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Evaluation of energy consumption of LPWAN technologies 评估 LPWAN 技术的能耗
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-12-13 DOI: 10.1186/s13638-023-02322-8
Husam Rajab, Husam Al-Amaireh, Taoufik Bouguera, Tibor Cinkler

The majority of IoT implementations demand sensor nodes to run reliably for an extended time. Furthermore, the radio settings can endure a high data rate transmission while optimizing the energy-efficiency. The LoRa/LoRaWAN is one of the primary low-power wide area network (LPWAN) technologies that has highly enticed much concentration. The energy limits is a significant issue in wireless sensor networks since battery lifetime that supplies sensor nodes have a restricted amount of energy and neither expendable nor rechargeable in most cases. A common hypothesis is that the energy consumed by sensors in sleep mode is negligible. With this hypothesis, the usual approach is to consider subsets of nodes that reach all the iterative targets. These subsets also called coverage sets, are then put in the active mode, considering the others are in the low-power or sleep mode. In this paper, we address this question by proposing an energy consumption model based on LoRa and LoRaWAN, which optimizes the energy consumption of the sensor node for different tasks for a period of time. Our energy consumption model assumes the following, the processing unit is in on-state along the working sequence which enhances the MCU unit by constructing it in low-power modes through most of the activity cycle, a constant time duration, and the radio module sends a packet of data at a specified transmission power level. The proposed analytical approach permits considering the consumed power of every sensor node element where the numerical results show that the scenario in which the sensor node transfers data to the gateway then receives an acknowledgment RX2 without receiving RX1 consumes the most energy; furthermore, it can be used to analyze different LoRaWAN modes to determine the most desirable sensor node design to reach its energy autonomy where the numerical results detail the impact of scenario, spreading factor, and bandwidth on power consumption.

大多数物联网实现都要求传感器节点长时间可靠运行。此外,无线电设置可以承受高数据速率传输,同时优化能源效率。LoRa/LoRaWAN是低功耗广域网(LPWAN)的主要技术之一,引起了广泛的关注。能量限制是无线传感器网络中的一个重要问题,因为提供传感器节点的电池寿命具有有限的能量,并且在大多数情况下既不是消耗性的,也不是可充电的。一个常见的假设是,传感器在睡眠模式下消耗的能量可以忽略不计。有了这个假设,通常的方法是考虑到达所有迭代目标的节点子集。这些子集也称为覆盖集,然后将它们置于活动模式,而其他子集则处于低功耗或休眠模式。在本文中,我们提出了一种基于LoRa和LoRaWAN的能耗模型来解决这个问题,该模型可以优化传感器节点在一段时间内不同任务的能耗。我们的能耗模型假设如下,处理单元沿着工作序列处于导通状态,通过在大部分活动周期中以低功耗模式构建MCU单元,恒定的时间持续时间,无线电模块以指定的传输功率水平发送数据包。所提出的分析方法允许考虑每个传感器节点元素的功耗消耗,其中数值结果表明,传感器节点向网关发送数据后接收确认RX2而不接收RX1的场景能耗最大;此外,它可以用于分析不同的LoRaWAN模式,以确定最理想的传感器节点设计,以达到其能量自治,其中数值结果详细说明了场景,扩展因子和带宽对功耗的影响。
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引用次数: 0
Routing protocols based on node selection for freely floating underwater wireless sensor networks: a survey 基于节点选择的水下自由浮动无线传感器网络路由协议综述
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-11-29 DOI: 10.1186/s13638-023-02324-6
Ghida Jubran Alqahtani, Fatma Bouabdallah

Recently, there has been an increasing interest in monitoring and exploring the underwater environment for scientific applications such as oceanographic data collection, marine surveillance, and pollution detection. Underwater acoustic sensor networks (UASN) have been proposed as the enabling technology to observe, map and explore the ocean. Due to the unique characteristics of underwater aquatic environment, which are low bandwidth, long propagation delays, and high energy consumption, the data forwarding process is very difficult. This paper presents a survey of the routing protocols for UASN. The addressed routing protocols are classified from a mobility point of view in freely floating underwater sensor networks. Indeed, managing the mobility of freely floating underwater sensors is one of the most critical constraints in the design of routing protocols. That is why we classify the routing protocols into “reliable data forwarding protocols” and “prediction-based data forwarding protocols.” In the first category, the proposed protocols mainly endure nodes’ mobility by continuously updating location information aiming at delivering the packets to the sink. In the second category, routing protocols try to rather master the nodes’ mobility by predicting the future nodes’ positions either based on a mobility model or on historical nodes’ positions using filtering techniques. We believe that our classification will help not only in deeply understanding the main characteristics of each protocol but also in investigating the evolution of research work evolution to provide energy-efficient data forwarding solutions for freely floating UASN.

近年来,人们对水下环境的监测和探索越来越感兴趣,以用于海洋数据收集、海洋监测和污染检测等科学应用。水声传感器网络(UASN)已被提出作为观测、绘制和探索海洋的使能技术。由于水下水生环境具有带宽低、传播延迟长、能耗高的特点,使得数据转发过程非常困难。本文对usasn的路由协议进行了综述。从可移动性的角度对自由浮动水下传感器网络中的寻址路由协议进行了分类。事实上,管理自由漂浮的水下传感器的移动性是路由协议设计中最关键的约束之一。这就是我们将路由协议分为“可靠数据转发协议”和“基于预测的数据转发协议”的原因。在第一类协议中,提出的协议主要通过不断更新位置信息来承受节点的移动性,目的是将数据包发送到sink。在第二类中,路由协议试图通过基于移动性模型或使用过滤技术的历史节点位置来预测未来节点的位置,从而掌握节点的移动性。我们相信,我们的分类不仅有助于深入了解每个协议的主要特征,而且有助于研究研究工作的演变,为自由浮动的usasn提供节能的数据转发解决方案。
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引用次数: 0
Intelligent deep reinforcement learning-based scheduling in relay-based HetNets 基于中继的HetNets中基于深度强化学习的智能调度
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-11-28 DOI: 10.1186/s13638-023-02325-5
Chao Chen, Zhengyang Wu, Xiaohan Yu, Bo Ma, Chuanhuang Li

We consider a fundamental file dissemination problem in a two-hop relay-based heterogeneous network consisting of a macro base station, a half-duplex relay station, and multiple users. To minimize the dissemination delay, rateless code is employed at the base station. Our goal is to find an efficient channel-aware scheduling policy at the half-duplex relay station, i.e., either fetch a packet from the base station or broadcast a packet to the users at each time slot, such that the file dissemination delay is minimized. We formulate the scheduling problem as a Markov decision process and propose an intelligent deep reinforcement learning-based scheduling algorithm. We also extend the proposed algorithm to adapt to dynamic network conditions. Simulation results demonstrate that the proposed algorithm performs very close to a lower bound on the dissemination delay and significantly outperforms baseline schemes.

本文研究了一个由宏基站、半双工中继站和多用户组成的基于两跳中继的异构网络中的基本文件传播问题。为了使传播延迟最小化,基站采用无速率码。我们的目标是在半双工中继站中找到一种有效的信道感知调度策略,即,要么从基站获取数据包,要么在每个时隙向用户广播数据包,从而使文件传播延迟最小化。我们将调度问题表述为一个马尔可夫决策过程,并提出了一种基于深度强化学习的智能调度算法。我们还扩展了该算法以适应动态网络条件。仿真结果表明,该算法的传播延迟非常接近下界,显著优于基准方案。
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引用次数: 0
Modified state activation functions of deep learning-based SC-FDMA channel equalization system 基于深度学习的 SC-FDMA 信道均衡系统的修正状态激活函数
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-11-27 DOI: 10.1186/s13638-023-02326-4
Mohamed A. Mohamed, Hassan A. Hassan, M. Essai, Hamada Esmaiel, Ahmed S. A. Mubarak, Osama A. Omer
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引用次数: 0
Channel state information-based wireless localization by signal reconstruction 基于信道状态信息的信号重构无线定位
4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-11-06 DOI: 10.1186/s13638-023-02303-x
Yunbing Hu, Ao Peng, Shenghong Li, Biyu Tang, Wei Ni, Xianzhi Lu, Jianguo Tang
Abstract Wireless localization technology has been widely used in indoor and outdoor fields. Channel estimation based on channel state information is a hot research topic in recent years. However, due to the interference of acquisition bandwidth, noise and Doppler effect, high-resolution channel estimation is a difficult problem. In this paper, the least squares estimate the amplitude of the signal subspace projection and estimate the time delay, using wireless channel state information to delay obey exponential distribution and magnitude obey normal distribution features, and reconstruction after the signal space and sampling to the Euclidean distance between the signal space, common as gradient optimization parameters, estimate the arrival time delay of high precision. The algorithm proposed in this paper filters out the noise interference in wireless communication and improves the accuracy of channel estimation through the method of least square and gradient optimization, which provides a feasible scheme for indoor wireless localization.
摘要无线定位技术已广泛应用于室内和室外领域。基于信道状态信息的信道估计是近年来的研究热点。然而,由于采集带宽、噪声和多普勒效应的干扰,高分辨率信道估计是一个难题。本文采用最小二乘估计信号的幅值投影子空间并估计时延,利用无线信道状态信息使时延服从指数分布和幅值服从正态分布的特征,并将重构后的信号空间和采样到的信号空间之间的欧氏距离,共同作为梯度优化参数,估计了高精度的到达时延。本文提出的算法通过最小二乘法和梯度优化方法滤除无线通信中的噪声干扰,提高信道估计的精度,为室内无线定位提供了一种可行的方案。
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引用次数: 0
Research of 5G HUDN network selection algorithm based on Dueling-DDQN 基于Dueling-DDQN的5G HUDN网络选择算法研究
4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-11-06 DOI: 10.1186/s13638-023-02323-7
Jianli Xie, Binhan Zhu, Cuiran Li
Abstract Due to the dense deployment and the diversity of user service types in the 5G HUDN environment, a more flexible network selection algorithm is required to reduce the network blocking rate and improve the user’s quality of service (QoS). Considering the QoS requirements and preferences of the users, a network selection algorithm based on Dueling-DDQN is proposed by using deep reinforcement learning. Firstly, the state, action space and reward function of the user-selected network are designed. Then, by calculating the network selection benefits for different types of services initiated by users, the analytic hierarchy process is used to establish the weight relationship between the different user services and the network attributes. Finally, a deep Q neural network is used to solve and optimize the proposed target and obtain the user’s best network selection strategy and long-term network selection benefits. The simulation results show that compared with other algorithms, the proposed algorithm can effectively reduce the network blocking rate while reducing the switching times.
5G HUDN环境部署密集,用户业务类型多样,需要更灵活的网络选择算法来降低网络阻塞率,提高用户服务质量(QoS)。考虑到用户的QoS需求和偏好,利用深度强化学习,提出了一种基于Dueling-DDQN的网络选择算法。首先,设计了用户选择网络的状态、行动空间和奖励函数;然后,通过计算用户发起的不同类型服务的网络选择效益,利用层次分析法建立不同用户服务与网络属性之间的权重关系;最后,利用深度Q神经网络对提出的目标进行求解和优化,得到用户的最佳网络选择策略和长期网络选择效益。仿真结果表明,与其他算法相比,该算法可以有效地降低网络阻塞率,同时减少交换次数。
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引用次数: 0
Drone network for early warning of forest fire and dynamic fire quenching plan generation 无人机网络森林火灾预警与动态灭火方案生成
4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-11-04 DOI: 10.1186/s13638-023-02320-w
S. Manoj, C. Valliyammai
Abstract Wildfires are one of the most frequent natural disasters which significantly harm the environment, society, and the economy. Transfer learning algorithms and modern machine learning tools can help in early forest fire prediction, detection, and dynamic fire quenching. A group of drones that has high-definition image processing and decision-making capabilities are used to detect the forest fires in the very early stage. The proposed system generates a fire quenching plan using particle swarm optimization technique and alerts the fire and rescue department for a quick action, thereby stop the forest fire at an early stage. Also, the drone network plays a major role to track the live status of forest fire and quenches the fire. ResNet, VGGNet, MobileNet, AlexNet, and GoogLeNet are used to detect the forest fire hazards. The experimental results prove that the proposed technique GoogLeNet-TL provides 96% accuracy and 97% F1 score in comparison with the state-of-the-art deep learning models.
摘要野火是最常见的自然灾害之一,对环境、社会和经济造成严重危害。迁移学习算法和现代机器学习工具可以帮助早期森林火灾预测、检测和动态灭火。一组具有高清图像处理和决策能力的无人机在森林火灾的早期阶段被用于探测。该系统利用粒子群优化技术生成灭火计划,并向消防救援部门发出预警,使消防救援部门快速采取行动,从而在早期制止森林火灾。此外,无人机网络在跟踪森林火灾动态和灭火方面也发挥着重要作用。使用ResNet、VGGNet、MobileNet、AlexNet和GoogLeNet检测森林火险。实验结果证明,与最先进的深度学习模型相比,所提出的技术GoogLeNet-TL提供了96%的准确率和97%的F1分数。
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引用次数: 0
A comprehensive study on the synchronization procedure in 5G NR with 3GPP-compliant link-level simulator 基于3gpp链路级模拟器的5G NR同步过程综合研究
4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-10-27 DOI: 10.1186/s13638-023-02317-5
Riccardo Tuninato, Daniel Gaetano Riviello, Roberto Garello, Bruno Melis, Roberto Fantini
Abstract The 5G New Radio synchronization procedure is the first step that the user must complete to access the mobile network. It mainly consists of the detection of the primary and secondary synchronization signals (PSS and SSS, respectively) and the decoding of the physical broadcast channel (PBCH). Our goal is to provide a comprehensive study of the synchronization procedure and investigate different techniques and approaches, through the implementation of a 5G New Radio-compliant simulator. Of significant interest is the investigation of impairments such as the fading channel, the frequency offset, and the delay spread. The results are provided in terms of detection probability for the PSS and SSS detection, and in terms of block error rate for the PBCH. From the data collected, there is evidence that choosing M-sequences for the PSS leads to an appreciably robust solution against frequency offset. The structure of the Gold sequences for SSS generation can be exploited to reduce the detection complexity, and different approaches can be chosen to improve reliability against delay spread. Moreover, the polar coding for 5G PBCH outperforms the former 4G coding technique, but they are still sensible to frequency offset. Finally, the simulator functionalities are validated through real captures of 5G signals.
5G新无线电同步过程是用户接入移动网络必须完成的第一步。它主要包括主同步信号和从同步信号(分别为PSS和SSS)的检测和物理广播信道(PBCH)的解码。我们的目标是通过实现5G新无线电兼容模拟器,对同步过程进行全面研究,并研究不同的技术和方法。值得关注的是对衰落信道、频率偏移和延迟扩展等损伤的研究。结果以PSS和SSS检测的检测概率和PBCH的块错误率提供。从收集到的数据来看,有证据表明,为PSS选择m序列会导致对频率偏移的显着鲁棒解决方案。利用生成SSS的Gold序列的结构可以降低检测复杂度,并可以选择不同的方法来提高抗延迟扩展的可靠性。此外,5G PBCH的极性编码优于以前的4G编码技术,但它们仍然对频率偏移敏感。最后,通过5G信号的真实捕获验证了模拟器的功能。
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引用次数: 0
Compact dual-port MIMO filtenna-based DMS with high isolation for C-band and X-band applications 紧凑的双端口MIMO滤波器为基础的DMS具有高隔离的c波段和x波段应用
4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-10-25 DOI: 10.1186/s13638-023-02319-3
Rania H. Elabd
Abstract A dual-port multiple-input multiple-output (MIMO) filtenna with minimal sizes of 80 × 45 mm 2 is set up in this study. Each element in this MIMO filtenna is positioned orthogonally to the one next to it to improve isolation. For the MIMO element to achieve high-frequency selectivity and compact size, a frequency-reconfigurable filtenna that was created by fusing a band-pass filter and a monopole radiator was used. The suggested filtenna can switch between its C-band and X-band operating states with ease. On build the filtenna circuit, a band-pass filter based on defective microstrip structure is inserted to a circular monopole radiator. The developed filtenna operates in the C-band frequency range of 6.5–8 GHz and the X-band frequency range of 8–12 GHz. It is possible to use the X-band operating state for communication in a cognitive radio environment. Used as a decoupling structure, metamaterial structures can increase isolation to more than 40 dB across the bandwidth. The suggested MIMO filtenna system has an envelope correlation coefficient of 2.4e−6, a peak gain of 6 dBi, and an impedance bandwidth of 7.4–7.75 GHz. The MIMO filtenna is constructed and measured, and the findings of the measurement and simulation are in good agreement.
本文设计了一种最小尺寸为80 × 45 mm2的双端口多输入多输出(MIMO)滤波器。MIMO滤波器中的每个元件与其旁边的元件垂直定位,以提高隔离度。为了使MIMO元件实现高频选择性和紧凑的尺寸,使用了一个频率可重构的滤波器,该滤波器是通过融合带通滤波器和单极辐射器而产生的。建议的滤波器可以轻松地在c波段和x波段工作状态之间切换。在构建滤波器电路时,将基于缺陷微带结构的带通滤波器插入圆形单极辐射器中。所研制的滤波器工作在6.5 - 8ghz的c频段频率范围和8 - 12ghz的x频段频率范围。在认知无线电环境中使用x波段操作状态进行通信是可能的。作为去耦结构,超材料结构可以将整个带宽的隔离度提高到40 dB以上。该MIMO滤波器系统的包络相关系数为2.4e−6,峰值增益为6 dBi,阻抗带宽为7.4 ~ 7.75 GHz。构造了MIMO滤波器并进行了测量,测量结果与仿真结果吻合良好。
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引用次数: 0
Efficient design of a wideband tunable microstrip filtenna for spectrum sensing in cognitive radio systems 一种用于认知无线电系统频谱感知的宽带可调谐微带滤波器的高效设计
4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-10-23 DOI: 10.1186/s13638-023-02321-9
Rania H. Elabd, Amr H. Hussein
Abstract This paper presents a novel design of a compact, wideband tunable microstrip filtenna system for effective spectrum sensing in cognitive radio (CR) applications. The proposed filtenna structure has a total bandwidth of $$1.63,text{GHz}$$ <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:mn>1.63</mml:mn> <mml:mspace /> <mml:mtext>GHz</mml:mtext> </mml:mrow> </mml:math> and flexible frequency scanning design throughout the frequency range from $$1.93,text{ to },3.56,text{ GHz}$$ <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:mn>1.93</mml:mn> <mml:mspace /> <mml:mspace /> <mml:mtext>to</mml:mtext> <mml:mspace /> <mml:mspace /> <mml:mn>3.56</mml:mn> <mml:mspace /> <mml:mspace /> <mml:mtext>GHz</mml:mtext> </mml:mrow> </mml:math> with high selectivity and narrow bandwidths ranging from $$39.9,text{to}53,text{MHz}$$ <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:mn>39.9</mml:mn> <mml:mspace /> <mml:mtext>to</mml:mtext> <mml:mn>53</mml:mn> <mml:mspace /> <mml:mtext>MHz</mml:mtext> </mml:mrow> </mml:math> . Frequency tuning is accomplished electrically via integrating a varactor diode into the filtenna construction. The filtenna is realized on a Rogers TMM4 substrate with $$h=1.52,text{mm}$$ <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:mi>h</mml:mi> <mml:mo>=</mml:mo> <mml:mn>1.52</mml:mn> <mml:mspace /> <mml:mtext>mm</mml:mtext> </mml:mrow> </mml:math> thickness and relative dielectric constant of $${varepsilon }_{r}=4.5$$ <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:msub> <mml:mi>ε</mml:mi> <mml:mi>r</mml:mi> </mml:msub> <mml:mo>=</mml:mo> <mml:mn>4.5</mml:mn> </mml:mrow> </mml:math> with dimensions of $$(25times 35), {text{mm}}^{2}$$ <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:mrow> <mml:mo>(</mml:mo> <mml:mn>25</mml:mn> <mml:mo>×</mml:mo> <mml:mn>35</mml:mn> <mml:mo>)</mml:mo> </mml:mrow> <mml:mspace /> <mml:msup> <mml:mrow> <mml:mtext>mm</mml:mtext> </mml:mrow> <mml:mn>2</mml:mn> </mml:msup> </mml:mrow> </mml:math> . The obtained gain and efficiency of the filtenna ranged from $$0.7$$ <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:mn>0.7</mml:mn> </mml:mrow> </mml:math> to $$2.26,text{dBi}$$ <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:mn>2.26</mml:mn> <mml:mspace /> <mml:mtext>dBi</mml:mtext> </mml:mrow> </mml:math> and 49% to 60%, respectively, within the tuning range. Simple biasing circuitry, wideband operation, and compact planar structure are distinctive and appealing aspects of the design. For the manufactured prototypes, a significant level of agreement is found between the simulated and measured results in terms of scattering parameter $${text{S}}_{11}$$ <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:msub> <mml:mtext>S</mml:mtext> <mml:mn>11</mml:mn> </mml:msub> </mml:math> and radiation patterns a
摘要:本文提出了一种新型的小型宽带可调微带滤波系统,用于认知无线电(CR)应用中的有效频谱感知。该滤波器结构的总带宽为$$1.63,text{GHz}$$ 1.63 GHz,在$$1.93,text{ to },3.56,text{ GHz}$$ 1.93 ~ 3.56 GHz的频率范围内采用灵活的频率扫描设计,具有高选择性和$$39.9,text{to}53,text{MHz}$$ 39.9 ~ 53 MHz的窄带带宽。频率调谐是通过将变容二极管集成到滤波器结构中来实现的。该滤波器是在厚度$$h=1.52,text{mm}$$ h = 1.52 mm、相对介电常数$${varepsilon }_{r}=4.5$$ ε r = 4.5、尺寸$$(25times 35), {text{mm}}^{2}$$ (25 × 35) mm2的Rogers TMM4衬底上实现的。所得滤波器的增益和效率分别为$$0.7$$ 0.7 ~ $$2.26,text{dBi}$$ 2.26 dBi和49 dBi% to 60%, respectively, within the tuning range. Simple biasing circuitry, wideband operation, and compact planar structure are distinctive and appealing aspects of the design. For the manufactured prototypes, a significant level of agreement is found between the simulated and measured results in terms of scattering parameter $${text{S}}_{11}$$ S 11 and radiation patterns at different operating frequencies.
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引用次数: 0
期刊
EURASIP Journal on Wireless Communications and Networking
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