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A deep learning-based approach for pseudo-satellite positioning 基于深度学习的伪卫星定位方法
IF 1.5 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-09-22 DOI: 10.1049/cmu2.12821
Shuang Li, Jiacheng Wang, Baoguo Yu, Hantong Xing, Shuang Wang

Traditional pseudo-satellite-based indoor positioning techniques are greatly affected by the presence of multipath effects, leading to a notable reduction in the positioning precision. In order to tackle this challenge, a pseudo-satellite indoor positioning method based on deep learning is proposed. The method grids the localization region, thus transforming positioning from a regression problem to a classification problem in the gridded areas. 1D-convolutional neural network is employed to extract the correlation between pseudo-satellite data and the positioning of indoor areas. Data are collected and the method is validated in three types of areas of the experimental field, namely unobstructed area, semi-unobstructed area and obstructed area. The experimental results demonstrate that the method exhibits superior positioning accuracy compared to traditional methods, enabling effective localization even in obstructed area.

传统的伪卫星室内定位技术受多径效应的影响很大,导致定位精度明显下降。为了应对这一挑战,本文提出了一种基于深度学习的伪卫星室内定位方法。该方法将定位区域网格化,从而在网格化区域内将定位从回归问题转化为分类问题。采用一维卷积神经网络提取伪卫星数据与室内区域定位之间的相关性。收集了数据,并在实验场的三种类型区域(即无障碍区域、半无障碍区域和有障碍区域)对该方法进行了验证。实验结果表明,与传统方法相比,该方法具有更高的定位精度,即使在障碍物区域也能进行有效定位。
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引用次数: 0
Analysis of interference effect in VL-NOMA network considering signal power parameters performance 考虑信号功率参数性能的 VL-NOMA 网络干扰效应分析
IF 1.5 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-09-20 DOI: 10.1049/cmu2.12812
Chidi Emmanuel Ngene, Prabhat Thakur, Ghanshyam Singh

This study analyses the interference effect in a visible light-non-orthogonal multiple access (VL-NOMA) network that considers the signal power parameters performance for near and far users. The light-emitting diode (LED) as a carrier transmits signals, and we investigate the interference effect. The interference effect challenge is a result of unaligned signal power parameters, thereby producing noise or echo during the signal transmission. The signal power parameters are successfully aligned, and NOMA techniques are deployed, which improves the signal performance in terms of bit-error rate (BER), achieved data rate, and signal-to-interference plus noise ratio (SINR). Furthermore, the deployed NOMA techniques, such as power allocations (PA) to assign the signals appropriately, then superposition coding (SC) encodes the entire signal, and successive interference cancellation (SIC) cancels the interference within the signals. The signal behavior of the aligned and the unaligned signal power parameters performance are used to investigate the interference effect. We observed that unaligned signal power parameters reduce the signal performance of achieved data rate, BER, and SINR. Further, the aligned signal power parameter with NOMA techniques improves the signal performance. Moreover, in the aligned signal power scenario of NOMA, the near user performed better than the far user.

本研究分析了可见光非正交多址(VL-NOMA)网络中的干扰效应,考虑了近距离和远距离用户的信号功率参数性能。以发光二极管(LED)为载体传输信号,并研究干扰效应。干扰效应的挑战是信号功率参数不对齐,从而在信号传输过程中产生噪声或回声。我们成功地调整了信号功率参数,并部署了 NOMA 技术,从而在误码率 (BER)、达到的数据速率和信号干扰加噪声比 (SINR) 方面改善了信号性能。此外,所采用的 NOMA 技术,如功率分配(PA)可适当分配信号,然后叠加编码(SC)可对整个信号进行编码,连续干扰消除(SIC)可消除信号内部的干扰。对齐和未对齐信号功率参数性能的信号行为用于研究干扰效应。我们观察到,未对齐的信号功率参数降低了信号在实现数据率、误码率和信噪比方面的性能。此外,使用 NOMA 技术调整信号功率参数可改善信号性能。此外,在 NOMA 的对齐信号功率情况下,近端用户的性能优于远端用户。
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引用次数: 0
A high-precision timing and frequency synchronization algorithm for multi-h CPM signals 多小时 CPM 信号的高精度定时和频率同步算法
IF 1.5 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-09-10 DOI: 10.1049/cmu2.12809
Yukai Liu, Rongke Liu, Qizhi Chen, Ling Zhao

In the context of certain specific digital communication systems, where there are limitations such as spectral resources and energy availability, continuous phase modulation (CPM) emerges as an appealing choice among various modulation methods. Among CPM signals, multi-h CPM is particularly noteworthy for its ability to address these constraints within the realm of single-carrier and constant-envelope waveforms. At the physical layer, the design of a multi-h CPM receiver necessitates the efficient implementation of timing and frequency synchronization algorithm within a high dynamic environment. So this paper presents an innovative approach for achieving timing and frequency synchronization. To rectify timing offset and mitigate the adverse effects of noise in received signals, a re-configurable local filter generation method is integrated into the timing synchronization algorithm. Simultaneously, an enhanced least mean square adaptive filter algorithm is applied to address frequency synchronization. A comprehensive series of simulations rigorously evaluates the outcomes of proposed novel synchronization methodology. These analyses demonstrate a notable proximity between the synchronization errors of proposed algorithm in this paper and the performance benchmark set by the modified Cramer–Rao bound. The proposed synchronization technology also exhibits the capability to substantially reduce the bit error rate, thereby effectively enhancing demodulation performance in multi-h CPM receivers.

在某些特定的数字通信系统中,由于受到频谱资源和能量可用性等因素的限制,在各种调制方法中,连续相位调制(CPM)成为一种颇具吸引力的选择。在 CPM 信号中,多 h CPM 尤其值得一提,因为它能在单载波和恒定包络波形的范围内解决这些限制。在物理层,多 h CPM 接收器的设计要求在高动态环境中有效地实现定时和频率同步算法。因此,本文提出了一种实现定时和频率同步的创新方法。为了纠正定时偏移并减轻接收信号中噪声的不利影响,在定时同步算法中集成了一种可重新配置的本地滤波器生成方法。同时,还采用了增强型最小均方自适应滤波器算法来解决频率同步问题。一系列全面的模拟对所提出的新型同步方法的结果进行了严格评估。这些分析表明,本文所提算法的同步误差与修正的 Cramer-Rao 约束所设定的性能基准之间存在明显的接近性。所提出的同步技术还具有大幅降低误码率的能力,从而有效提高了多 H CPM 接收器的解调性能。
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引用次数: 0
Dual-user joint sensing and communications with time-divisioned bi-static radar 采用时分双静态雷达的双用户联合传感与通信技术
IF 1.5 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-09-08 DOI: 10.1049/cmu2.12820
Enhao Wang, Yunfei Chen, Aissa Ikhlef, Hongjian Sun

Joint sensing and communications systems have gained significant research interest by merging sensing capabilities with communication functionalities. However, few works have examined the case of multiple users. This work investigates a dual-user joint sensing and communications system, focusing on the interference between the users that explores the optimal performance trade-offs through a time-division approach. Bi-static radar setting is considered. Two typical strategies under this approach are studied: one in which both users follow the same order of communications and then sensing, and the other in which the tasks are performed in opposite order at two users. In each strategy, the sum rate and the detection probability are evaluated and optimized. The results show that the opposite order strategy offers superior performance to the same order strategy, and they also quantify their performance difference. This research highlights the potential benefits of time-division strategies and multiple users in joint sensing and communications systems.

联合传感与通信系统将传感能力与通信功能融为一体,因而获得了极大的研究兴趣。然而,很少有研究涉及多用户的情况。这项工作研究了双用户联合传感和通信系统,重点是用户之间的干扰,通过时分方法探索最佳性能权衡。考虑了双静态雷达设置。研究了这种方法下的两种典型策略:一种是两个用户按照相同的顺序先通信后传感,另一种是两个用户按照相反的顺序执行任务。在每种策略中,都对总和速率和检测概率进行了评估和优化。结果表明,相反顺序策略的性能优于相同顺序策略,而且还量化了它们的性能差异。这项研究凸显了时分策略和多用户在联合传感与通信系统中的潜在优势。
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引用次数: 0
A heuristic approach to energy efficient user association in ultra-dense HetNets using intermittent scheduling strategies 利用间歇调度策略在超密集 HetNets 中实现高能效用户关联的启发式方法
IF 1.5 4区 计算机科学 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-08-30 DOI: 10.1049/cmu2.12816
Jeta Dobruna, Zana L. Fazliu, Hena Maloku, Mojca Volk

The ultra-dense deployment of pico cells in 5G heterogeneous networks (HetNets) has raised serious concerns regarding interference and energy consumption. Both industry and academia are focusing on enhancing network energy efficiency (EE) while maintaining satisfactory quality of service (QoS) levels. However, finding an optimal solution to NEE is very challenging, especially in ultra-dense HetNets. Here, a user association and power management algorithm is presented that follows a heuristic approach and aims to maximize EE while satisfying other network requirements. The proposed algorithm associates users based on criteria that consider the users’ EE and minimizes energy consumption by intermittently switching into sleep mode base stations with the highest impact on overall network EE. The performance of this solution is evaluated in a realistic multi-cell two-tier scenario considering both co-tier and cross-tier interference by comparing it with two other solutions: a heuristic approach based on standardized eICIC, and an optimization approach based on Lagrangian dual decomposition. The simulation results show that our solution outperforms benchmarking solutions in terms of EE, average user rate, and network throughput while minimizing energy consumption.

在 5G 异构网络(HetNets)中超密集部署微微蜂窝已引起人们对干扰和能耗的严重关切。业界和学术界都在关注如何提高网络能效(EE),同时保持令人满意的服务质量(QoS)水平。然而,找到 NEE 的最佳解决方案非常具有挑战性,尤其是在超密集 HetNets 中。本文提出了一种用户关联和电源管理算法,该算法采用启发式方法,旨在最大限度地提高 EE,同时满足其他网络要求。所提出的算法根据考虑用户 EE 的标准关联用户,并通过间歇性地将对整体网络 EE 影响最大的基站切换到睡眠模式,最大限度地降低能耗。通过与其他两种解决方案(基于标准化 eICIC 的启发式方法和基于拉格朗日二元分解的优化方法)进行比较,在考虑了同层和跨层干扰的现实多蜂窝双层场景中评估了该解决方案的性能。仿真结果表明,我们的解决方案在 EE、平均用户速率和网络吞吐量方面优于基准解决方案,同时能耗最小。
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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
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
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IET Communications
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