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Toward Intelligent Reconfiguration of RPL Networks using Supervised Learning 基于监督学习的RPL网络智能重构研究
Pub Date : 2019-04-24 DOI: 10.1109/WD.2019.8734236
Moussa Aboubakar, Mounir Kellil, A. Bouabdallah, P. Roux
Designing scalable and energy-efficient routing protocols for IoT low power networks is a particularly challenging problem. The IETF ROLL Working Group has defined and standardized an IPv6 routing protocol for IoT low power networks called RPL (IPv6 Routing Protocol for Low-Power and Lossy Networks) [1]. This protocol builds and maintains dynamic routes among network devices based on various objective functions (OFs) that exploit different network metrics for parent node selection (e.g., ETX-based [2], Energy-based [3]), etc.). With such OFs, RPL organizes the network topology as a Destination Oriented Directed Acyclic Graph (DODAG). However, the performance of RPL may be affected by frequent network topology changes, which may be caused by different factors like node battery depletion, link quality degradation, etc. Indeed, in such situations, the OF functions do not guarantee optimal maintenance of the RPL tree. To address this issue, this paper describes how Supervised Learning can be leveraged to improve RPL performance and energy efficiency by mitigating RPL DODAG instability when the network conditions, used by the RPL’s OF functions, change frequently. We use an offline supervised learning to provide the optimal value of the transmission range (the maximal distance to which a node can send its data to another one) that mitigates the instability of the RPL network, and hence minimizes the energy consumption. The preliminary simulation results show that our proposal can improve network performance and increase network lifetime.
为物联网低功耗网络设计可扩展且节能的路由协议是一个特别具有挑战性的问题。IETF ROLL工作组为物联网低功耗网络定义并标准化了IPv6路由协议,称为RPL(低功耗和有损网络IPv6路由协议)[1]。该协议基于各种目标函数(OFs)在网络设备之间建立和维护动态路由,这些目标函数(OFs)利用不同的网络指标来选择父节点(例如,基于etx的[2],基于energy的[3])等)。通过这样的OFs, RPL将网络拓扑组织为面向目的地的有向无环图(DODAG)。然而,RPL的性能可能会受到频繁的网络拓扑变化的影响,这些变化可能是由节点电池耗尽、链路质量下降等不同因素引起的。实际上,在这种情况下,OF函数并不能保证RPL树的最佳维护。为了解决这个问题,本文描述了当RPL的OF函数使用的网络条件频繁变化时,如何利用监督学习来减轻RPL DODAG不稳定性,从而提高RPL的性能和能源效率。我们使用离线监督学习来提供传输范围的最优值(一个节点可以将其数据发送到另一个节点的最大距离),以减轻RPL网络的不稳定性,从而使能量消耗最小化。初步仿真结果表明,该方案可以提高网络性能,延长网络寿命。
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引用次数: 9
TLTN – The local things network: on the design of a LoRaWAN gateway with autonomous servers for disconnected communities TLTN——本地事物网络:关于为断开连接的社区设计带有自治服务器的LoRaWAN网关
Pub Date : 2019-04-24 DOI: 10.1109/WD.2019.8734239
Pape Abdoulaye Barro, M. Zennaro, E. Pietrosemoli
IoT devices should be easy to deploy and able to endure long periods of activity in the field without further intervention. LoRaWAN is geared to attain these objectives. European developers can easily leverage the public gateways of The Things Networks (TTN) already installed to obtain connectivity for LoRaWAN end-devices. In many developing countries Internet access cannot be taken for granted thus precluding the use of TTN. In this paper, we present a solution that allows connecting local IoT end-nodes to a LoRaWAN gateway without the need of internet access, at low cost and with low power consumption. We implement the three building blocks of the LoRaWAN architecture (Gateway, Network Server and Application Server) in a single box based on a Raspberry Pi and a LoRaWAN module. Local access to the application data is offered via a WiFi Access Point, allowing community members to access their community data even when there is no Internet access. In addition to real time IoT data, bulletin board like services can be implemented in the local repository to provide educational, health and other content that addresses the most pressing needs of isolated communities. The complete box with mentioned capabilities constitutes then the Base Station (BS).
物联网设备应该易于部署,并且能够在无需进一步干预的情况下在现场承受长时间的活动。LoRaWAN旨在实现这些目标。欧洲开发人员可以很容易地利用已经安装的物联网(TTN)的公共网关来获得LoRaWAN终端设备的连接。在许多发展中国家,互联网接入不能被视为理所当然,从而阻碍了TTN的使用。在本文中,我们提出了一种解决方案,允许在不需要互联网接入的情况下将本地物联网终端节点连接到LoRaWAN网关,成本低,功耗低。我们在一个基于树莓派和LoRaWAN模块的盒子中实现了LoRaWAN架构的三个构建块(网关、网络服务器和应用服务器)。通过WiFi接入点提供对应用程序数据的本地访问,允许社区成员在没有互联网接入的情况下访问他们的社区数据。除了实时物联网数据外,还可以在本地存储库中实施类似公告板的服务,以提供教育、健康和其他内容,以满足偏远社区最迫切的需求。具有上述功能的完整盒子构成了基站(BS)。
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引用次数: 17
Password-Based Authenticated Key Exchange Based on Signcryption for the Internet of Things 基于签名加密的物联网密码认证密钥交换
Pub Date : 2019-04-24 DOI: 10.1109/WD.2019.8734196
Van-Hoan Hoang, E. Lehtihet, Y. Ghamri-Doudane
Password-based Authenticated Key Exchange (PAKE) is an attractive solution for secure authentication and key agreement between two parties over insecure networks by using only a human-memorable password. Introduced by Bellovin, the approach has been receiving much attention from researchers and motivating many follow-up works. In this paper, we introduce a new paradigm of designing PAKE protocols using signcryption scheme. The proposed protocol, called Password-based Signcryption Key Exchange (PSKE), not only formally fulfills all security requirements but also is able to provide outstanding computational efficiency over some patented protocols, which target two-party setting such as EKE, J-PAKE, and SRP. These features make PSKE suitable for remote user authentication in the Internet of Things (IoT) context where remote users need to authenticate to IoT devices before securely retrieving real-time raw data at any time from these devices.
基于密码的身份验证密钥交换(PAKE)是一种很有吸引力的解决方案,用于在不安全的网络上进行安全身份验证和双方之间的密钥协议,它只使用一个人类可记住的密码。在Bellovin的介绍下,该方法得到了研究者的广泛关注,并激发了许多后续研究。本文介绍了一种使用签名加密方案设计PAKE协议的新范例。所提出的协议被称为基于密码的签名加密密钥交换(PSKE),它不仅形式上满足了所有的安全要求,而且与一些针对双方设置的专利协议(如EKE、J-PAKE和SRP)相比,它能够提供出色的计算效率。这些功能使PSKE适用于物联网(IoT)环境中的远程用户身份验证,远程用户需要在任何时候从这些设备安全地检索实时原始数据之前对物联网设备进行身份验证。
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引用次数: 5
Optimal placement of drones for fast sensor energy replenishment using wireless power transfer 使用无线电力传输快速补充传感器能量的无人机的最佳位置
Pub Date : 2019-04-24 DOI: 10.1109/WD.2019.8734203
C. Caillouet, Tahiry Razafindralambo, Dimitrios Zorbas
Lifetime is the main issue of wireless sensors networks. Since the nodes are often placed in inaccessible places, the replacement of their battery is not an easy task. Moreover, the node maintenance is a costly and time consuming operation when the nodes are high in numbers. Energy harvesting technologies have recently been developed to replenish part or all of the required energy that allows a node to function. In this paper, we use dedicated chargers carried by drones that can fly over the network and transmit energy to the nodes using radio-frequency (RF) signals. We formulate and optimally solve the Optimal Drone Placement and Planning Problem (OD3P) by using a given number of flying drones, in order to efficiently recharge wireless sensor nodes. Unlike other works in the literature, we assume that the drones can trade altitude with coverage and recharge power, while each drone can move across different positions in the network to extend coverage. We present a linear program as well as a fast heuristic algorithm to meet the minimum energy demands of the nodes in the shortest possible amount of time. Our simulation results show the effectiveness of our approaches for network scenarios with up to 50 sensors and a 50 × 50m terrain size.
寿命是无线传感器网络的主要问题。由于节点通常被放置在难以接近的地方,因此更换电池不是一件容易的事情。当节点数量较多时,维护成本高,耗时长。能量收集技术最近被开发出来,以补充部分或全部所需的能量,使节点能够正常工作。在本文中,我们使用无人机携带的专用充电器,这些充电器可以飞越网络并使用射频(RF)信号将能量传输到节点。为了有效地为无线传感器节点充电,我们利用给定数量的飞行无人机,制定并优化解决了最优无人机布局和规划问题(OD3P)。与文献中的其他作品不同,我们假设无人机可以用覆盖和充电来交换高度,而每架无人机可以在网络中的不同位置移动以扩大覆盖范围。为了在最短的时间内满足节点的最小能量需求,我们提出了一种线性规划和快速启发式算法。我们的仿真结果表明,我们的方法在网络场景中具有多达50个传感器和50 × 50米地形尺寸的有效性。
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引用次数: 9
Optimization of Slot Allocation in Hybrid VLC/RF Networks for Throughput Maximization 基于吞吐量最大化的VLC/RF混合网络槽位分配优化
Pub Date : 2019-04-24 DOI: 10.1109/WD.2019.8734271
M. Amjad, H. K. Qureshi, Sobia Jangsher
In this paper, we optimize the slot allocation for uplink communication in a network comprising multiple VLC based access points (APs) and an RF-AP in an indoor environment. Instead of connecting a node to either a single VLC-AP or an RF-AP, node exploits the resources of multiple APs. An optimization problem is formulated for the allocation of these resources with the objective of increasing the overall network throughput. As a result, we get a resource allocation scheme that utilize multiple VLC and RF APs (MV + RF), in contrast to previous schemes that optimize resource allocation utilizing the resources of a single VLC and use RF for overloaded traffic, namely (SV O RF). We compare the performance of the proposed (MV + RF ) with (SV O RF) and (MV O RF) in which a node is assigned resources from multiple VLC-APs and RF-AP is utilized only for overloaded traffic. The results demonstrate that the proposed scheme outperforms other schemes both at the node and the network level and achieves on average 26 to 35% improved throughput over different parameter settings.
在本文中,我们在室内环境中优化了由多个基于VLC的接入点(ap)和RF-AP组成的网络中上行通信的插槽分配。节点利用多个ap的资源,而不是连接单个VLC-AP或RF-AP。以提高整体网络吞吐量为目标,对这些资源的分配提出了优化问题。因此,我们得到了一种利用多个VLC和RF ap (MV + RF)的资源分配方案,而不是以前利用单个VLC的资源优化资源分配并将RF用于过载流量的方案,即(SV O RF)。我们比较了所提出的(MV + RF)与(SV O RF)和(MV O RF)的性能,其中一个节点从多个vlc - ap分配资源,RF- ap仅用于过载流量。结果表明,该方案在节点和网络级别上都优于其他方案,在不同的参数设置下,平均吞吐量提高了26 ~ 35%。
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引用次数: 2
What is the Cost of the Index Selector Task for OFDM with Index Modulation? 带索引调制的OFDM索引选择器任务的成本是多少?
Pub Date : 2019-04-24 DOI: 10.1109/WD.2019.8734233
Saulo Queiroz, J. Vilela, E. Monteiro
Index Modulation (IM) is a technique that activate k out of n subcarriers of an OFDM symbol to transmit ${{p}_{1}}=leftlfloor {{log }_{2}}binom{n}{k} rightrfloor $ bits in symbol’s indexes. Since both the symbol’s spectrum width and transmission air-time duration remain the same, OFDM-IM outperforms OFDM’s Spectral Efficiency (SE) for larger values of $binom{n}{k}$. However, OFDM-IM requires an extra step called Index Selector (IxS) which takes Tα time units to map a given p1-bit input to its corresponding pattern of active subcarriers. This extra overhead virtually enlarges the symbol duration, which is not captured by the classic SE definition. To fulfill this gap, in this work we present the Spectro-Computational Efficiency (SCE) metric. SCE parameterizes either the absolute runtime of Tα on a reference hardware or its computational complexity Tα(n, k) as function of n and k. Based on SCE, we present theoretical case studies to identify the asymptotic bounds for Tα(n, k) across different choices of k. if Tα(n, n/2) is at most linear on n the resulting overhead is asymptotically negligible and IxS can handle an arbitrarily large OFDM symbol. Otherwise, OFDM-IM’s SCE tends to zero regardless of the hardware processor speed. Also, we situate the inflection-point values for OFDM-IM’s SCE between $binom{6}{3}$ and $binom{14}{7}$ in some practical case studies.
索引调制(IM)是一种激活OFDM符号的n个子载波中的k个子载波来传输符号索引中的${{p}_{1}}=leftlfloor {{log }_{2}}binom{n}{k} rightrfloor $位的技术。由于符号的频谱宽度和传输空时持续时间保持不变,对于较大的$binom{n}{k}$值,OFDM- im优于OFDM的频谱效率(SE)。然而,OFDM-IM需要一个额外的步骤,称为索引选择器(IxS),它需要Tα时间单位将给定的p1位输入映射到相应的有源子载波模式。这种额外的开销实际上扩大了符号持续时间,而经典的SE定义没有捕捉到这一点。为了填补这一空白,在这项工作中,我们提出了光谱计算效率(SCE)指标。SCE参数化Tα在参考硬件上的绝对运行时间或其计算复杂性Tα(n, k)作为n和k的函数。基于SCE,我们提出了理论案例研究,以确定Tα(n, k)在不同k选择上的渐近界限。如果Tα(n, n/2)在n上最多是线性的,则由此产生的开销是渐进可忽略的,IxS可以处理任意大的OFDM符号。否则,无论硬件处理器速度如何,OFDM-IM的SCE都趋于零。此外,在一些实际案例研究中,我们将OFDM-IM的SCE的拐点值定位在$binom{6}{3}$和$binom{14}{7}$之间。
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引用次数: 5
Characterizing the Indoor Industrial Channel at 3.5GHz for 5G 3.5GHz的5G室内工业信道特性
Pub Date : 2019-04-24 DOI: 10.1109/WD.2019.8734160
E. I. Adegoke, R. Edwards, W. Whittow, A. Bindel
This paper presents the results of a wideband channel measurement campaign carried out in an indoor environment with representative inventory of a factory. The measurements were carried out using a frequency domain channel sounder from 3.4 - 3.8 GHz and the virtual array method was adopted for averaging small-scale fading effects. From the average power delay profile (APDP), parameters for the Saleh-Valenzuela (S-V) model were extracted for line-of-sight (LoS) and non line-of-sight (NLoS) sites. The ray decay from the S-V model increased with cluster delay for all LoS sites and the delay spread for NLoS sites were higher than LoS locations. The NLoS delay spread was also higher than the results obtained at 2.4 GHz for the same measurement locations. The APDPs from both LoS and NLoS sites showed clustering effects with a mean cluster number of 8/7 for LoS/NLoS sites.
本文介绍了在具有代表性的工厂库存的室内环境中进行的宽带信道测量活动的结果。采用3.4 ~ 3.8 GHz频域信道测深仪进行测量,采用虚拟阵列法对小尺度衰落效应进行平均。从平均功率延迟曲线(APDP)中提取了视距(LoS)和非视距(NLoS)站点Saleh-Valenzuela (S-V)模型的参数。S-V模型的射线衰减随集群延迟的增加而增加,NLoS站点的延迟扩散大于LoS站点。在相同的测量位置,NLoS的延迟扩展也高于2.4 GHz的结果。LoS和NLoS站点的apdp均呈现聚类效应,平均聚类数为8/7。
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引用次数: 13
Will Blockchain Technology Become a Reality in Sensor Networks? 区块链技术会在传感器网络中成为现实吗?
Pub Date : 2019-04-01 DOI: 10.1109/WD.2019.8734268
Jims Marchang, Gregg Ibbotson, Paul Wheway
The need for sensors to deliver, communicate, collect, alert, and share information in various applications has made wireless sensor networks very popular. However, due to its limited resources in terms of computation power, battery life and memory storage of the sensor nodes, it is challenging to add security features to provide the confidentiality, integrity, and availability. Blockchain technology ensures security and avoids the need of any trusted third party. However, applying Blockchain in a resource-constrained wireless sensor network is a challenging task because Blockchain is power, computation, and memory hungry in nature and demands heavy bandwidth due to control overheads. In this paper, a new routing and a private communication Blockchain framework is designed and tested with Constant Bit rate (CBR). The proposed Load Balancing Multi-Hop (LBMH) routing shares and enhances the battery life of the Cluster Heads and reduce control overhead during Block updates, but due to limited storage and energy of the sensor nodes, Blockchain in sensor networks may never become a reality unless computation, storage and battery life are readily available at low cost.
在各种应用中,传感器需要传递、通信、收集、警报和共享信息,这使得无线传感器网络非常流行。然而,由于其在计算能力、电池寿命和传感器节点的内存存储方面的资源有限,因此添加安全特性以提供机密性、完整性和可用性是具有挑战性的。区块链技术确保了安全性,避免了任何可信第三方的需要。然而,在资源受限的无线传感器网络中应用区块链是一项具有挑战性的任务,因为区块链本质上是耗电、计算和内存的,并且由于控制开销而需要大量带宽。本文设计了一种新的路由和私有通信区块链框架,并采用恒定比特率(CBR)对其进行了测试。所提出的负载均衡多跳(LBMH)路由共享并增强了簇头的电池寿命,并减少了块更新期间的控制开销,但由于传感器节点的存储和能量有限,传感器网络中的区块链可能永远不会成为现实,除非计算、存储和电池寿命能够以低成本随时可用。
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引用次数: 11
Load- and Interference-Balance Hybrid Routing Protocol for Hybrid Wireless Mesh Network 混合无线网状网络负载与干扰平衡混合路由协议
Pub Date : 2019-04-01 DOI: 10.1109/WD.2019.8734257
Y. Chai, Xiao-Jun Zeng
Routing protocol design is very important in network design, because an effective routing protocol can greatly improve network performance. As heavy and aggregated load and interference will decrease the performance, to balance load and interference, an effective load- and interference-balance hybrid routing protocol (LIB-HRP) is proposed in this paper. Unlike existing hybrid routing protocols, LIB-HRP considers the load condition at interfering nodes, because the interfering node with heavy load will have much influence on the current node. The heavier load condition at interfering node can bring a longer duration of interference. Besides, as mesh clients have limited energy, energy condition is taken into account for mesh clients in the proposed approach. Simulation results show that LIB-HRP can obtain better performance in terms of average packet loss ratio, delay, network throughput and energy consumption.
路由协议设计在网络设计中非常重要,有效的路由协议可以极大地提高网络的性能。为了实现负载和干扰的均衡,本文提出了一种有效的负载和干扰均衡混合路由协议(LIB-HRP)。与现有的混合路由协议不同,LIB-HRP考虑干扰节点的负载情况,因为负载较大的干扰节点对当前节点的影响较大。干扰节点负载越重,干扰持续时间越长。此外,由于网格客户端能量有限,该方法考虑了网格客户端的能量条件。仿真结果表明,LIB-HRP在平均丢包率、时延、网络吞吐量和能耗等方面都具有较好的性能。
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引用次数: 7
Energy Consumption Management for Dense Wi-Fi Networks 高密度Wi-Fi网络能耗管理
Pub Date : 2019-04-01 DOI: 10.1109/WD.2019.8734187
Paulo Silva, Nuno T. Almeida, R. Campos
Wi-Fi networks lack energy consumption management mechanisms. In particular, during nighttime periods, the energy waste may be significant, since all Access Points (APs) are kept switched on even though there is minimum or null traffic demand. The fact that more than 80% of all wireless traffic is originated or terminated indoor, and served by Wi-Fi, has led the scientific community to look into energy saving mechanisms for Wi-Fi networks. State of the art solutions address the problem by switching APs on and off based on manually inserted schedules or by analyzing real-time traffic demand. The first are vendor specific; the second may induce frequent station (STA) handoffs, which has an impact on network performance. The lack of implementability of solutions is also a shortcoming in most works.We propose an algorithm, named Energy Consumption Management Algorithm (ECMA), that learns the daytime and nighttime periods of the Wi-Fi network. ECMA was designed having in mind its implementability over legacy Wi-Fi equipment. At daytime, the radio interfaces of the AP (2.4 GHz and 5 GHz) are switched on and off automatically, according to the traffic demand. At nighttime, clusters of APs, covering the same area, are formed, leaving one AP always switched on for basic coverage and the redundant APs swichted off to maximize energy savings, while avoiding coverage and performance hampering. Simulation results show energy savings of up to 50% are possible using the ECMA algorithm.
Wi-Fi网络缺乏能耗管理机制。特别是,在夜间,能源浪费可能是显著的,因为即使有最小或零流量需求,所有接入点(ap)也保持打开状态。事实上,超过80%的无线通信是在室内发起或终止的,并由Wi-Fi提供服务,这促使科学界开始研究Wi-Fi网络的节能机制。最先进的解决方案通过基于手动插入的时间表或通过分析实时流量需求来打开和关闭ap来解决这个问题。第一种是特定于供应商的;第二种可能导致频繁的STA切换,从而影响网络性能。解决方案缺乏可实施性也是大多数作品的缺点。我们提出了一种算法,称为能源消耗管理算法(ECMA),它可以学习Wi-Fi网络的白天和夜间时段。ECMA的设计考虑到了它在传统Wi-Fi设备上的可实现性。在白天,AP的无线接口(2.4 GHz和5ghz)会根据流量需求自动开启和关闭。在夜间,形成覆盖同一区域的AP集群,使一个AP始终打开以进行基本覆盖,而关闭冗余AP以最大限度地节省能源,同时避免覆盖和性能障碍。仿真结果表明,使用ECMA算法可以节省高达50%的能源。
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引用次数: 3
期刊
2019 Wireless Days (WD)
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