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Intelligent Metaheuristic-based Handover Algorithm for Vehicular Ad hoc Networks 基于智能元启发式的车辆自组网切换算法
Q3 Engineering Pub Date : 2023-09-01 DOI: 10.12720/jcm.18.9.589-598
G. Oladosu, Chunling Tu, P. Owolawi, Topside E. Mathonsi
—Recently, Vehicular Ad hoc Networks (VANETs) are becoming increasingly popular. VANETs are a subcategory of Mobile Ad hoc Networks (MANETs) in which nodes represent vehicles equipped with On-Board Units (OBUs). The fundamental reason is that VANETs improve safety for road users by providing vehicles with real-time road-related information. However, the increasing number of vehicles being introduced into these networks causes handover delays, and end-to-end delays, among other things. Therefore, the Quality of Service (QoS) is affected. This article proposes an Intelligent Metaheuristic-based Handover Algorithm (IMHA) to improve QoS in VANETs. The proposed IMHA is designed and implemented by integrating two of the most popular and recent optimization methods, namely disturbance Particle Swarm Optimization (d-PSO) and Ant Colony Optimization (ACO), wherein d-PSO assigns different priority levels to vehicles on the road to ensure safety meanwhile ACO determines the most profitable routes from the source to the destination. Furthermore, the Congestion Problem Reduction (CPR) algorithm is implemented in the IMHA to define the requests to process in priority order. The ACO and d-PSO hybrid methods have been tested and evaluated in real-world VANETs, giving us more confidence in their performance and robustness. Network Simulator 2 (NS-2) is used to simulate the proposed algorithm. Based on the outcomes, IHMA reduces end-to-end and handover delays and improves throughput at different vehicle velocities and network packet sizes. Consequently, this proposed solution guarantees improved QoS in VANETs. The experiment results show the proposed method outperforms existing handover algorithms, with a throughput of 92%, an end-to-end delay of 0.8 seconds, a handover delay and a computation time of less than 2.0 seconds, and an average memory usage of 60%.
-最近,车辆自组织网络(vanet)越来越受欢迎。vanet是移动自组织网络(manet)的一个子类别,其中节点代表配备车载单元(OBUs)的车辆。最根本的原因是,VANETs通过向车辆提供实时的道路相关信息,提高了道路使用者的安全性。然而,越来越多的车辆被引入这些网络,导致切换延迟,端到端延迟,以及其他问题。影响QoS (Quality of Service)。本文提出了一种基于智能元启发式的切换算法(IMHA)来提高vanet的服务质量。该算法将当前最流行的两种优化方法——扰动粒子群优化(d-PSO)和蚁群优化(ACO)相结合,设计并实现了IMHA。其中,扰动粒子群优化(d-PSO)为道路上的车辆分配不同的优先级以确保安全,蚁群优化(ACO)确定从起点到终点的最有利可图的路线。此外,在IMHA中实现了拥塞问题减少(CPR)算法,以按优先级顺序定义要处理的请求。ACO和d-PSO混合方法已经在实际的vanet中进行了测试和评估,使我们对它们的性能和鲁棒性更有信心。利用网络模拟器2 (NS-2)对该算法进行仿真。基于结果,IHMA减少了端到端和切换延迟,并提高了不同车速和网络数据包大小下的吞吐量。因此,提出的解决方案保证了vanet的QoS改进。实验结果表明,该方法优于现有的切换算法,吞吐量高达92%,端到端延迟为0.8秒,切换延迟和计算时间均小于2.0秒,平均内存占用率为60%。
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引用次数: 0
Development of an Optimum Beamforming Strategy for Outdoor Communication in Millimeter Wave Wireless Sensor Network 毫米波无线传感器网络室外通信最佳波束形成策略的研究
Q3 Engineering Pub Date : 2023-09-01 DOI: 10.12720/jcm.18.9.545-554
Ogwal Emmanuel, Ebosetale Okhaifoh, Ebenezer Esenogho, Edwin Matlotse
— The emerging future wireless sensor networks (WSNs) will utilize the millimeter-wave (mmWave) spectrum for wireless communication. The essence is to avoid spectrum crunch and mitigate bandwidth-hungry applications and services (traffic congestion) in WSNs by exploiting the underutilized spectrum between the 30 GHz and 300 GHz bands, respectively. Since mmWave has a short wavelength, deploying it in WSNs for remote monitoring applications in outdoor environments is still a challenge due to issues of shadowing, blockage effects, and propagation losses associated with atmospheric effects due to rain and oxygen. This paper proposed an optimum beamforming strategy to be employed in mmWave WSNs for remote monitoring applications to offset the additional propagation losses in mmWave outdoor environments through a two-split mix of analog beamforming and hybrid analog/digital beamforming. Also, signal transmission and reception through amplify-and-forward (AF) relay-assisted mmWave WSN is proposed for compensation of the signal fading effect due to blockages. This will ensure greater reliability in the 60 GHz underutilized unlicensed mmWave band when employed in mmWave WSNs for remote temperature monitoring in outdoor environments.
-新兴的未来无线传感器网络(wsn)将利用毫米波(mmWave)频谱进行无线通信。其本质是通过分别利用30 GHz和300 GHz频段之间未充分利用的频谱来避免频谱紧张,缓解wsn中带宽消耗大的应用和服务(流量拥塞)。由于毫米波具有较短的波长,因此在室外环境中将其部署在wsn中用于远程监控应用仍然是一个挑战,因为存在阴影,阻塞效应以及由于雨和氧气导致的大气效应相关的传播损失等问题。本文提出了一种用于毫米波无线传感器网络远程监控应用的最佳波束形成策略,通过模拟波束形成和模拟/数字混合波束形成的双重混合来抵消毫米波室外环境中的额外传播损失。此外,还提出了通过放大前向(AF)中继辅助毫米波WSN进行信号传输和接收的方法,以补偿由于阻塞引起的信号衰落效应。这将确保60 GHz未充分利用的未经许可毫米波频段在用于毫米波wsn用于室外环境中的远程温度监测时具有更高的可靠性。
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引用次数: 0
Multicommodity Flow Reliability for Energy Harvesting Wireless Sensor Networks 能量收集无线传感器网络的多商品流可靠性
Q3 Engineering Pub Date : 2023-09-01 DOI: 10.12720/jcm.18.9.571-580
John Penaflor, Mohammed Elmorsy
—This paper considers energy harvesting wireless sensor networks (EH-WSN) with multiple sinks supporting concurrent applications. Each application is associated with a set of sensor nodes that generate and send traffic to the associated application sink. Each node can relay any application traffic toward the application sink. In addition, each node uses an energy management unit to control the amount of traffic the node can relay based on its available energy. With the nodes’ energy levels fluctuations, it is essential to quantify the network's ability to fulfill the different applications’ quality of information and service requirements. Therefore, a novel multicommodity flow reliability problem (called MultiFlowRel ) is formalized to estimate the likelihood that at least a certain amount of each application traffic is delivered to the associated application sink. The proposed problem is proven to be #P-hard, and an iterative bounding framework is proposed for deriving lower bounds on the exact reliability solutions. The proposed framework compute’s exact reliability solutions if allowed a sufficient number of iterations. Numerical results show the effectiveness of using the proposed solution to obtain good lower reliability bounds and exact solutions in reasonable running times. Furthermore, the results show examples of the use of the proposed framework in solving some interesting network design problems (e.g. optimal sink locations and appropriate transmission parameters).
-本文考虑了具有支持并发应用的多个接收器的能量收集无线传感器网络(EH-WSN)。每个应用程序都与一组传感器节点相关联,这些节点生成流量并将流量发送到关联的应用程序接收器。每个节点都可以将任何应用程序流量转发到应用程序接收器。此外,每个节点使用一个能量管理单元来根据其可用能量来控制节点可以中继的通信量。随着节点能级的波动,对网络满足不同应用的信息质量和服务需求的能力进行量化是至关重要的。因此,一个新的多商品流可靠性问题(称为MultiFlowRel)被形式化,以估计每个应用程序流量至少有一定数量被传递到相关应用程序接收器的可能性。证明了该问题是#P-hard的,并提出了一个迭代边界框架来推导精确可靠性解的下界。如果允许足够数量的迭代,所提出的框架计算出精确的可靠性解决方案。数值结果表明,该方法能在合理的运行时间内得到较好的下可靠界和精确解。此外,结果显示了使用所提出的框架解决一些有趣的网络设计问题的例子(例如,最佳接收器位置和适当的传输参数)。
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引用次数: 0
An Efficient Digital Code Shifted Reference (CSR) Based UWB Transceiver on FPGA Platform 基于FPGA平台的高效数字移码参考(CSR)超宽带收发器
Q3 Engineering Pub Date : 2023-09-01 DOI: 10.12720/jcm.18.9.537-544
S. Kumar R, Rajashree Narendra, Devaraju R.
.
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引用次数: 0
Cubic Metric Reduction by Hybrid Companding-Universal Filtered Multi-carrier in 5G Networks 5G网络中混合混合滤波多载波的三次度量约简
Q3 Engineering Pub Date : 2023-09-01 DOI: 10.12720/jcm.18.9.555-570
Farooq Sijal Shawqi, L. Audah, Sameer Alani, A. Hammoodi, M. A. Jubair
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引用次数: 0
Reconfigurable Intelligent Surface Assisted Energy Constraint Wireless System under UAV Eavesdropper with Full-Duplex Jammer 全双工干扰无人机窃听器下可重构智能表面辅助能量约束无线系统
Q3 Engineering Pub Date : 2023-08-01 DOI: 10.12720/jcm.18.8.514-521
Kehinde O. Odeyemi, Pius A. Owolawi
—This paper study the security performance of a Reconfigurable Intelligent Surface (RIS) energy constraint wireless system under the presence of Unmanned Aerial Vehicle (UAV) eavesdropper, where a full-duplex jammer destination is powered by a dedicated power beacon. A time switching scheme with full-duplex operation is considered for the legitimate energy constraint destination to generate jamming signal to interfere the eavesdropper. In particular, the analytical closed-form expression of Connection Outage Probability (COP), Security Outage Probability (SOP) and Secrecy Throughput (ST) are derived to evaluate the performance of the proposed system. To achieve more insight about the system, the ST asymptotic expression is obtained. Moreover, the accuracy of the derived analytical expressions is justified by the Monte-Carlo simulation. Our results illustrate that the number of reflecting elements 𝑵 𝑬 , amount of SIC 𝝍 , and fading parameter 𝒎 𝑱𝑬 significantly affect the security performance of the concerned system.
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引用次数: 0
Adaptive Sliding Contention Window Design to Minimize Safe Message Collision Rates with Different Priority Levels in VANET VANET中不同优先级下最小化安全消息碰撞率的自适应滑动竞争窗口设计
Q3 Engineering Pub Date : 2023-06-01 DOI: 10.12720/jcm.18.6.369-376
Nguyen Hoang Chien, Pham Thanh Giang
In Vehicular Ad Hoc Networks (VANETs), the broadcast is an important form of communication and occupies the main traffic in the network. However, since there is no recovery for broadcast frames in the VANET network, the collision rate between safe message traffic can become very high, especially in vehicle-dense network conditions. This paper proposes a new coordination mechanism that adaptively controls the Contention Window (CW) size for broadcast to reduce the safe message collision rate with different priority levels. In our mechanism, each vehicle in the VANET can automatically adjust the CW based on the perception of the current network condition by analyzing the percentage of successfully received frames. The algorithm controls the CW size by sliding the window with a dynamic persistence factor according to each type of safe message traffic. Each data traffic chooses a backoff timer dynamically varying in the range [0, CW[AC[i]]], which can overlap the CW range with other data traffic to improve efficient bandwidth depending on the network conditions. Simulation results prove that the proposed mechanism significantly reduces the collision rate for both safe message traffic in high-priority and low-priority in vehicle-dense network conditions.
在车载自组织网络(vanet)中,广播是一种重要的通信形式,占据了网络的主要流量。然而,由于在VANET网络中没有广播帧的恢复,安全消息流量之间的碰撞率可能变得非常高,特别是在车辆密集的网络条件下。本文提出了一种自适应控制广播竞争窗口大小的协调机制,以降低不同优先级的安全消息碰撞率。在我们的机制中,VANET中的每辆车都可以根据对当前网络状况的感知,通过分析成功接收帧的百分比来自动调整CW。该算法根据不同类型的安全消息流量,通过动态持续因子滑动窗口来控制连续波的大小。每个数据流量选择一个在[0,CW[AC[i]]]范围内动态变化的回退定时器,它可以根据网络情况与其他数据流量重叠CW范围,以提高有效带宽。仿真结果表明,该机制显著降低了车辆密集网络条件下高优先级和低优先级安全消息流量的碰撞率。
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引用次数: 0
A Proposed Method for Synthesizing the Radiation Pattern of Linear Antenna Arrays 一种线性天线阵列辐射方向图的合成方法
Q3 Engineering Pub Date : 2022-01-01 DOI: 10.12720/jcm.17.7.553-558
A. A. Ka’bi
The design of antenna arrays is one of the most challenging optimization problems in recent research interests. In this research work a new method of optimization is proposed. This method called "Characteristics Evolution Optimization" is based on parallel processing of streams of binary digits, and hence it can perform well in parallel processing digital systems. In this article, a 16 - element linear antenna array has been taken into consideration, and the performance of the proposed technique for synthesizing the radiation pattern of the array has been investigated and compared with other existing techniques, such as DE (Differential Evolution), IWO (Invasive Weed Optimization), and PSO (Particle Swarm Optimization). Various variants of Invasive Weed Optimization have been investigated as well. It has been observed that the proposed method (Characteristics Evolution optimization) outperforms the other optimization techniques significantly in different aspects.
天线阵的设计是近年来最具挑战性的优化问题之一。本文提出了一种新的优化方法。这种被称为“特征演化优化”的方法是基于二进制数字流的并行处理,因此它在并行处理数字系统中表现良好。本文以16元线性天线阵列为研究对象,研究了该阵列辐射方向图合成技术的性能,并与差分进化(DE)、入侵杂草优化(IWO)和粒子群优化(PSO)等现有技术进行了比较。对入侵杂草优化的各种变体也进行了研究。研究发现,所提出的特征进化优化方法在不同方面都明显优于其他优化技术。
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引用次数: 0
RF Fingerprinting of Software Defined Radios Using Ensemble Learning Models 使用集成学习模型的软件无线电射频指纹识别
Q3 Engineering Pub Date : 2022-01-01 DOI: 10.12720/jcm.17.4.287-293
A. A
Machine Learning (ML) is becoming a transformative technology in wireless communication. The deployment of large scale RF devices particularly in IoT applications escalates security threats and also setting up of secure networks using wireless devices is becoming a big challenge. Along with ensuring security, identifying each RF device in an autonomous network is essential and the RFML (Radio Frequency Machine Learning) can play a crucial role here. This paper focuses on the RF characterization of a set of Software Defined Radios (SDR) using advanced machine learning models. This helps to identify each SDR module in the deployed network which runs only a specific protocol in a particular network. The SDRs will be configured for a particular specification and the test will be conducted. The transmitted data from multiple radio nodes were collected using a reconfigurable radio’s receive chain in IQ-format, in the laboratory environment. The RF features like IQ-imbalance, DC-offset and the image leakages in the multicarrier modes were used to set fingerprints for identifying the reconfigurable radios. Two ensemble learning models Random Forest and AdaBoost were used to train and develop predictive models to identify the radio. At a SNR of 30dB Random Forest achieved an accuracy of 85% and AdaBoost achieved an accuracy of 78% with 32K multicarrier data. A maximum recognition rate of 92% is achieved with RF and 83% with AdaBoost.
机器学习(ML)正在成为无线通信的变革性技术。大规模射频设备的部署,特别是在物联网应用中,升级了安全威胁,并且使用无线设备建立安全网络正在成为一个巨大的挑战。除了确保安全之外,识别自治网络中的每个RF设备是必不可少的,RFML(射频机器学习)可以在这里发挥关键作用。本文重点研究了一组使用先进机器学习模型的软件定义无线电(SDR)的射频特性。这有助于识别在已部署网络中仅在特定网络中运行特定协议的每个SDR模块。将为特定规格配置特别提款权,并进行测试。在实验室环境下,使用iq格式的可重构无线电接收链收集来自多个无线电节点的传输数据。利用多载波模式下的iq不平衡、直流偏移和图像泄漏等射频特征设置指纹来识别可重构无线电。使用两个集成学习模型Random Forest和AdaBoost来训练和开发预测模型来识别无线电。在信噪比为30dB时,Random Forest的准确率为85%,AdaBoost在32K多载波数据下的准确率为78%。RF和AdaBoost的最大识别率分别为92%和83%。
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引用次数: 0
Optimization of Energy Harvesting in Mobile Wireless Sensor Networks 移动无线传感器网络能量采集的优化
Q3 Engineering Pub Date : 2022-01-01 DOI: 10.12720/jcm.17.4.267-272
A. A. Ka’bi
The restricted availability of energy supplies is one of the major challenges in designing mobile wireless sensor networks. In this research work, a proposed method for extending the lifetime of energy-constrained mobile wireless sensor networks (MWSNs) is presented. This method is based on the fact that RF signal carries both information and energy at the same time. Hence, by increasing the efficiency of energy harvesting from radio frequency (RF) signals, the lifetime of the wireless network can be significantly extended. The Simultaneous Wireless Information and Power Transfer (SWIPT) technique enables harvesting of energy by relay nodes which in turn can be used for wireless data transmission. To enhance the lifetime of the mobile wireless network, the transmitted RF energy can be recycled at the receiver side. On the other hand, a balance between energy harvesting and wireless data transmission is required in to maximize the overall efficiency of the system. Particle Swarm Optimization (PSO) is employed to obtain the optimum resource allocation policy which maximizes the system energy efficiency. A cost function is framed for this purpose and PSO attains the maximum energy efficiency by improving the solution of the cost function at each iteration with respect to given constraints.
能源供应的有限性是设计移动无线传感器网络的主要挑战之一。在本研究中,提出了一种延长能量受限移动无线传感器网络(MWSNs)寿命的方法。这种方法是基于射频信号同时携带信息和能量的事实。因此,通过提高从射频(RF)信号中收集能量的效率,可以显著延长无线网络的寿命。同时无线信息和能量传输(SWIPT)技术能够通过中继节点收集能量,而中继节点又可以用于无线数据传输。为了提高移动无线网络的使用寿命,可以在接收端回收发射的射频能量。另一方面,需要在能量收集和无线数据传输之间取得平衡,以最大限度地提高系统的整体效率。采用粒子群算法(PSO)获得系统能源效率最大化的最优资源分配策略。为此目的构建了一个成本函数,粒子群算法通过在给定约束条件下改进每次迭代时成本函数的解来获得最大的能源效率。
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引用次数: 0
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