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2017 IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN)最新文献

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Field trial of the 3.5 GHz citizens broadband radio service governed by a spectrum access system (SAS) 频谱接入系统(SAS)管理的3.5 GHz市民宽带无线电业务现场试验
Pub Date : 2017-03-06 DOI: 10.1109/DySPAN.2017.7920760
M. Palola, M. Höyhtyä, Pekka Aho, M. Mustonen, Tero Kippola, Marjo Heikkilä, Seppo Yrjölä, Vesa Hartikainen, L. Tudose, Arto Kivinen, R. Ekman, Juhani Hallio, J. Paavola, Marko Mäkeläinen, T. Hänninen
In this paper, we describe a spectrum access system (SAS) based Citizens Broadband Radio Service (CBRS) field trial using a live LTE network in the 3.5 GHz band. The latest WInnForum specification guided the implementation of the relevant protocols for SAS operation. Here, we evaluate the performance of a CBRS field trial by using one of the most important performance indicators in a spectrum sharing scenario — the evacuation time. It indicates how rapidly the secondary user relinquishes the shared spectrum band to the primary user. Following the applied protocols, we measure and analyze the time scales for the evacuation and frequency change procedures in a field trial environment. Our work shows that the set time limits for the protection of primary users against interference are realistic when using commercially available mobile networks and equipment. Finally, utilizing knowledge of the latest base station models, we propose ways to reduce the evacuation and reconfiguration time by up to 70%.
在本文中,我们描述了一种基于频谱接入系统(SAS)的公民宽带无线电业务(CBRS)现场试验,该试验使用3.5 GHz频段的实时LTE网络。最新的WInnForum规范指导了SAS操作相关协议的实现。在这里,我们通过使用频谱共享场景中最重要的性能指标之一-疏散时间来评估CBRS现场试验的性能。它表示备用用户将共享频段让与主用户的速度。根据应用方案,我们测量和分析了现场试验环境中疏散和频率变化程序的时间尺度。我们的工作表明,当使用商用移动网络和设备时,保护主要用户免受干扰的设定时间限制是现实的。最后,利用最新基站模型的知识,我们提出了减少疏散和重新配置时间高达70%的方法。
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引用次数: 50
USRP N210 demonstration of wideband sensing and blind hierarchical modulation classification 宽带传感和盲分层调制分类的USRP N210演示
Pub Date : 2017-03-06 DOI: 10.1109/DySPAN.2017.7920748
M. Laghate, S. Chaudhari, D. Cabric
Blind modulation classification problem is particularly difficult when the exact frequency band of the signal is unknown since the modulation classifiers require accurate estimates of the signal parameters such as center frequency, bandwidth, and SNR. In this work, we demonstrate a hierarchical classification tree that filters and classifies a received signal as AM, FM, 4/16/64-QAM, 2/4/8-PAM, 4/8/16-PSK, DSSS, and FSK. Coarse estimates of signal parameters are obtained from energy detection and are refined using cyclostationary estimators. Cumulants and cyclostationarity are used to classify AM and FM while a reduced complexity Kuiper test is used for differentiating modulation level for QAM, PAM, and PSK. The effects of multipath are countered using a blind equalizer. The classifier is implemented in C++ using GNURadio libraries and is demonstrated using a USRP N210.
当信号的确切频带未知时,盲调制分类问题尤其困难,因为调制分类器需要准确估计信号参数,如中心频率、带宽和信噪比。在这项工作中,我们展示了一种分层分类树,该树过滤并分类接收到的信号为AM, FM, 4/16/64-QAM, 2/4/8-PAM, 4/8/16-PSK, DSSS和FSK。从能量检测中得到信号参数的粗估计,并使用循环平稳估计器进行细化。累积量和循环平稳性用于对AM和FM进行分类,而降低复杂度的Kuiper测试用于区分QAM, PAM和PSK的调制水平。使用盲均衡器来抵消多径的影响。该分类器使用GNURadio库在c++中实现,并使用USRP N210进行演示。
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引用次数: 10
Context-aware cognitive radio using deep learning 使用深度学习的情境感知认知无线电
Pub Date : 2017-03-06 DOI: 10.1109/DySPAN.2017.7920784
Francisco Paisana, Ahmed A. S. Seleim, Maicon Kist, Pedro Alvarez, J. Tallon, Christian Blümm, André Puschmann, L. Dasilva
This paper describes the design, experimental assessmant and Software Defined Radio (SDR) implementation of a Secondary User (SU) link for the IEEE DySPAN Challenge 2017. The objective is to successfully discern the behavior of and coexist with a Primary User (PU), whose channel access patterns vary over time. For that end, we utilize sensing, deep learning and dynamic optimization.
本文介绍了用于IEEE DySPAN挑战赛2017的辅助用户(SU)链路的设计、实验评估和软件定义无线电(SDR)实现。目标是成功地识别主用户(PU)的行为并与之共存,主用户的通道访问模式随时间而变化。为此,我们利用传感、深度学习和动态优化。
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引用次数: 29
Electrosense: Crowdsourcing spectrum monitoring Electrosense:众包频谱监测
Pub Date : 2017-03-06 DOI: 10.1109/DySPAN.2017.7920766
Bertold Van den Bergh, D. Giustiniano, Héctor Cordobés, Markus Fuchs, Roberto Calvo-Palomino, S. Pollin, Sreeraj Rajendran, Vincent Lenders
We present Electrosense: a distributed, collaborative and low-cost wireless spectrum monitoring solution which is deployed on a large scale. The proposed framework provides tools to enable and promote a crowdsourced open spectrum monitoring platform for wide area deployments. The collected spectrum data is stored and processed in the backend which can be easily retrieved by the users through an open API. The framework also allows using various signal processing algorithms deployed on the sensors as well as in the backend. These algorithms provide statistics on spectrum usage, collaborative spectrum data decoding, help in applications like anomaly detection and localization. The goal of the demo is to introduce the framework, show the infrastructure already deployed, how to join the network and demo a few built-in applications.
我们提出了Electrosense:一种大规模部署的分布式、协作和低成本无线频谱监测解决方案。提出的框架提供了工具,以实现和促进用于广域部署的众包开放频谱监测平台。采集到的频谱数据在后端进行存储和处理,用户可以通过开放的API轻松检索。该框架还允许使用部署在传感器和后端上的各种信号处理算法。这些算法提供频谱使用统计,协同频谱数据解码,有助于异常检测和定位等应用。演示的目的是介绍框架,展示已经部署的基础设施,如何加入网络并演示一些内置应用程序。
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引用次数: 10
Deep architectures for modulation recognition 调制识别的深度体系结构
Pub Date : 2017-03-06 DOI: 10.1109/DySPAN.2017.7920754
Nathan E. West, Tim O'Shea
We survey the latest advances in machine learning with deep neural networks by applying them to the task of radio modulation recognition. Results show that ratio modulation recognition is not limited by network depth and further work should focus on improving learned synchronization and equalization. Advances in these areas will likely come from novel architectures designed for these tasks or through novel training methods.
我们通过将深度神经网络应用于无线电调制识别任务来研究机器学习的最新进展。结果表明,比例调制识别不受网络深度的限制,进一步的工作应集中在改进学习同步和均衡。这些领域的进步可能来自为这些任务设计的新架构或通过新的训练方法。
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引用次数: 303
Modulation recognition with GNU radio, keras, and HackRF 使用GNU无线电、keras和HackRF进行调制识别
Pub Date : 2017-03-06 DOI: 10.1109/DySPAN.2017.7920747
Jack L. Ziegler, Robert T. Arn, W. Chambers
Recognition and classification of the modulation format of received signals in real time is a challenging but necessary task for the intelligence community. Without prior knowledge of the received data, such as power, frequency, and phase, coupled with real-world concerns such as signal degradation and interference, the task of reconstructing the sent information is made even more complex. Our approach for classifying modulation types of live over-the-air signals, a precursor step to demodulation, involves using software defined radio plus two simple and inexpensive transceivers to train a series of neural networks over a set of three data types.
对接收信号的调制格式进行实时识别和分类是一项具有挑战性但又十分必要的任务。如果事先不知道接收到的数据,如功率、频率和相位,再加上现实世界的问题,如信号退化和干扰,重建发送信息的任务变得更加复杂。我们对实时无线信号的调制类型进行分类的方法,是解调的先驱步骤,包括使用软件定义的无线电加上两个简单而廉价的收发器,在一组三种数据类型上训练一系列神经网络。
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引用次数: 10
A cognitive radio TV prototype for effective TV spectrum sharing 一种有效电视频谱共享的认知无线电电视原型
Pub Date : 2017-03-06 DOI: 10.1109/DYSPAN.2017.7920765
Davis Rempe, M. Snyder, Andrew Pracht, A. Schwarz, Tri Nguyen, Mitchel Vostrez, Zhongyuan Zhao, M. Vuran
With the next-generation over-the-air (OTA) TV standard, Advanced Television Systems Committee (ATSC) 3.0, TV receiver feedback via broadband or dedicated radio channel will become a standard feature. Real-time TV receiver feedback potentially allows secondary users to access active TV channels without interfering with TV users, which would bring 6–10-fold data rate increase on top of the current TV white-space (TVWS) policy in many metropolitan areas, where a few TVWS channels are available. This demonstration is a proof of concept prototype implementation of a cognitive radio TV (CR-TV) set that allows for dynamic usage of underutilized TV spectrum bands. The demonstration will show the main system capabilities of watching broadcast television, determining unused TV bands in a neighborhood through a spectrum database, and transmitting a custom ATSC signal on the optimal unused channel. Additionally, the system ensures the precedence of licensed users by quickly evacuating channels that are taken by a primary user and finding the next most optimal channel, causing minimal interference. The primary user assisted secondary spectrum access could substantially alleviate the spectrum shortage in areas with the highest wireless traffic volume. In addition, to the best of our knowledge, the demonstration provides the first USRP implementation of an ATSC transmitter, which can benefit the community.
随着下一代无线电视(OTA)标准,先进电视系统委员会(ATSC) 3.0,通过宽带或专用无线电频道的电视接收器反馈将成为标准功能。实时电视接收器反馈可能允许辅助用户在不干扰电视用户的情况下访问活动电视频道,这将在目前的电视白色空间(TVWS)政策的基础上带来6 - 10倍的数据速率提高,在许多大都市地区,只有少数电视白色空间频道可用。该演示是认知无线电电视(CR-TV)装置的概念验证原型实现,该装置允许动态使用未充分利用的电视频段。演示将展示观看广播电视的主要系统功能,通过频谱数据库确定附近未使用的电视频段,并在最佳未使用的频道上传输自定义ATSC信号。此外,该系统通过快速疏散主用户占用的通道并找到下一个最优通道来确保许可用户的优先级,从而将干扰降到最低。主用户辅助二次频谱接入可以大大缓解无线通信量最大地区的频谱短缺问题。此外,据我们所知,该演示提供了ATSC发射机的第一个USRP实现,这可以使社区受益。
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引用次数: 8
Phasma: An automatic modulation classification system based on Random Forest 相位:一种基于随机森林的自动调制分类系统
Pub Date : 2017-03-06 DOI: 10.1109/DySPAN.2017.7920749
Kostis Triantafyllakis, M. Surligas, George Vardakis, Stefanos Papadakis
We propose an architecture that incorporates an automatic modulation classification (AMC) mechanism, assisted by Random Forest machine learning (ML) classifiers. Using this architecture we are able to distinguish a variety of digital and analog modulation schemes under various SNR environments.
我们提出了一个包含自动调制分类(AMC)机制的架构,并辅以随机森林机器学习(ML)分类器。使用这种架构,我们能够在各种信噪比环境下区分各种数字和模拟调制方案。
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引用次数: 20
Sharing under licensed shared access in a live LTE network in the 2.3–2.4 GHz band end-to-end architecture and compliance results 在2.3-2.4 GHz频段端到端架构的实时LTE网络中,在许可的共享访问下进行共享,并获得合规性结果
Pub Date : 2017-03-06 DOI: 10.1109/DySPAN.2017.7920759
D. Guiducci, C. Carciofi, V. Petrini, S. Pompei, Jesus Llorente Santos, Vicent Ferrer Guasch, J. Costa-Requena, Eva Spina, Giuseppe De Sipio, D. Massimi, D. Spoto, Fabrizio Amerighi, Tommaso Magliocca, H. Kokkinen, P. Chawdhry, Luigi Ardito, Seppo Yrjölä, Vesa Hartikainen, L. Tudose, Pierre-Jean Müller, M. Gianesin, Fausto Grazioli, Donatella Caggiati
This paper presents the world's first technical and regulatory pilot on Licensed Shared Access (LSA) in the 3GPP Band 40, i.e. 2.3–2.4 GHz band, enacted in Italy to delve deeper on the role that spectrum sharing has for efficient use of spectrum. The Italian Administration, in collaboration with the Joint Research Centre of the European Commission and the support of a consortium of industrial partners, has been the first in the world to promote and organize a LSA pilot on a large scale to verify both the technical feasibility and regulatory compliance of this technique applied to a real, live LTE network. The paper firstly introduces the pilot architecture and configuration and describes the sharing framework in the Italian scenario, then key measurements results are presented. The pilot implements a distributed control architecture in compliance with CEPT and ETSI provisions. Measurement results show the sharing based on LSA is feasible to provide mobile broadband services in the 2300–2400 MHz band without detriment to incumbent services.
本文介绍了世界上第一个3GPP频段40(即2.3-2.4 GHz频段)授权共享接入(LSA)的技术和监管试点,该试点在意大利实施,旨在更深入地研究频谱共享对频谱有效利用的作用。意大利政府与欧洲委员会联合研究中心合作,在一个工业伙伴联盟的支持下,在世界上率先推动和组织了大规模的LSA试验,以验证将该技术应用于实际的LTE网络的技术可行性和法规遵从性。本文首先介绍了试点的体系结构和配置,描述了意大利场景下的共享框架,然后给出了关键的测量结果。该试点项目实施了符合CEPT和ETSI规定的分布式控制体系结构。实测结果表明,在不影响现有业务的情况下,基于LSA的共享在2300 ~ 2400 MHz频段内提供移动宽带业务是可行的。
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引用次数: 18
IEEE 802.11af-based baseband IC prototype enabling compact and low power consumption TV white-spaces devices 基于IEEE 802.11af的基带IC原型,支持紧凑和低功耗的电视空白空间设备
Pub Date : 2017-03-06 DOI: 10.1109/DySPAN.2017.7920753
T. Matsumura, Kazuo Ibuka, K. Ishizu, H. Murakami, F. Kojima, H. Harada
Since the FCC stated a policy on unlicensed use of the TV white-spaces (TVWS) in November 2008, a number of countries and regions have studied utilization of the TVWS, and some communication systems using the TVWS have been globally discussed and standardized. It has been three years since the IEEE 802.11af has been standardized, while the IEEE 802.11af-based system is not yet applied for commercial deployment due to some difficulties, such as downsizing and power-saving. An integration of the baseband (BB) signal processing circuit is one of the promising technologies that relieve these concerns as well as conventional communication systems. In this paper, the authors have prototyped the world's first IEEE 802.11af-based BB IC, and developed and characterized a card-type TVWS device with sufficient small size and low power consumption by implementing the prototype BB IC. Transmission spectrum conforms to spectral masks regulated by the Ofcom and the FCC with an output power of +20 dBm and +16 dBm, respectively. Transmission performance was also evaluated and a maximal throughput of about 3.0 Mbit/s was obtained in MCS3. From these results, it was confirmed that the prototype BB IC is substantially operating based on the IEEE 802.11af system and the card-type TVWS device allows practical use in major leading countries.
自美国联邦通信委员会(FCC)于2008年11月发布了一项关于未经许可使用电视空白空间(TVWS)的政策以来,许多国家和地区都对TVWS的利用进行了研究,一些使用TVWS的通信系统已经在全球范围内进行了讨论和标准化。IEEE 802.11af标准化至今已有三年时间,而基于IEEE 802.11af的系统由于存在小型化和节能等困难,尚未应用于商业部署。基带(BB)信号处理电路的集成是一种很有前途的技术,可以缓解这些问题以及传统的通信系统。本文实现了世界上第一个基于IEEE 802.11af的BB IC原型,并通过实现原型BB IC,开发并表征了具有足够小尺寸和低功耗的卡式TVWS设备,传输频谱符合Ofcom和FCC规定的频谱掩模,输出功率分别为+20 dBm和+16 dBm。对MCS3的传输性能进行了评价,最大吞吐量约为3.0 Mbit/s。从这些结果中可以确认,原型BB IC基本上是基于IEEE 802.11af系统运行的,并且卡式TVWS设备可以在主要领先国家实际使用。
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引用次数: 4
期刊
2017 IEEE International Symposium on Dynamic Spectrum Access Networks (DySPAN)
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