,集中式控制器可以通过提供公平的网络资源份额来调度rsu,并通过开/关来降低rsu的总能耗。更具体地说,在本文中,控制器根据QoE对车辆进行分类,并定义不满意的车辆。然后,控制器估计这些车辆的合适功率水平,以连接新分配的RSU。通过这种方式,可以通过打开/关闭rsu来调度rsu,从而可以管理rsu能耗的增长。仿真结果表明,该模型在保证sdn网络能源效率的基础上,提供了更好的流量满意度和吞吐量。
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引用次数: 2
Wireless Network Virtualization: Opportunities for Spectrum Sharing in the 3.5GHz Band 无线网络虚拟化:3.5GHz频段频谱共享的机会
Pub Date : 2016-05-30 DOI: 10.4108/eai.12-12-2017.153464
Marcela M. Gomez, M. Weiss
In this paper, we evaluate the opportunities that Wireless Network Virtualization (WNV) can bring for spectrum sharing by focusing on the regulatory framework that has been deployed by the Federal Communications Commission (FCC) for the 3.5GHz band. We pair this innovative regulatory approach with another novel arrangement, Wireless Network Virtualization, and thus assess the resulting opportunities from the perspectives of regulation, technology and economics. To this end, we have established a comprehensive foundation for further exploration and development of virtualized networks that would provide significant opportunities for enabling and enhancing current sharing arrangements.
在本文中,我们通过关注美国联邦通信委员会(FCC)为3.5GHz频段部署的监管框架,评估了无线网络虚拟化(WNV)为频谱共享带来的机会。我们将这种创新的监管方法与另一种新颖的安排无线网络虚拟化结合起来,从而从监管、技术和经济的角度评估由此产生的机会。为此,我们建立了一个全面的基础,以进一步探索和发展虚拟网络,为实现和加强目前的共享安排提供重要机会。
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引用次数: 0
Receiver Design Considerations in Concentration-Encoded Molecular Communication Based on Sampling Rate Selection 基于采样率选择的浓度编码分子通信接收机设计考虑
Pub Date : 2016-05-24 DOI: 10.4108/eai.3-12-2015.2262577
M. Mahfuz
In this position paper, the roles of sampling rate, i.e. alternatively, sampling time, have been investigated in the receiver design of a concentration-encoded molecular communication (CEMC) system. While several signal detection algorithms so far in CEMC are based on uniform sampling of concentration intensity at the RN, this paper presents four new sampling rate selection schemes based on both uniform and nonuniform sampling rates at the RN, which would potentially be useful in designing computationally-efficient CEMC receiver. This paper has mainly focused on reducing the total number of samples that the RN needs to sense and/or process in order to reduce the computational burden of the receiver.
本文研究了采样率(即采样时间)在浓度编码分子通信(CEMC)系统接收机设计中的作用。虽然目前CEMC中的几种信号检测算法都是基于均匀采样的浓度强度,但本文提出了四种基于均匀采样率和非均匀采样率的采样率选择方案,这可能有助于设计计算效率高的CEMC接收机。本文主要侧重于减少RN需要感测和/或处理的样本总数,以减少接收器的计算负担。
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引用次数: 2
Capacity estimates of additive inverse Gaussian molecular channels with relay characteristics 具有中继特性的加性逆高斯分子通道容量估计
Pub Date : 2016-05-24 DOI: 10.4108/eai.3-12-2015.2262539
P. Rana, P. Ghosh, K. Pilkiewicz, E. Perkins, Chris Warner, Michael L. Mayo
Molecular communications is an emergent field that seeks to develop nanoscale communication devices using design principles gleaned from studies of the topology and dynamic properties of biological signaling networks. To understand how these networks function, we must first characterize the functional building blocks that compose them, and the best candidates for those are the topologically distinct subnetworks, or motifs, that appear in a statistically improbable abundance. In transcriptional networks, one of the most prevalent motifs is the feed-forward loop, a three node motif wherein one top-level protein regulates the expression of a target gene either directly or indirectly through an intermediate regulator protein. Currently, no systematic effort has been made to treat an isolated feed-forward loop as a stand-alone signal amplifying/attenuating device and understand its communication capacity in terms of the diffusion of individual molecules. To address this issue, we derive a theorem that estimates the upper and lower bounds of the channel capacity for a relay channel, which structurally corresponds to a feed-forward loop, by using an additive inverse Gaussian noise channel model of protein-ligand binding. Our results are just a first step towards assessing the performance bounds of simplified biological circuits in order to guide the development and optimization of synthetic, bio-inspired devices that can be used as information processing and forwarding units.
分子通信是一个新兴领域,旨在利用从生物信号网络的拓扑和动态特性研究中收集的设计原则来开发纳米级通信设备。为了理解这些网络是如何运作的,我们必须首先描述组成它们的功能构建块,而这些功能构建块的最佳候选者是拓扑上不同的子网络或基序,它们在统计上不太可能大量出现。在转录网络中,最普遍的基序之一是前馈回路,这是一个三节点基序,其中一个顶层蛋白直接或间接地通过中间调节蛋白调节靶基因的表达。目前,还没有系统地将孤立的前馈环路视为独立的信号放大/衰减装置,并根据单个分子的扩散来理解其通信能力。为了解决这个问题,我们推导了一个定理,该定理通过使用蛋白质-配体结合的加性逆高斯噪声通道模型来估计中继通道的通道容量的上界和下界,该通道在结构上对应于前馈环路。我们的研究结果只是评估简化生物电路性能界限的第一步,以指导可用于信息处理和转发单元的合成生物启发设备的开发和优化。
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引用次数: 2
Multiple Access Techniques for Next Generation Wireless: Recent Advances and Future Perspectives 下一代无线多址技术:最新进展和未来展望
Pub Date : 2016-01-19 DOI: 10.4108/eai.19-1-2016.151002
S. Sharma, M. Patwary, S. Chatzinotas
The advances in multiple access techniques has been one of the key drivers in moving from one cellular generation to another. Starting from the first generation, several multiple access techniques have been explored in different generations and various emerging multiplexing/multiple access techniques are being investigated for the next generation of cellular networks. In this context, this paper first provides a detailed review on the existing Space Division Multiple Access (SDMA) related works. Subsequently, it highlights the main features and the drawbacks of various existing and emerging multiplexing/multiple access techniques. Finally, we propose a novel concept of clustered orthogonal signature division multiple access for the next generation of cellular networks. The proposed concept envisions to employ joint antenna coding in order to enhance the orthogonality of SDMA beams with the objective of enhancing the spectral efficiency of future cellular networks.
多址技术的进步是蜂窝技术从一代移动到另一代的关键驱动因素之一。从第一代开始,在不同的代中已经探索了几种多址技术,并且正在研究用于下一代蜂窝网络的各种新兴的多址/多址技术。在此背景下,本文首先对现有的空分多址(SDMA)相关工作进行了详细的综述。随后,重点介绍了各种现有和新兴的多路复用/多址技术的主要特点和缺点。最后,我们提出了下一代蜂窝网络的聚类正交签名分多址的新概念。提出的概念设想采用联合天线编码来增强SDMA波束的正交性,以提高未来蜂窝网络的频谱效率。
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引用次数: 8
Survey on Cloud Radio Access Network 云无线接入网研究进展
Pub Date : 2016-01-19 DOI: 10.4108/eai.19-1-2016.151001
R. Chhatani, A. Cheeran
The existing wireless network will face the challenge of data tsunami in the near future. Densification of network will deal huge data traffic but will increase the interferences and network cost. At the same time, the existing wireless network is underutilized due to dynamic traffic. To deal with this adverse scenario, a change in the current network architecture is required. Based on virtualization, Cloud Radio Access Network (CRAN) was proposed for wireless network. In CRAN the functionality of base station will be distributed into base band unit (BBU) and remote radio heads (RRH) which will achieve benefits of centralization. This paper presents a survey on CRAN centring on optimized resource allocation, energy efficiency and throughput maximization under fronthaul capacity. The existing solution and future opportunities in CRAN are also summarized.
在不久的将来,现有的无线网络将面临数据海啸的挑战。网络的密集化在处理海量数据流量的同时,也会增加干扰和网络成本。同时,由于动态流量的存在,现有的无线网络没有得到充分利用。为了处理这种不利的情况,需要对当前的网络体系结构进行更改。提出了基于虚拟化的云无线接入网(CRAN)。在CRAN中,基站的功能将被分配到基带单元(BBU)和远程无线电头(RRH)中,从而实现集中的好处。本文以前传容量下的资源优化配置、能源效率和吞吐量最大化为中心,对CRAN进行了研究。总结了CRAN现有的解决方案和未来的机会。
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引用次数: 0
期刊
EAI Endorsed Trans. Wirel. Spectr.
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