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ICC 2020 - 2020 IEEE International Conference on Communications (ICC)最新文献

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Energy-efficient clustering and routing algorithm for large-scale SDN-based IoT monitoring 基于sdn的大规模物联网监控节能聚类和路由算法
Pub Date : 2020-06-01 DOI: 10.1109/ICC40277.2020.9148659
Abdallah Ouhab, Thiago Abreu, Hachem Slimani, A. Mellouk
In the context of large-scale Internet of Things (IoT), one of the main issues comes from the lack of an efficient routing protocol that could handle thousands of devices and provide a low-power forwarding mechanism for huge amounts of data. Furthermore, this routing protocol should cope with the intrinsic device-to-device communications paradigm of IoT, where nodes no longer need an intermediate station for communication and synchronizing, in order to exploit all options to deliver a better quality of service (QoS) for the network. Although many solutions have been proposed to meet QoS requirements for various applications based on IoT, they usually do not provide significant increase on a network performance when the number of nodes becomes too large. Therefore, in this work, we provide a new modelling paradigm, organized on a two-level control mechanism, to overcome this problem. For the first level, we propose a new Routing Protocol for Low-Power and Lossy Networks (RPL) approach based on multi-hop clustering technique (MHC-RPL). It is used as a local control to organize nodes in clusters, in order to reduce energy consumption in the IoT. The second level uses Software Defined Networking (SDN) with Q-routing algorithm for intelligent management of the global network. Our results show that the proposed model provides significant better results in terms of end-to-end delay, packet delivery ratio and energy-consumption than current state-of-the-art.
在大规模物联网(IoT)的背景下,主要问题之一来自缺乏有效的路由协议,该协议可以处理数千台设备并为大量数据提供低功耗转发机制。此外,该路由协议应应对物联网固有的设备到设备通信范式,其中节点不再需要中间站进行通信和同步,以便利用所有选项为网络提供更好的服务质量(QoS)。虽然已经提出了许多解决方案来满足基于物联网的各种应用的QoS需求,但当节点数量过大时,它们通常不会显著提高网络性能。因此,在这项工作中,我们提供了一个新的建模范式,组织在一个两级控制机制上,以克服这个问题。首先,我们提出了一种基于多跳聚类技术(MHC-RPL)的低功耗损耗网络路由协议(RPL)方法。它被用作局部控制来组织集群中的节点,以减少物联网中的能耗。第二层采用软件定义网络(SDN),采用q -路由算法对全局网络进行智能管理。我们的研究结果表明,所提出的模型在端到端延迟、分组传输比和能耗方面提供了比当前最先进的显著更好的结果。
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引用次数: 18
Component-Dependent Independent Component Analysis for Time-Sensitive Applications 时间敏感应用的组件依赖独立组件分析
Pub Date : 2020-06-01 DOI: 10.1109/ICC40277.2020.9149432
Huanzhuo Wu, Yunbin Shen, Jiajing Zhang, I. Tsokalo, H. Salah, F. Fitzek
In time-sensitive applications within industry 4.0, e.g. anomaly detection and human-in-the-loop, the data generated by multiple sources should be quickly separated to give the applications more time to make decisions and ultimately improve production performance. In this paper, we propose a Component-dependent Independent Component Analysis (CdICA) method that can separate multiple randomly mixed signals into independent source signals faster, for further data analysis in time-sensitive applications. Based on the Independent Component Analysis (ICA) algorithm, we first generate an initial separation matrix relying on the known mixture components, so that the separation speed of the traditional ICA can be increased. Our simulative results show that the CdICA method reduces the separation time by 55% to 83% compared to the most notable related work called FastICA and meanwhile it does not diminish the accuracy of the separation.
在工业4.0中对时间敏感的应用中,例如异常检测和human-in-the-loop,应该快速分离多个来源生成的数据,以便为应用程序提供更多的时间来做出决策,最终提高生产性能。在本文中,我们提出了一种独立分量分析(CdICA)方法,它可以更快地将多个随机混合信号分离成独立的源信号,以便在时间敏感的应用中进行进一步的数据分析。在独立成分分析(Independent Component Analysis, ICA)算法的基础上,首先根据已知的混合成分生成初始分离矩阵,从而提高传统独立成分分析的分离速度。仿真结果表明,与FastICA方法相比,CdICA方法的分离时间缩短了55% ~ 83%,同时不影响分离的准确性。
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引用次数: 8
Data-Aided Channel Estimation for Poisson Channels With Inter-Symbol Interference 符号间干扰泊松信道的数据辅助信道估计
Pub Date : 2020-06-01 DOI: 10.1109/ICC40277.2020.9148723
Beiyuan Liu, Chen Gong, Julian Cheng, Zhengyuan Xu
It has been shown that long pilots should be employed in a Poisson channel with inter-symbol interference to obtain accurate channel estimate, which may reduce the transmission efficiency. In this paper, an iterative data-aided channel estimation and signal detection algorithm is proposed with significant shortened overhead but can approach the bit-error rate performance under perfect channel state information. In this algorithm, periodic pilots are not required and only one short pilot sequence is utilized to obtain a rough initial channel estimate, which will be strengthened and updated by iteratively employing the blockwise data symbols as additional pilots. It is proved that treating the detected data symbols as pilots is a biased estimation, where the bias is proportional to the bit-error rate. Numerical results show that the proposed approach employing only 20 initial pilots can approach the optimal bound. The same bound needs to be achieved by assigning at least 500 pilots using periodic pilot based channel estimation.
研究表明,在具有码间干扰的泊松信道中,为了获得准确的信道估计,需要使用长导频,这可能会降低传输效率。本文提出了一种迭代数据辅助信道估计和信号检测算法,该算法大大缩短了开销,但可以接近完美信道状态信息下的误码率性能。该算法不需要周期导频,只使用一个短导频序列来获得粗略的初始信道估计,并通过迭代地使用块数据符号作为附加导频来增强和更新该估计。证明了将检测到的数据符号作为导频是一种偏差估计,其中偏差与误码率成正比。数值结果表明,该方法仅使用20个初始导频就能逼近最优界。需要通过使用基于周期性导频的信道估计分配至少500个导频来实现相同的界限。
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引用次数: 2
Efficient Group Fault Tolerance for Multi-tier Services in Cloud Environments 云环境下多层服务的高效组容错
Pub Date : 2020-06-01 DOI: 10.1109/icc40277.2020.9149253
Chieh-Yu Yu, Che-Rung Lee, Po-Jui Tsao, Yu-Shiang Lin, T. Chiueh
Fault tolerance is the key technology to achieve high availability for non-stop and long-lasting services, which is usually carried out by the virtualization technology in the era of cloud computing. However, most virtualization-based fault tolerance methods only focus on the resilience of a single server (Individual FT), which can cause great performance degradation for the services that have heavy communication among multiple nodes. One of the solutions is the Group Fault Tolerance (Group FT) technique, which synchronizes a group of VMs within single fault tolerance states to avoid the latency accumulation problem. In this paper, we present an efficient implementation of Group FT, as well as the methods to enhance the performance of Group FT’s failover process. Experiments show that Group FT can reduce 88% system latency of the Individual FT when running the OLTP workload in SysBench. Similar results are also shown for a more complicated synthetic multi-tier architecture. Moreover, the performance of the failover process for Group FT is also optimized so that it is comparable to the performance of Individual FT.
容错是实现不间断、长时间服务高可用性的关键技术,在云计算时代通常通过虚拟化技术来实现。然而,大多数基于虚拟化的容错方法只关注单个服务器(Individual FT)的弹性,这可能会导致在多个节点之间有大量通信的服务的性能下降。其中一种解决方案是组容错(Group Fault Tolerance, Group FT)技术,该技术在单个容错状态下同步一组虚拟机,以避免延迟积累问题。在本文中,我们提出了一种有效的群FT实现方法,以及提高群FT故障转移过程性能的方法。实验表明,在SysBench中运行OLTP工作负载时,Group FT可以将单个FT的系统延迟降低88%。对于更复杂的合成多层体系结构也显示了类似的结果。此外,还对Group FT的故障转移过程的性能进行了优化,使其与Individual FT的性能相当。
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引用次数: 5
Cloud-native Service Function Chaining for 5G based on Network Service Mesh 基于Network Service Mesh的5G云原生业务功能链
Pub Date : 2020-06-01 DOI: 10.1109/ICC40277.2020.9149045
Boutheina Dab, Ilhem Fajjari, Mathieu Rohon, Cyril Auboin, Arnaud Diquélou
5G will provide a flexible and programmable infrastructure, allowing different networks to share the same access network. A way to respond to the diverse service requirements of 5G while reducing both CAPEX and OPEX is to adopt cloud-native architectures. In this context, micro-services software design, the corner stone of cloud-native architecture, seems to be ideal for 5G. However, despite its several advantages, micro-services raise new challenges which slow its adoption down in the NFV ecosystem. Indeed, steering the expected 5G traffic between cloud-native network function is extremely challenging and is still under-investigated. In this paper, we address the service function chaining (SFC) in micro-service based network function virtualization (NFV) ecosystem from the view of the traffic steering. Specifically, we design and implement a cloud-native SFC framework offering efficient traffic steering mechanisms while considering the network state of the underlying NFV infrastructure. In this context, an optimized network-aware load balancing strategy is proposed. Based on extensive experiments, the results obtained show that our strategy achieved good results in terms of i) end-to-end latency and ii) deployment time.
5G将提供灵活和可编程的基础设施,允许不同的网络共享相同的接入网。在降低资本支出和运营支出的同时,应对5G多样化服务需求的一种方法是采用云原生架构。在这种背景下,微服务软件设计,云原生架构的基石,似乎是5G的理想选择。然而,尽管微服务具有诸多优势,但它也带来了新的挑战,减缓了其在NFV生态系统中的应用。事实上,在云原生网络功能之间引导预期的5G流量是极具挑战性的,而且仍未得到充分研究。本文从流量导向的角度研究了基于微服务的网络功能虚拟化(NFV)生态系统中的业务功能链问题。具体来说,我们设计并实现了一个云原生SFC框架,在考虑底层NFV基础设施的网络状态的同时,提供了有效的流量转向机制。在此背景下,提出了一种优化的网络感知负载均衡策略。经过大量的实验,结果表明我们的策略在i)端到端延迟和ii)部署时间方面取得了良好的效果。
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引用次数: 13
Subspace Marginalized Belief Propagation for mmWave Overloaded MIMO Signal Detection 毫米波过载MIMO信号检测的子空间边缘信念传播
Pub Date : 2020-06-01 DOI: 10.1109/ICC40277.2020.9148674
Takumi Takahashi, S. Ibi, Antti Tölli, S. Sampei
This paper deals with mmWave overloaded multiuser multi-input multi-output (MU-MIMO) detection, where the number of receive antennas is less than that of transmitted streams. Belief propagation (BP) is well known strategy for achieving large-scale MU detection (MUD) with low-complexity and high-accuracy. However, in mmWave massive MUD, the BP-based signal detector is subject to ill convergence behavior of iterative detection due to under-determined problem induced by spatial overloading and strong correlation among user channels induced by narrow angular spread of receive signal and line-of-sight (LOS) environments. To alleviate these impairments, we propose a novel iterative MUD approach based on beam-domain subspace marginalized BP (SMBP). Exploiting the approximate sparsity of beam-domain channels, the maximum likelihood (ML) principle is used to combine the strongly correlated signal subspace with reduced dimension while the BP-based detection is used for the remaining complementary subspace. The space partitioning criterion is adaptively determined based on channel state information (CSI) so that the two subspaces are as orthogonal as possible. Numerical results show that the proposed method is able to serve a massive number of wireless connections with low computational complexity even in the LOS environment, while providing excellent BER performance.
本文研究了毫米波过载多用户多输入多输出(MU-MIMO)检测,其中接收天线数小于发送流数。信念传播(BP)是实现低复杂度、高精度大规模MU检测的常用策略。然而,在毫米波海量MUD中,基于bp的信号检测器由于空间过载引起的欠确定问题以及接收信号角扩展窄和视距(LOS)环境引起的用户信道之间的强相关性而存在迭代检测的不收敛行为。为了减轻这些缺陷,我们提出了一种基于波束域子空间边缘BP (SMBP)的迭代MUD方法。利用波束域信道的近似稀疏性,利用最大似然原理对降维强相关信号子空间进行组合,对剩余的互补子空间进行基于bp的检测。基于信道状态信息(CSI)自适应确定空间划分准则,使两个子空间尽可能正交。数值结果表明,即使在LOS环境下,该方法也能以较低的计算复杂度服务于大量的无线连接,同时提供良好的误码率性能。
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引用次数: 1
NOMA-Based Cell-Free Massive MIMO Over Spatially Correlated Rician Fading Channels 空间相关衰落信道上基于noma的无单元大规模MIMO
Pub Date : 2020-06-01 DOI: 10.1109/ICC40277.2020.9148861
Jiayi Zhang, Jingyi Fan, B. Ai, D. W. K. Ng
This paper considers non-orthogonal multiple access (NOMA) based cell-free massive multiple-input multiple-output (mMIMO) systems over spatially correlated Rician fading channels. Closed-form downlink achievable sum-rate expression is derived by taking into account spatial correlation among multi-antenna access points, inter-cluster interference, intra-cluster pilot contamination, and imperfect successive interference cancellation (SIC). In particular, we propose an intra-cluster power allocation design for improving the system performance. Furthermore, we investigate the downlink performance with both minimum mean-squared error (MMSE) and element-wise MMSE channel estimation. It is interesting to find out that the correlation magnitude has a negligible effect on the system sum-rate in spatially correlated Rician fading channels. The numerical results validate the correctness of the presented results and confirm the effectiveness of the proposed power allocation.
研究了基于非正交多址(NOMA)的无单元大规模多输入多输出(mMIMO)系统在空间相关衰落信道中的应用。考虑了多天线接入点之间的空间相关性、簇间干扰、簇内导频污染和不完全连续干扰抵消(SIC)等因素,导出了封闭式下行可达和速率表达式。我们特别提出了一种集群内功率分配设计,以提高系统性能。此外,我们研究了最小均方误差(MMSE)和基于元素的MMSE信道估计的下行链路性能。有趣的是,在空间相关的衰落信道中,相关幅度对系统和速率的影响可以忽略不计。数值结果验证了所得结果的正确性,并验证了所提出的功率分配方法的有效性。
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引用次数: 7
Fairness-aware Subcarrier Allocation to Combat full duplex Eavesdropping and Jamming attacks in IoT 公平感知子载波分配以对抗物联网中全双工窃听和干扰攻击
Pub Date : 2020-06-01 DOI: 10.1109/ICC40277.2020.9149023
Bhawna Ahuja, Deepak Mishra, R. Bose
To address the growing concern of security in advance communication networks like Internet of things (IoT), this work aims to propose an optimisation framework for fair subcarrier allocation to encounter a full duplex (FD) attacker. We first analyse the performance of secure communication in a multi-user IoT system against an FD hybrid attacker possessing the capability of concurrent eavesdropping and jamming. Specifically, a novel analytical expression has been derived for the exact intercept probability considering incomplete information of all ungoverned communication links that include self-interference link along with eavesdropping and jamming ones. The optimisation problem of subcarrier allocation is then formulated as an integer linear program. Finally, a low-complexity suboptimal solution is proposed to circumvent the need for high computational resources for finding the optimal solution to the problem in practice. Numerical results, validating the analytical framework, report the average improvement of more than 25% in secrecy performance over relevant benchmarks. This establishes that the proposed scheme has a potential to mitigate the secrecy outage efficiently for secure and reliable communication in IoT networks.
为了解决物联网(IoT)等先进通信网络中日益增长的安全问题,本工作旨在提出一种优化框架,用于公平分配子载波以应对全双工(FD)攻击者。我们首先分析了多用户物联网系统中针对具有并发窃听和干扰能力的FD混合攻击者的安全通信性能。具体地说,在考虑不完全信息的情况下,推导了包括自干扰链路、窃听和干扰链路在内的所有不受管制通信链路的精确截获概率的解析表达式。然后将子载波分配的优化问题表述为一个整数线性规划。最后,提出了一种低复杂度的次优解,以避免在实际中寻找问题的最优解需要大量的计算资源。数值结果验证了分析框架,报告在保密性能方面比相关基准平均提高了25%以上。这表明,所提出的方案有可能有效地缓解物联网网络中安全可靠通信的保密中断。
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引用次数: 2
RouteStitch: Control Traffic Minimization in SDN by Stitching Routes routestich:通过缝合路由控制SDN中的流量最小化
Pub Date : 2020-06-01 DOI: 10.1109/ICC40277.2020.9148929
An Xie, Huawei Huang, Xiaoliang Wang, Zhuzhong Qian, Sanglu Lu
Software Defined Networking (SDN) is beneficial to many applications, such as intra-datacenter communication, inter-datacenter transportation, etc., due to its centralized control. However, this centralized control frequently makes the controller a bottleneck, due to the large amount of interactions between the controller and switches. In this paper, we characterize such interactions as control traffic, and propose RouteStitch to minimize such kind of traffic. RouteStitch exploits existing route entries in switches to build new paths. To this end, RouteStitch first builds a graph model to describe existing route entries. Then, on such a model, a novel minimum color-alternation routing problem is defined to minimize control traffic, after which an optimal algorithm is proposed on a fixed routing path. For general paths, an $O(log_{2}L)$-competitive online algorithm is designed to build new paths in an online manner that preserves fundamental property of switch Ternary Content Addressable Memory (TCAM) capacity and allowed maximum hop length L. Extensive simulation results based on realistic topology show that RouteStitch has good performance in terms of reducing control traffic, by 40%.
软件定义网络(Software Defined Networking, SDN)由于其集中控制的特点,有利于许多应用,如数据中心内通信、数据中心间传输等。然而,由于控制器和开关之间的大量交互,这种集中控制经常使控制器成为瓶颈。在本文中,我们将这种交互描述为控制流量,并提出了routestich来最小化这类流量。routestich利用交换机中已有的路由项来构建新的路径。为此,routestich首先建立一个图模型来描述现有的路由表项。然后,在此模型上定义了一种新颖的以控制流量最小为目标的最小颜色交替路由问题,并提出了一种固定路径下的最优算法。对于一般路径,设计了$O(log_{2}L)$竞争在线算法,以在线方式构建新路径,保留交换机三元内容可寻址存储器(TCAM)容量的基本属性,并允许最大跳长L。基于现实拓扑的广泛仿真结果表明,RouteStitch在减少控制流量方面具有良好的性能,可减少40%。
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引用次数: 1
Impact of Receiver Orientation on Full-Duplex Relay Aided NOMA Underwater Optical Wireless Systems 接收机方向对全双工中继辅助NOMA水下光学无线系统的影响
Pub Date : 2020-06-01 DOI: 10.1109/ICC40277.2020.9148810
Kapila W. S. Palitharathna, H. Suraweera, R. Godaliyadda, V. R. Herath, Z. Ding
In this paper, we consider a non-orthogonal multiple access (NOMA) underwater optical wireless communication system in which a full-duplex decode-and-forward relay is used to assist the far user with weak channel conditions. Full-duplex operation introduces interference to the near user with strong channel conditions and our model covers several practical assumptions such as imperfect interference cancellation and random receiver orientation at the near/far user. In particular, we derive the exact outage probability at the near user and far user valid for log-normal weak turbulence conditions. An accurate outage approximation for the near user is also derived in closed-form. The correctness of the analysis has been verified through simulation results where they both match closely. Moreover, the derived expressions are useful to investigate the impact of various system and channel parameters such as the access point/relay transmit power, node locations, strength of the residual interference and random receiver orientation at the near and far user. Our results reveal that the outage probability of the near user is more sensitive to receiver orientation errors as compared to the far user.
本文研究了一种非正交多址(NOMA)水下光无线通信系统,该系统采用全双工译码转发中继来辅助弱信道条件下的远端用户。全双工操作在强信道条件下会给近用户带来干扰,我们的模型涵盖了几个实际假设,如不完全干扰抵消和近/远用户的随机接收器方向。特别地,我们导出了对数正态弱湍流条件下近用户和远用户的准确中断概率。本文还以封闭形式导出了近用户的精确停电近似。通过仿真结果验证了分析的正确性,两者吻合较好。此外,导出的表达式有助于研究各种系统和信道参数的影响,如接入点/中继发射功率、节点位置、剩余干扰强度和近用户和远用户的随机接收器方向。我们的研究结果表明,与远端用户相比,近端用户的中断概率对接收器方向误差更敏感。
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引用次数: 9
期刊
ICC 2020 - 2020 IEEE International Conference on Communications (ICC)
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