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2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall)最新文献

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Dynamic Channel Access and Power Control via Deep Reinforcement Learning 基于深度强化学习的动态通道访问和功率控制
Pub Date : 2019-09-01 DOI: 10.1109/VTCFall.2019.8891391
Ziyang Lu, M. C. Gursoy
Efficient use of spectral and energy resources is critical in wireless networks and has been extensively studied in recent years. In particular, dynamic spectrum access and power control have been addressed primarily via optimization and game-theoretic tools. In this paper, motivated by recent advances in machine learning and, more specifically, the success of reinforcement learning for addressing dynamic control problems, we consider deep reinforcement learning to jointly perform dynamic channel access and power control in wireless interference channels. We propose a deep Q-learning model, develop an algorithm, and evaluate the performance considering different utilities and reward mechanisms. We provide comparisons with the optimal centralized strategies that require complete information and use weighted minimum mean square error (WMMSE) based power control and exhaustive search over all channel selection policies. We highlight the performance improvements with power control.
频谱和能量资源的有效利用是无线网络的关键,近年来得到了广泛的研究。特别是,动态频谱接入和功率控制主要通过优化和博弈论工具来解决。在本文中,由于机器学习的最新进展,更具体地说,是强化学习解决动态控制问题的成功,我们考虑深度强化学习在无线干扰信道中联合执行动态信道访问和功率控制。我们提出了一个深度q -学习模型,开发了一个算法,并在考虑不同效用和奖励机制的情况下评估了性能。我们提供了与需要完整信息的最优集中式策略的比较,并使用基于加权最小均方误差(WMMSE)的功率控制和对所有信道选择策略的穷列搜索。我们强调了功率控制方面的性能改进。
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引用次数: 13
Towards GFDM for Handsets - Efficient and Scalable Implementation on a Vector DSP 面向手机的GFDM——在矢量DSP上的高效可扩展实现
Pub Date : 2019-09-01 DOI: 10.1109/VTCFall.2019.8891093
Stefan A. Damjancevic, E. Matús, Dmitry Utyansky, P. V. D. Wolf, G. Fettweis
Generalised frequency division multiplexing (GFDM) is a novel multicarrier waveform with reduced out- of-band emission and peak-to-average-power-ratio compared to orthogonal frequency division multiplexing. Due to these properties, GFDM is regarded a candidate waveform for future wireless communication. However, an implementation that addresses operating conditions of handheld devices has not yet been considered. We propose a software programmable GFDM solution for handheld devices. This paper presents necessary capabilities of a vector DSP implementation to efficiently process GFDM in the context of 5G use cases. We investigate structural properties and numerical precision of the GFDM algorithm, propose a scalable vectorised approach for single instruction multiple data processing, and carry out a performance-cost evaluation. We present our key findings to enable GFDM functionality on handheld user equipment.
广义频分复用(GFDM)是一种新型的多载波波形,与正交频分复用相比,它具有较低的带外发射和峰均功率比。由于这些特性,GFDM被认为是未来无线通信的候选波形。然而,解决手持设备操作条件的实现尚未被考虑。我们提出了一种用于手持设备的软件可编程GFDM解决方案。本文介绍了矢量DSP实现在5G用例背景下有效处理GFDM的必要功能。我们研究了GFDM算法的结构特性和数值精度,提出了一种可扩展的单指令多数据处理矢量化方法,并进行了性能成本评估。我们提出了在手持用户设备上实现GFDM功能的主要发现。
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引用次数: 5
Democratized Radio Tomography: Using Consumer Equipment to See through Walls 大众化的无线电断层扫描:使用消费者设备透视墙壁
Pub Date : 2019-09-01 DOI: 10.1109/VTCFall.2019.8891265
Lucy Bowen, R. Hulbert, Jason Fong, Zachary Rentz, Bruce DeBruhl
Using the variation in RF signals to estimate what is happening in a room, commonly referred to as radio tomography, is a rapidly evolving field. Radio tomography has found numerous applications ranging from security to elder care. Although radio tomography has many applications and considerable research literature, many previous implementations use expensive, specialized test benches with closed source algorithms. In this paper, we demonstrate that high-accuracy radio tomography can be implemented using inexpensive, commodity WiFi equipment and free open-source algorithms. We call this system democratized radio tomography and show how it can be used by a broad population to explore and develop new tomography algorithms. In our system, we use the Nexmon open source firmware patch on a Nexus~5 smartphone to monitor fluctuations in the 5~GHz Wifi channel state information (CSI) from a WiFi access point. We use this signal to train a neural network for reliable classification and noise suppression. We perform two experiments with our system. In the first, we recognize a person walking through a room and identifies them from a set of known test subjects. In the second, we identify if water is running in a bathroom. Our trained neural network distinguishes an individual from other individuals in our test set with 86% accuracy, and could identify if water was running in a bathroom with 85% accuracy. These results are obtained with a laptop and less than $200 of additional equipment.
利用射频信号的变化来估计房间里正在发生的事情,通常被称为无线电断层扫描,是一个快速发展的领域。从安全到老年人护理,无线电断层扫描已经发现了许多应用。尽管射电断层扫描有许多应用和大量的研究文献,但许多以前的实现使用昂贵的专用测试平台和闭源算法。在本文中,我们证明了高精度射电断层扫描可以使用廉价的商品WiFi设备和免费的开源算法来实现。我们称这个系统为大众化的射电断层扫描,并展示了它如何被广泛的人群用来探索和开发新的断层扫描算法。在我们的系统中,我们在Nexus~5智能手机上使用Nexmon开源固件补丁来监控来自Wifi接入点的5~GHz Wifi信道状态信息(CSI)的波动。我们使用这个信号来训练一个神经网络来进行可靠的分类和噪声抑制。我们用我们的系统做了两个实验。在第一个测试中,我们从一组已知的测试对象中识别出一个穿过房间的人。在第二种情况下,我们确定浴室里是否有水。我们训练有素的神经网络将测试集中的个体与其他个体区分开来,准确率为86%,并且可以识别浴室里是否有水,准确率为85%。这些结果是用一台笔记本电脑和不到200美元的额外设备获得的。
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引用次数: 3
RSS-Based Positioning in Distributed Massive MIMO under Unknown Transmit Power and Pathloss Exponent 未知发射功率和路径损耗指数下基于rss的分布式大规模MIMO定位
Pub Date : 2019-09-01 DOI: 10.1109/VTCFall.2019.8891169
K. N. R. S. V. Prasad, V. Bhargava
We consider positioning multiple users si- multaneously in a distributed massive multiple-input multiple-output (MIMO) system from the uplink re- ceived signal strength (RSS) information. The trans- mission power of the users, although available from the telecommunication protocol specifications, is con- sidered unknown due to the uncertainty arising from hardware component losses and/or battery voltage fluctuations. The pathloss exponent is also assumed to be unknown due to environmental fluctuations and/or infrequent calibration campaigns. Taking these con- straints into account, we propose a positioning algo- rithm which uses the concept of differential RSS to handle the transmit power uncertainty and derives a linear least squares solution from the ratio-of-distance estimates, which are in turn obtained by assuming that the pathloss exponent is a uniformly distributed random variable. Numerical studies reveal that the proposed positioning algorithm achieves meter-level accuracy even though the transmit power and the pathloss exponent are unknown. The best localization performance is achieved when the differential RSS is calculated using the remote radio head (RRH) with the lowest RSS as the reference. Also, the observed localization performance is consistent across different pathloss exponent values.
本文考虑在分布式大规模多输入多输出(MIMO)系统中,利用上行接收信号强度(RSS)信息对多个用户进行同步定位。用户的传输功率虽然可从电信协议规范中获得,但由于硬件组件损耗和/或电池电压波动所产生的不确定性,被认为是未知的。由于环境波动和/或不频繁的校准活动,路径损失指数也被假设为未知。考虑到这些约束,我们提出了一种定位算法,该算法使用微分RSS的概念来处理发射功率的不确定性,并从距离比估计中导出线性最小二乘解,而距离比估计又通过假设路径损耗指数是均匀分布的随机变量来获得。数值研究表明,在不知道发射功率和路径损耗指数的情况下,该定位算法仍能达到米级精度。当使用以最低RSS为参考的远程无线电头(RRH)计算差分RSS时,可实现最佳定位性能。此外,观察到的定位性能在不同的路径损失指数值上是一致的。
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引用次数: 5
Energy Efficient Fog RAN (F-RAN) with Flexible BBU Resource Assignment for Latency Aware Mobile Edge Computing (MEC) Services 具有灵活BBU资源分配的高效雾RAN (F-RAN),用于延迟感知移动边缘计算(MEC)服务
Pub Date : 2019-09-01 DOI: 10.1109/VTCFall.2019.8891486
Chi-Hung Lin, Wei-Che Chien, Jen-Yeu Chen, Chin-Feng Lai, H. Chao
Cloud RAN (C-RAN) where Base Band Units (BBUs) are collocated in a computing/processing center remotely away from their correspondent Remote Radio Heads (RRHs) for the efficient resource sharing is the prevailing RAN (Radio Access Network) design for next generation mobile networks. However, in C- RAN, the possible high latency from a RRH to the centralized Cloud BBU pool is not desirable for some latency critical applications. Thus, several local and smaller BBU pools are necessary to be deployed close to the RRHs to constrain the latency. This RAN architecture is so-call Fog RAN (F-RAN). A Mobile Edge Computing (MEC) center can be deployed beside or nearby a F-RAN BBU pool for timely processing. In this paper, we tackle the BBU resource allocation problem (a modified bin packing problem) between the set of RRHs and the set of BBU pools in F-RAN so that only a minimal number of BBU pools, i.e., the bins in a bin packing problem, will be turned on to serve all RRHs and so to save the energy consumption. Also, for the stability and fault tolerance, in addition to saving energy, the proposed algorithms also perform load balancing amid serving BBU pools. Our extensive simulation results show that the proposed scheme for energy efficient BBU resource allocation is able to achieve the goal of saving energy consumption and load balancing.
云RAN (C-RAN)是下一代移动网络的主流RAN(无线接入网)设计,其中基带单元(BBUs)配置在远离其对应的远程无线电头(RRHs)的计算/处理中心,以实现有效的资源共享。然而,在C- RAN中,从RRH到集中式Cloud BBU池可能存在的高延迟对于某些延迟关键型应用程序来说是不可取的。因此,需要在靠近rrh的地方部署几个较小的本地BBU池,以限制延迟。这种RAN架构就是所谓的Fog RAN (F-RAN)。移动边缘计算(MEC)中心可以部署在F-RAN BBU池旁边或附近,以便及时处理。在本文中,我们解决了在F-RAN中,一组rrh和一组BBU池之间的BBU资源分配问题(一个改进的bin packing问题),使得只有最少数量的BBU池,即一个bin packing问题中的bin,会被打开来服务所有的rrh,从而节省能源消耗。此外,为了提高系统的稳定性和容错性,除了节能之外,该算法还可以实现BBU池之间的负载均衡。大量的仿真结果表明,所提出的高效BBU资源分配方案能够达到节能和负载均衡的目的。
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引用次数: 4
Throughput Analysis of Incremental Redundancy Hybrid ARQ for FSO-Based Satellite Systems 基于fso的卫星系统增量冗余混合ARQ吞吐量分析
Pub Date : 2019-09-01 DOI: 10.1109/VTCFall.2019.8891163
Hoang D. Le, V. Mai, Chuyen T. Nguyen, A. Pham
This paper studies the error-control protocol design for free-space optical (FSO) burst transmission in satellite communication systems. Specifically, we model and analyze the throughput performance of LEO-to-ground FSO systems over atmospheric turbulence channels when incremental redundancy hybrid automatic repeat request (IR-HARQ) protocols, which combine rate-compatible punctured convolutional (RCPC) code and sliding window ARQ, are employed. For this purpose, the time-varying behavior of atmospheric turbulence channels is first captured by a finite-state Markov chain. Then, the channel model is used to develop the burst loss model for IR-HARQ in order to analytically derive the system throughput. The results quantitatively show the impact of atmospheric turbulence on the throughput performance and support the optimal selection of system parameters. Monte Carlo simulations are also performed to validate the accuracy of theoretical derivations.
研究了卫星通信系统中自由空间光突发传输的差错控制协议设计。具体来说,我们在大气湍流信道上建模并分析了采用增量冗余混合自动重复请求(IR-HARQ)协议时leo -ground FSO系统的吞吐量性能,该协议结合了速率兼容穿孔卷积(RCPC)编码和滑动窗口ARQ。为此,首先用有限状态马尔可夫链捕获大气湍流通道的时变行为。然后,利用信道模型建立IR-HARQ突发损耗模型,以解析导出系统吞吐量。结果定量显示了大气湍流对吞吐性能的影响,为系统参数的优化选择提供了依据。为了验证理论推导的准确性,还进行了蒙特卡罗模拟。
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引用次数: 12
Wideband SIW Horn Antenna with Phase Correction for New Generation Beam Steerable Arrays 新一代波束可操纵阵列的相位校正宽带SIW喇叭天线
Pub Date : 2019-09-01 DOI: 10.1109/VTCFall.2019.8891322
Carla Di Paola, K. Zhao, Shuai Zhang, G. Pedersen
This paper presents a new SIW horn antenna with high performance in the mm-wave bands for the next generation mobile devices. The proposed antenna is integrated in a double layer of Rogers RO4003C substrate and requires a clearance of only 3 mm. Air vias are etched in the substrate in a specific portion of the horn aperture, in order to correct the phase of the electromagnetic wave and allow the beam pointing in the desired direction. Moreover, a tapered ladder transition is placed at the horn aperture to improve the impedance matching and enhance the radiation performance. Simulation results prove that the 6 dB bandwidth is wider than 40 GHz in the frequency range 24-64 GHz. In particular, the same beam pointing is guaranteed over the whole bandwidth with realized gain of 6.4, 8.5 and 8.7 dBi at 28, 38 and 60 GHz respectively. Simulations including two symmetric elements pointing opposite directions and a central element show that the angle of 90° can be covered with peak gain of 7.5 dBi at 28 GHz.
本文提出了一种适用于下一代移动设备的新型毫米波高性能SIW喇叭天线。所提出的天线集成在双层罗杰斯RO4003C基板中,只需要3毫米的间隙。在喇叭孔径的特定部分的基板上蚀刻空气孔,以便校正电磁波的相位并允许波束指向所需的方向。此外,在喇叭孔径处设置了锥形阶梯过渡,改善了阻抗匹配,提高了辐射性能。仿真结果表明,在24-64 GHz频率范围内,6db带宽比40ghz宽。特别是,在28ghz、38ghz和60ghz时,可以保证整个带宽内相同的波束指向,实现增益分别为6.4、8.5和8.7 dBi。包括两个指向相反方向的对称元件和一个中心元件的仿真表明,在28 GHz时,90°的角度可以被7.5 dBi的峰值增益覆盖。
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引用次数: 1
Carrier Interferometry Code Index Modulation Aided OFDM-Based DCSK Communications 载波干涉码索引调制辅助ofdm的DCSK通信
Pub Date : 2019-09-01 DOI: 10.1109/VTCFall.2019.8891582
Zhaofeng Liu, Lin Zhang, Zhiqiang Wu, Jing Bian
In this paper, we proposed a novel carrier interferometry (CI) code index modulation aided orthogonal frequency division multiplex (OFDM) differential chaotic shift keying (DCSK) communication system. In our design, we utilize the orthogonality property of CI codes matrix, and propose to transmit more information bits using the index of the CI codes matrix. The input information stream is divided into two subsets. One subset is modulated by the chaotic sequence and then spread by the information-bearing CI codes matrix which carries another information subset. At the receiver, the non-coherent chaotic demodulation and the maximum likelihood detection are respectively performed on these two subsets to retrieve the information. Since more bits can be transmitted while not requiring extra chaotic sequences and remaining the same overall energy, the energy efficiency is improved. Additionally, thanks to the spreading in the frequency domain achieved by the usage of CI codes, the peak to average power ratio (PAPR) can be suppressed. Moreover, theoretical performances including the energy efficiency, the bit error rate (BER) expressions are analyzed. Simulation results are provided to validate the theoretical analysis, and demonstrate the satisfactory PAPR and BER performances achieved by our design.
本文提出了一种新的载波干涉(CI)码指数调制辅助正交频分复用(OFDM)差分混沌移键控(DCSK)通信系统。在我们的设计中,我们利用CI码矩阵的正交性,提出利用CI码矩阵的索引来传输更多的信息位。输入信息流分为两个子集。一个子集由混沌序列调制,然后由承载信息的CI码矩阵传播,该CI码矩阵承载另一个信息子集。在接收端,分别对这两个子集进行非相干混沌解调和最大似然检测来检索信息。由于可以传输更多的比特,而不需要额外的混沌序列并保持相同的总能量,因此提高了能量效率。此外,由于CI码在频域内的扩展,可以抑制峰值平均功率比(PAPR)。此外,还分析了该系统的理论性能,包括能量效率、误码率(BER)表达式。仿真结果验证了理论分析的正确性,并证明了本设计具有令人满意的PAPR和BER性能。
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引用次数: 6
Partial Non-Orthogonal Multiple Access (P-NOMA) with Respect to User Fairness 关于用户公平性的部分非正交多址(P-NOMA)
Pub Date : 2019-09-01 DOI: 10.1109/VTCFall.2019.8891478
Beomju Kim, Jehyun Heo, D. Hong
In this paper, we consider the user fairness in partial non-orthogonal multiple access (P-NOMA) system which was proposed in our previous work. In the P-NOMA system, the interference of NOMA can be managed by adjusting the overlap ratio between users. In our previous works, we considered the enhancement of sum of achievable rate. In this paper, we investigate the performance of P-NOMA in terms of user fairness. For reflecting user fairness on P-NOMA systems, we first define the metric to represent user fairness and then observe the target performance metric according to overlap ratio. In addition, we propose a feasible operating method to achieve the user fairness.
本文考虑了前人提出的部分非正交多址(P-NOMA)系统中的用户公平性问题。在P-NOMA系统中,可以通过调整用户间的重叠比例来控制NOMA的干扰。在我们之前的工作中,我们考虑了可达率总和的提高。本文从用户公平性的角度研究了P-NOMA的性能。为了反映P-NOMA系统上的用户公平性,我们首先定义了表示用户公平性的指标,然后根据重叠率观察目标性能指标。此外,我们提出了一种可行的操作方法来实现用户公平。
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引用次数: 3
Full-Duplex OFDM Relaying Systems with Energy Harvesting in Multipath Fading Channels 多径衰落信道中能量收集的全双工OFDM中继系统
Pub Date : 2019-09-01 DOI: 10.1109/VTCFall.2019.8891119
Jiaman Li, Le Chung Tran, F. Safaei
In this paper, the performance of in-band full- duplex OFDM relaying systems with energy- harvesting and self-interference cancellation in the polarization domain is analyzed. Specifically, we use the time switching-based relaying protocol to implement energy harvesting. The harvested energy is used by the relay to forward the transmitted information from the source. To cancel the self-interference, the polarization-enabled digital self-interference cancellation scheme is deployed at the relay. Our simulation results show that the full-duplex OFDM energy harvesting relaying system almost doubles the throughput, while maintaining the same bit error performance by a modest increase in the signal-to-noise ratio compared to the half-duplex OFDM energy harvesting relaying system. It is also revealed that the optimal time splitting factor should be less than 0.3 to maximize the full-duplex system throughput.
本文分析了带内全双工OFDM中继系统在极化域的能量收集和自干扰消除的性能。具体来说,我们使用基于时间交换的中继协议来实现能量收集。所收集的能量被继电器用来转发来自源的传输信息。为了消除自干扰,在继电器上部署了使能极化的数字自干扰消除方案。仿真结果表明,与半双工OFDM能量收集中继系统相比,全双工OFDM能量收集中继系统在保持相同误码性能的同时,吞吐量几乎增加了一倍。结果表明,要使全双工系统的吞吐量最大化,最佳分时因子应小于0.3。
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引用次数: 3
期刊
2019 IEEE 90th Vehicular Technology Conference (VTC2019-Fall)
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