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Polarized APSK modulation system with polymorphic SC signals 具有多态 SC 信号的偏振 APSK 调制系统
IF 1.5 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-28 DOI: 10.1049/cmu2.12828
Peter O. Akuon

This paper discusses a new symbol modulation scheme known as polarized amplitude and phase shift keying, (Pol$Pol$-APSK) modulation with four rings in its basic form. The new scheme maps power-polarized symbol pairs on its constellation in order to increase the number of data symbols. Pol$Pol$-APSK exploits a symbol mapper based on a conjugate power splitting algorithm. Product modulation is applied, where a voltage signal of a specified amplitude and phase is multiplied by another current signal of a specified amplitude and phase, thus forming polymorphic signals in the product constellation. At the receiver, an isolated detection is performed, where the voltage signal is detected independently of the received current signal. A selection combining scheme is then used. The results depict unity peak-to-average power ratio and low average symbol energy, which is desirable for Green communications in 5G networks. It presents lower bit error rates when compared with the state-of-the art M$M$-ary quadrature amplitude modulation, with a signal-to-noise ratio gap of at least 10[dB]$10; [text{dB}]$. The proposed analytical framework closely matches the simulations for bit error rates under M=16,32,64Pol-APSK$M=16,32,64 Poltext{-APSK}$.

本文讨论了一种新的符号调制方案,即极化振幅和相移键控(P o l $Pol$ -APSK)调制,其基本形式为四环。新方案将功率极化符号对映射到其星座上,以增加数据符号的数量。 P o l $Pol$ -APSK利用基于共轭功率分割算法的符号映射器。应用乘积调制时,一个指定幅度和相位的电压信号与另一个指定幅度和相位的电流信号相乘,从而在乘积星座中形成多态信号。在接收器上,进行隔离检测,即电压信号的检测与接收到的电流信号无关。然后使用选择组合方案。研究结果表明,峰均功率比和平均符号能量都很低,这对于 5G 网络中的绿色通信来说是非常理想的。与最先进的 M $M$ -ary 正交幅度调制相比,它具有更低的误码率,信噪比差距至少为 10 [ dB ] $10; [text{dB}]$。所提出的分析框架与 M = 16 , 32 , 64 P o l -APSK $M=16,32,64 P o l -APSK $ 下的误码率模拟结果非常吻合。
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引用次数: 0
A hierarchical reinforcement learning approach for energy-aware service function chain dynamic deployment in IoT 物联网中能源感知服务功能链动态部署的分层强化学习方法
IF 1.5 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-23 DOI: 10.1049/cmu2.12824
Shuyi Wang, Haotong Cao, Longxiang Yang

Traffic volume is increasing dramatically due to the quick development of technologies like online gaming, on-demand video streaming, and the Internet of Things (IoT). The telecommunications industry's large-scale expansion is increasing its energy usage and carbon footprint. Given the desire to minimize energy consumption and carbon emissions, one of the most essential concerns of future communication networks is ensuring rigorous performance restrictions of IoT services while improving energy efficiency. In this regard, a convolutional neural network-based hierarchical reinforcement learning approach is provided to lower total energy consumption and carbon emissions in the dynamic service function chaining situations. This method can more effectively lower energy consumption and carbon emissions when compared to other hierarchical algorithms based on conventional deep neural networks and non-hierarchical algorithms. The suggested method is tested in three typical complicated networks with different network parameters to show its suitability in different network scenarios.

由于在线游戏、点播视频流和物联网(IoT)等技术的快速发展,通信量正在急剧增加。电信行业的大规模扩张正在增加其能源使用量和碳足迹。鉴于人们希望最大限度地减少能源消耗和碳排放,未来通信网络最关心的问题之一就是在提高能效的同时确保物联网服务的严格性能限制。为此,本文提供了一种基于卷积神经网络的分层强化学习方法,以降低动态服务功能链情况下的总能耗和碳排放。与其他基于传统深度神经网络的分层算法和非分层算法相比,该方法能更有效地降低能耗和碳排放。我们在三个典型的复杂网络中测试了所建议的方法,并采用不同的网络参数,以显示该方法在不同网络场景中的适用性。
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引用次数: 0
Mimic turbo compiled code structure for wireless communication systems 无线通信系统的模拟涡轮增压编译代码结构
IF 1.5 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-23 DOI: 10.1049/cmu2.12818
Yuchen Shi, Shangdong Liu, Sisi Shao, Yimu Ji, Fei Wu, Tiansheng Gu, Yulu Zheng, Yijun Nie, Zongkai Ji, Cailing Sun, Zeng Chen, Yawei Sun

Turbo codes play a crucial role in wireless communication systems, and their compiled code structures are key factors affecting the performance of the entire communication system. As a result, the study of turbo compiled code structures has been a focal point for researchers. The iterative decoding of turbo code structures has multiple limitations and large storage resource consumption, leading to poor system anti-interference ability and a rapid increase in BER. To address these issues, this paper proposes the mimic turbo compiled code structure (MTCCS) for wireless communication systems. MTCCS is based on the DHR idea, incorporating dynamic, heterogeneous, and redundancy characteristics. Dynamicity is achieved through a dynamic scheduling algorithm based on abnormal feedback information. Heterogeneity is achieved through a codec component collection design method based on intrinsic and extrinsic heterogeneity. Redundancy is achieved through a majority voting algorithm. At the beginning of information transmission, MTCCS randomly selects heterogeneous codecs from the heterogeneous codec collection to enter the runtime pool. After the information transmission is complete, the majority voting algorithm is used to adjudicate the multi-mode output of the codecs, resulting in a relatively accurate decoding outcome. Meanwhile, the dynamic scheduling module calculates the abnormal feedback information of each codec and accordingly dynamically schedules the mimic turbo codecs to replace the abnormal ones. Through the above process, MTCCS realizes the adaptive compilation code and improves the anti-interference ability of turbo code. Simulation experiments are conducted on MTCCS in both non-interference and interference scenarios. Simulation experiments show that MTCCS introducing the DHR idea achieves a balance between anti-interference and decoding performance. It effectively addresses the issue of poor anti-interference ability in turbo codes, and the decoding performance of MTCCS is superior to that of the previous single conventional turbo codes.

涡轮编码在无线通信系统中起着至关重要的作用,其编译编码结构是影响整个通信系统性能的关键因素。因此,对涡轮编译码结构的研究一直是研究人员关注的焦点。涡轮编码结构的迭代译码存在多种局限性,存储资源消耗大,导致系统抗干扰能力差,误码率迅速上升。针对这些问题,本文提出了用于无线通信系统的模拟涡轮编译码结构(MTCCS)。MTCCS 基于 DHR 思想,融合了动态、异构和冗余特性。动态性是通过基于异常反馈信息的动态调度算法实现的。异构性是通过基于内在和外在异构性的编解码器组件集合设计方法实现的。冗余通过多数表决算法实现。在信息传输开始时,MTCCS 从异构编解码器集合中随机选择异构编解码器进入运行时池。信息传输完成后,采用多数表决算法对编解码器的多模式输出进行裁决,从而获得相对准确的解码结果。同时,动态调度模块会计算每个编解码器的异常反馈信息,并据此动态调度模拟涡轮编解码器来替换异常编解码器。通过上述过程,MTCCS 实现了自适应编译编码,提高了涡轮编码的抗干扰能力。在无干扰和有干扰两种情况下,对 MTCCS 进行了仿真实验。仿真实验表明,引入 DHR 思想的 MTCCS 实现了抗干扰和解码性能的平衡。它有效地解决了涡轮编码抗干扰能力差的问题,而且 MTCCS 的解码性能优于之前的单一传统涡轮编码。
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引用次数: 0
Enhancing network attack detection across infrastructures: An automatic labeling method and deep learning model with an attention mechanism 加强跨基础设施的网络攻击检测:带有注意力机制的自动标记方法和深度学习模型
IF 1.5 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-22 DOI: 10.1049/cmu2.12819
Dinh-Minh Vu, Thi Ha La, Gia Bach Nguyen, Eui-Nam Huh, Hoang Hai Tran

In the era of industry 4.0 and the widespread use of digital devices, the number of cyber attacks poses an escalating and diverse threat, jeopardizing users' online activities. Intrusion detection systems (IDS) emerge as pivotal solutions, playing a crucial role in detecting anomalous signals within network systems. To counter novel attack patterns, IDS systems require periodic rule updates for effective identification of unusual signals. Typically, these policies are updated based on rule-based or deep learning algorithms to enhance detection performance. However, the insufficient number of labeled samples remains a challenge for real-world deployment. In this article, an automated labeling method is presented that has shown high effectiveness, requiring minimal hardware resources, and applicable to IDS systems. Additionally, the approach utilizes transfer learning combined with attention mechanisms to boost the efficiency of abnormal signal detection. The results from the approach are compared with those of a reference model, illustrating an overall improvement of nearly 10% in our model's performance compared to the reference model. This underscores the effectiveness of automating rule adjustments for IDS, contributing significantly to reducing associated financial costs. The research addresses the challenges in deploying IDS in real-world scenarios and provides a valuable contribution to enhancing cyber threat detection capabilities.

A preprint has previously been published [11].

在工业 4.0 时代,随着数字设备的广泛使用,网络攻击的数量不断攀升,威胁日益多样化,危及用户的在线活动。入侵检测系统(IDS)作为关键的解决方案出现,在检测网络系统内的异常信号方面发挥着至关重要的作用。为了应对新的攻击模式,IDS 系统需要定期更新规则,以有效识别异常信号。通常情况下,这些策略基于规则或深度学习算法进行更新,以提高检测性能。然而,标注样本数量不足仍然是实际部署中的一个挑战。本文介绍了一种自动标注方法,该方法显示出很高的有效性,只需极少的硬件资源,且适用于 IDS 系统。此外,该方法利用迁移学习与注意力机制相结合,提高了异常信号检测的效率。我们将该方法的结果与参考模型的结果进行了比较,结果表明,与参考模型相比,我们的模型整体性能提高了近 10%。这凸显了 IDS 规则自动调整的有效性,大大降低了相关的财务成本。这项研究解决了在现实世界场景中部署 IDS 所面临的挑战,为提高网络威胁检测能力做出了宝贵贡献。
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引用次数: 0
Dimmable constant weight polar-coded non-orthogonal multiple access with orthogonal space-time block coding visible light communication systems 采用正交时空块编码的可调光恒定权重极化编码非正交多路存取可见光通信系统
IF 1.5 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-16 DOI: 10.1049/cmu2.12815
Oluwaseyi Paul Babalola, Vipin Balyan

This study investigates the integration of dimmable constant weight polar-coded non-orthogonal multiple access (NOMA) with orthogonal space-time block coding (OSTBC) in visible light communication (VLC) systems over Nakagami-m$m$ fading environments. The proposed scheme aims to enhance the reliability of VLC systems by reducing the outage probability while accommodating dimming requirements. By allowing multiple users to utilize the same time-frequency resources and adjust power levels based on individual channel conditions, the system optimizes resource utilization. Additionally, the OSTBC method provides effective communication among multiple users by leveraging transmit diversity to improve system performance. The efficacy of the proposed approach is demonstrated through analytical analysis and Monte Carlo simulations, showcasing superior outage probability performance compared to conventional Alamouti-STBC schemes.

本研究探讨了将可调光恒重极性编码非正交多址接入(NOMA)与正交时空块编码(OSTBC)集成到中加米 m $m$ 衰减环境下的可见光通信(VLC)系统中。所提出的方案旨在通过降低中断概率来提高可见光通信系统的可靠性,同时满足调光要求。该系统允许多个用户使用相同的时频资源,并根据各自的信道条件调整功率水平,从而优化了资源利用率。此外,OSTBC 方法还能利用发射分集提高系统性能,从而在多个用户之间进行有效通信。通过分析和蒙特卡罗模拟,证明了所提方法的功效,与传统的阿拉木图-STBC 方案相比,该方法具有更优越的中断概率性能。
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引用次数: 0
Dual-mode codeword position index based SCMA with transmit diversity 基于双模编解码位置索引的 SCMA 发射分集
IF 1.5 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-16 DOI: 10.1049/cmu2.12805
Yanbing Yang, Jing Lei, Ke Lai

Codeword position index based sparse code multiple access (CPI-SCMA) is an effective scheme that expands codeword positions in the time domain and carries extra information by their index. This paper proposes a dual-mode CPI-SCMA (DCPI-SCMA) scheme to improve the error propagation caused by the mismatch between SCMA codewords and information bits. Furthermore, a DCPI-SCMA with transmit diversity scheme is proposed where index bits are repeatedly transmitted to obtain a transmit diversity gain; hence, a higher reliability can be achieved with a slight loss of spectral efficiency. An optimal approach for the codebook index pattern is derived where the decision of index bits is involved in the demodulation of SCMA. It can be seen from simulation results and system analysis that the proposed schemes achieve better bit error rate performance with a decrease in complexity and obtain better robustness and flexibility compared with the existing CPI-based SCMA schemes under the same spectral efficiency.

基于码元位置索引的稀疏码多路存取(CPI-SCMA)是一种在时域中扩展码元位置并通过其索引携带额外信息的有效方案。本文提出了一种双模 CPI-SCMA (DCPI-SCMA)方案,以改善 SCMA 码字和信息比特不匹配造成的误差传播。此外,本文还提出了一种具有传输分集的 DCPI-SCMA 方案,通过重复传输索引比特来获得传输分集增益,从而在略微损失频谱效率的情况下实现更高的可靠性。在 SCMA 的解调过程中会涉及索引比特的决定,因此得出了一种最优的编码本索引模式。从仿真结果和系统分析可以看出,在相同频谱效率下,与现有的基于 CPI 的 SCMA 方案相比,所提出的方案在降低复杂度的同时实现了更好的误码率性能,并获得了更好的鲁棒性和灵活性。
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引用次数: 0
Optimization strategy of UAV-ARIS assisted vehicular communication system 无人机-ARIS 辅助车载通信系统的优化策略
IF 1.5 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-14 DOI: 10.1049/cmu2.12813
Haitao Zhao, Zhuoran Xu, Yiyang Ni, Wenxue Sun, Hongbo Zhu, Yaxuan Liu, Zhaoying Mo

In recent years, the Integrated Satellite Aerial Terrestrial (I-SAT) network has garnered significant attention as an innovative and integrated communication system. However, it still encounters interference in the face of the complex external environment. In this context, reconfigurable intelligent surface (RIS) provides a key way of solving this problem and effectively improves the performance and stability of the I-SAT network. This article considers the combination of unmanned aerial vehicle (UAV) and RIS and proposes a novel architecture for sub-connected active RIS (ARIS) under the energy consumption constraints of UAV and ARIS. The authors first provide a UAV-ARIS based position prediction strategy for the vehicle. Then, a joint RIS phase shift, amplification and UAV trail optimization algorithm is proposed to pursue a high achievable rate. The interference between each link and the total energy consumption are all taken into consideration. In addition, a deep deterministic policy gradient (DDPG) algorithm is utilized for the optimization problem, and achieves convergence in continuous action space. Finally, the simulation results affirm the precision of the proposed method in significantly enhancing performance compared to other schemes.

近年来,综合卫星地面(I-SAT)网络作为一种创新的综合通信系统备受关注。然而,面对复杂的外部环境,它仍然会受到干扰。在这种情况下,可重构智能表面(RIS)为解决这一问题提供了重要途径,并能有效提高 I-SAT 网络的性能和稳定性。本文考虑了无人飞行器(UAV)与 RIS 的结合,在 UAV 和 ARIS 的能耗约束下,提出了一种新型的子连接主动 RIS(ARIS)架构。作者首先为飞行器提供了一种基于 UAV-ARIS 的位置预测策略。然后,提出了一种联合 RIS 相移、放大和 UAV 跟踪优化算法,以追求高可实现率。每个链路之间的干扰和总能耗都被考虑在内。此外,优化问题还采用了深度确定性策略梯度(DDPG)算法,并在连续行动空间中实现了收敛。最后,仿真结果肯定了所提方法的精确性,与其他方案相比,它能显著提高性能。
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引用次数: 0
Performance of massive MIMO-NOMA systems with low complexity group SIC receivers and low-resolution ADCs 采用低复杂度群 SIC 接收器和低分辨率 ADC 的大规模 MIMO-NOMA 系统的性能
IF 1.5 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-13 DOI: 10.1049/cmu2.12822
Changliang Zheng, Kang Yang, Tielian Fu, Tianle Liu, Mengqi Yang

Massive multiple-input multiple-output and non-orthogonal multiple access (MIMO-NOMA) with low-resolution analog-to-digital converters (ADCs) have been widely considered for the next-generation wireless communication systems. However, the performance of the system including power-scaling law has not been well investigated for the practical low complexity receivers. Employing the additive quantization noise model, we derive asymptotic approximate expressions of the spectrum efficiency for the system with group successive interference cancellation (GSIC) receivers over Rician fading channels. Based on these approximations, we conduct a unified asymptotic analysis for the system with linear, SIC, and GSIC receivers. The analysis reveals the transmission power can be scaled by the number of antennas for the system with GSIC receivers and shows the effects of crucial parameters including the number of groups, resolution bits, and antennas on the performance. Given a quality of service, the minimum data transmission power is also calculated for each user and the corresponding approximate power allocation is derived. The asymptotic analysis and the accuracy of the power allocation approximation are then verified by simulation results. Numerical results also demonstrate that high spectrum efficiency and energy efficiency can be achieved by the system with medium-resolution ADCs and low complexity maximum ratio combining-GSIC receivers with a small number of groups.

在下一代无线通信系统中,采用低分辨率模数转换器(ADC)的大规模多输入多输出和非正交多路存取(MIMO-NOMA)已被广泛考虑。然而,对于实用的低复杂度接收器,包括功率缩放规律在内的系统性能尚未得到很好的研究。利用加性量化噪声模型,我们推导出了在里岑衰减信道上具有分组连续干扰消除(GSIC)接收器的系统频谱效率的渐近近似表达式。基于这些近似值,我们对具有线性、SIC 和 GSIC 接收器的系统进行了统一的渐近分析。分析结果表明,在使用 GSIC 接收器的系统中,传输功率可与天线数量成比例,并显示了包括组数、分辨率比特和天线在内的关键参数对性能的影响。考虑到服务质量,还计算了每个用户的最小数据传输功率,并得出了相应的近似功率分配。仿真结果验证了渐近分析和功率分配近似值的准确性。数值结果还表明,该系统可利用中等分辨率的模数转换器和低复杂度的最大比组合-GSIC 接收器以及少量分组实现高频谱效率和能效。
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引用次数: 0
A predictive SD-WAN traffic management method for IoT networks in multi-datacenters using deep RNN 利用深度 RNN 为多数据中心物联网网络提供预测性 SD-WAN 流量管理方法
IF 1.5 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-09 DOI: 10.1049/cmu2.12810
Zeinab Nazemi Absardi, Reza Javidan

Deploying the Internet of Things (IoT) in integrated edge-cloud environments exposes the IoT traffic data to performance issues such as delay, bandwidth limitation etc. Recently, Software-Defined Wide Area Network (SD-WAN) has emerged as an architecture that originates from the Software-Defined Network (SDN) paradigm and provides solutions for networking multiple data centers by allowing network administrators to manage and control network layers. In this article, an SDWAN-based policy for traffic management in IoT is introduced in which the Quality of Service (QoS) metrics such as end-to-end delay and bandwidth utilization are optimized. The proposed method implements the traffic management policy in the SDWAN controller. When the IoT traffic flows reach the SDWAN infrastructure network, graph search algorithms are performed to find the near-optimal paths that affect the end-to-end delay of traffic flows. Because of the ability of deep learning to process complex data, a deep RNN model is used to predict the network state information, such as link latency and available bandwidth, before the traffic flows reach the infrastructure network. The proposed method consists of four key modules to predict the routes for future time intervals: (a) an SD-WAN topology updater unit that checks the link changes and availability, (b) the network state information collector, which collects the network state information to create a dataset, (c) the learning unit, which trains a deep RNN model using the created dataset, and (d) the route predictor unit, which uses the trained model to predict the network state information using a heuristic algorithm to determine the routes. The simulation results showed that the deep RNN model can achieve high accuracy and low Mean Absolute Error (MAE), and the proposed method outperforms shortest-path algorithms in terms of latency. At the same time, the available bandwidth is almost fairly distributed among all network links.

在集成的边缘云环境中部署物联网(IoT),会使物联网流量数据面临延迟、带宽限制等性能问题。最近,软件定义广域网(Software-Defined Wide Area Network,SD-WAN)作为一种源自软件定义网络(Software-Defined Network,SDN)范式的架构出现了,它通过允许网络管理员管理和控制网络层,为多个数据中心联网提供了解决方案。本文介绍了一种基于 SDWAN 的物联网流量管理策略,其中优化了端到端延迟和带宽利用率等服务质量(QoS)指标。所提出的方法在 SDWAN 控制器中实施流量管理策略。当物联网流量到达 SDWAN 基础设施网络时,会执行图搜索算法来找到影响流量端到端延迟的近优路径。由于深度学习具有处理复杂数据的能力,因此在流量到达基础设施网络之前,使用深度 RNN 模型来预测网络状态信息,如链路延迟和可用带宽。所提出的方法由四个关键模块组成,用于预测未来时间间隔内的路由:(a)SD-WAN 拓扑更新单元,用于检查链路变化和可用性;(b)网络状态信息收集器,用于收集网络状态信息以创建数据集;(c)学习单元,用于利用创建的数据集训练深度 RNN 模型;以及(d)路由预测单元,用于利用训练好的模型,采用启发式算法预测网络状态信息,从而确定路由。仿真结果表明,深度 RNN 模型可以实现较高的准确率和较低的平均绝对误差(MAE),而且所提出的方法在延迟方面优于最短路径算法。同时,可用带宽几乎在所有网络链路之间公平分配。
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引用次数: 0
A novel quasi-FM demodulator as AM demodulator for amplitude limited signals 一种新型准调频解调器,可用作振幅受限信号的调幅解调器
IF 1.5 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-07 DOI: 10.1049/cmu2.12804
Roza Banitalebi Dehkordi, Mohsen Mivehchy, Mohammad Farzan Sabahi

This paper investigates the changes in the waveform of a sinusoidal carrier resulting from amplitude modulation (AM) process. Based on this analysis, a novel method for extracting amplitude information is proposed. The proposed method uses the behaviour of the amplitude limitation which does not significantly affect the slope of the sinusoidal signal near zero crossing points. A simple comparator is used to convert the changes in sinusoidal slope near zero crossing points into pulse width changes. A simple circuit is proposed which keeps the output pulse width of the comparator constant by a simple control loop. The accuracy of the method is evaluated through simulation and is experimentally tested. If the modulation index is high and the amplitude of the input signal to the detector is limited, the proposed method can yield up at least 9 dB improvement in relative error power. However, if the modulation index is small, the improvement in relative error power can be at least 35 dB compared to other conventional types of AM demodulators.

本文研究了振幅调制(AM)过程导致的正弦载波波形变化。在此分析基础上,提出了一种提取振幅信息的新方法。所提出的方法利用了振幅限制的特性,这种特性在过零点附近不会明显影响正弦信号的斜率。使用一个简单的比较器将零交叉点附近正弦斜率的变化转换为脉冲宽度的变化。我们提出了一个简单的电路,通过一个简单的控制回路保持比较器的输出脉冲宽度不变。通过模拟和实验测试评估了该方法的准确性。如果调制指数较高,并且检测器的输入信号振幅有限,那么所提出的方法至少可以提高 9 dB 的相对误差功率。然而,如果调制指数较小,与其他传统类型的调幅解调器相比,相对误差功率至少可提高 35 dB。
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引用次数: 0
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