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Adaptive graph convolutional recurrent neural networks for system-level mobile traffic forecasting 用于系统级移动交通预测的自适应图卷积递归神经网络
IF 4.1 3区 计算机科学 Q1 Engineering Pub Date : 2023-10-01 DOI: 10.23919/jcc.ea.2020-0488.202302
Yi Zhang, M. Zhang, Yihan Gui, Yu Wang, Hongchai Zhu, Wenbin Chen, Danshi Wang
Accurate traffic pattern prediction in large-scale networks is of great importance for intelligent system management and automatic resource allocation. System-level mobile traffic forecasting has significant challenges due to the tremendous temporal and spatial dynamics introduced by diverse Internet user behaviors and frequent traffic migration. Spatial-temporal graph modeling is an efficient approach for analyzing the spatial relations and temporal trends of mobile traffic in a large system. Previous research may not reflect the optimal dependency by ignoring inter-base station dependency or pre-determining the explicit geological distance as the interrelationship of base stations. To overcome the limitations of graph structure, this study proposes an adaptive graph convolutional network (AGCN) that captures the latent spatial dependency by developing self-adaptive dependency matrices and acquires temporal dependency using recurrent neural networks. Evaluated on two mobile network datasets, the experimental results demonstrate that this method outperforms other baselines and reduces the mean absolute error by 3.7 % and 5.6 % compared to time-series based approaches.
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引用次数: 0
RIS assisted dual-function radar and secure communications based on frequency-shifted chirp spread spectrum index modulation 基于频移啁啾扩频指数调制的RIS辅助双功能雷达和安全通信
3区 计算机科学 Q1 Engineering Pub Date : 2023-10-01 DOI: 10.23919/jcc.fa.2023-0143.202310
Xiaoping Jin, Peng Zhang, Chuan Wan, Dingyou Ma, Yudong Yao
Reconfigurable intelligent surface (RIS) assisted dual-function radar communications (DFRC) system is a promising integrated sensing and communication (ISAC) technology for future 6G. In this paper, we propose a scheme of RIS-assisted DFRC system based on frequency shifted chirp spread spectrum index modulation (RDFI) for secure communications. The proposed RDFI achieves the sensing and transmission of target location information in its radar and communication modes, respectively. In both modes, the frequency-shifted chirp spread spectrum index modulation (FSCSS-IM) signal is used as the baseband signal for radar and communications, so that the signal sent by the radar also carries information. This scheme implements the RIS-assisted beamforming in the communication mode through the azimuth information of the target acquired in the radar mode, so that the signal received from the eavesdropper is distorted in amplitude and phase. In addition, this paper analyzes the radar measurement accuracy and communication security of the FSCSS-IM signal using ambiguity function and secrecy rate (SR) analysis, respectively. Simulation results show that RDFI achieves both excellent bit error rate (BER) performance and physical layer security of communications.
可重构智能表面(RIS)辅助双功能雷达通信(DFRC)系统是未来6G有前途的集成传感和通信(ISAC)技术。本文提出了一种基于频移啁啾扩频指数调制(RDFI)的ris辅助DFRC安全通信方案。所提出的RDFI分别在雷达模式和通信模式下实现目标位置信息的感知和传输。在这两种模式下,都使用移频啁啾扩频指数调制(FSCSS-IM)信号作为雷达和通信的基带信号,这样雷达发出的信号也携带了信息。该方案通过在雷达模式下获取目标的方位信息,在通信模式下实现ris辅助波束形成,使从窃听者接收到的信号在幅度和相位上发生畸变。此外,本文还分别利用模糊函数和保密率(SR)分析了FSCSS-IM信号的雷达测量精度和通信安全性。仿真结果表明,RDFI具有良好的误码率性能和通信的物理层安全性。
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引用次数: 1
Differential scheme for reconfigurable intelligent surface-based spatial modulation system 可重构智能地面空间调制系统的差分方案
3区 计算机科学 Q1 Engineering Pub Date : 2023-10-01 DOI: 10.23919/jcc.fa.2023-0109.202310
Han Hai, Si Wei, Xueqin Jiang, Yuyang Peng, Mohsen Guizani
In this paper, a differential scheme is proposed for reconfigurable intelligent surface (RIS) assisted spatial modulation, which is referred to as RIS-DSM, to eliminate the need for channel state information (CSI) at the receiver. The proposed scheme is an improvement over the current differential modulation scheme used in RIS-based systems, as it avoids the high-order matrix calculation and improves the spectral efficiency. A mathematical framework is developed to determine the theoretical average bit error probability (ABEP) of the system using RIS-DSM. The detection complexity of the proposed RIS-DSM scheme is extremely low through the simplification. Finally, simulations results demonstrate that the proposed RIS-DSM scheme can deliver satisfactory error performance even in low signal-to-noise ratio environments.
本文提出了一种可重构智能表面(RIS)辅助空间调制的差分方案,即RIS- dsm,以消除接收机对信道状态信息(CSI)的需求。该方案是对当前基于ris系统的差分调制方案的改进,因为它避免了高阶矩阵计算并提高了频谱效率。建立了一个数学框架,利用RIS-DSM确定系统的理论平均误码率(ABEP)。通过简化,所提出的RIS-DSM方案的检测复杂度极低。最后,仿真结果表明,即使在低信噪比环境下,RIS-DSM方案也能提供令人满意的误差性能。
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引用次数: 0
SR-DCSK cooperative communication system with code index modulation: A new design for 6G new radios SR-DCSK编码索引调制协同通信系统:6G新无线电的新设计
3区 计算机科学 Q1 Engineering Pub Date : 2023-10-01 DOI: 10.23919/jcc.fa.2022-0297.202310
Yi Fang, Wang Chen, Pingping Chen, Yiwei Tao, Mohsen Guizani
This paper proposes a high-throughput short reference differential chaos shift keying cooperative communication system with the aid of code index modulation, referred to as CIM-SR-DCSK-CC system. In the proposed CIM-SR-DCSK-CC system, the source transmits information bits to both the relay and destination in the first time slot, while the relay not only forwards the source information bits but also sends new information bits to the destination in the second time slot. To be specific, the relay employs an N-order Walsh code to carry additional log 2 N information bits, which are superimposed onto the SR-DCSK signal carrying the decoded source information bits. Subsequently, the superimposed signal carrying both the source and relay information bits is transmitted to the destination. Moreover, the theoretical bit error rate (BER) expressions of the proposed CIM-SR-DCSK-CC system are derived over additive white Gaussian noise (AWGN) and multipath Rayleigh fading channels. Compared with the conventional DCSK-CC system and SR-DCSK-CC system, the proposed CIM-SR-DCSK-CC system can significantly improve the throughput without deteriorating any BER performance. As a consequence, the proposed system is very promising for the applications of the 6G-enabled low-power and high-rate communication.
本文提出了一种基于码索引调制的高吞吐量短参考差分混沌移位键控协同通信系统,称为CIM-SR-DCSK-CC系统。在所提出的CIM-SR-DCSK-CC系统中,源端在第一个时隙向中继端和目的端发送信息位,中继端在转发源端信息位的同时,在第二个时隙向目的端发送新的信息位。具体来说,中继采用一个N阶沃尔什码来携带额外的log 2 N个信息位,这些信息位叠加到携带解码源信息位的SR-DCSK信号上。随后,同时携带源信息位和中继信息位的叠加信号被传输到目的地。在加性高斯白噪声(AWGN)和多径瑞利衰落信道条件下,推导了该系统的理论误码率(BER)表达式。与传统的DCSK-CC系统和SR-DCSK-CC系统相比,所提出的CIM-SR-DCSK-CC系统在不降低误码率的前提下显著提高了吞吐量。因此,所提出的系统对于支持6g的低功耗和高速率通信的应用非常有希望。
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引用次数: 3
AIGC scenario analysis and research on technology roadmap of Internet industry application AIGC场景分析与互联网产业应用技术路线图研究
3区 计算机科学 Q1 Engineering Pub Date : 2023-10-01 DOI: 10.23919/jcc.fa.2023-0359.202310
Xiongfei Ren, Lili Tong, Jia Zeng, Chen Zhang
The explosion of ChatGPT is considered to be a milestone in the normalization of artificial intelligence education applications. On the technical line, the cross-modal AI generation application based on human feedback system is accelerated. In the business model, the scenes to realize interactive functions are constantly enriched. This paper reviews the evolution process of AIGC, closely follows the current situation of the coexistence of business acceleration and technical worries in the application of artificial intelligence education, analyzes the application of AIGC education in 7 subdivided fields, and analyzes the optimization direction of application cases from the perspective of perception-cognition-creation technology maturity matrix. The 3 recommendations and 2 follow-up research directions will promote the scientific application of artificial intelligence education in the AIGC period.
ChatGPT的爆发被认为是人工智能教育应用规范化的一个里程碑。在技术层面,加快了基于人反馈系统的跨模态人工智能生成应用。在商业模式中,实现交互功能的场景不断丰富。本文回顾了AIGC的演进过程,密切关注人工智能教育应用中业务加速与技术担忧并存的现状,分析了AIGC教育在7个细分领域的应用,并从感知-认知-创造技术成熟度矩阵的角度分析了应用案例的优化方向。3条建议和2个后续研究方向将推动人工智能教育在AIGC时期的科学应用。
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引用次数: 0
Analysis and optimization of validation procedure in blockchain-enhanced wireless resource sharing and transactions 区块链增强无线资源共享和交易中验证程序的分析和优化
3区 计算机科学 Q1 Engineering Pub Date : 2023-10-01 DOI: 10.23919/jcc.ea.2021-0856.202302
Enyu Du, Yang Gao, Wenjun Wu, Zhaoxin Yang, Yufeng Yin, Pengbo Si
To ensure the security of resource and intelligence sharing in 6G, blockchain has been widely adopted in wireless communications and applications. Although blockchain can ensure the traceability and non-tamperability of data in the concatenated blocks, it cannot guarantee the honest behaviors of users in the application before the generation of transactions. Thus, additional technologies are required to ensure that the source of blockchain data is reliable. In this paper, the detailed procedure is designed for the application-oriented task validation in the blockchain-enhanced computing resource sharing and transactions in ultra dense networks (UDN). The corresponding queuing model is built and analyzed with the consideration of the wireless re-transmission and the probability of malicious deception by users. Based on the analysis results, the UDN deployment is optimized to save network cost while ensuring latency performance. Numerical results verify our analysis, and the optimized system deployment including the number and service capacities of both base stations and mobile edge computing (MEC) servers are also given with various system settings.
为了确保6G下资源和智能共享的安全,区块链在无线通信和应用中得到了广泛的应用。虽然区块链可以保证连接块中数据的可追溯性和不可篡改性,但它不能保证在交易生成之前用户在应用程序中的诚实行为。因此,需要额外的技术来确保区块链数据来源的可靠性。本文针对超密集网络(UDN)中基于区块链增强的计算资源共享和交易中面向应用的任务验证设计了详细的流程。考虑无线重传和用户恶意欺骗的概率,建立了相应的排队模型并进行了分析。根据分析结果,对UDN的部署进行优化,在保证时延性能的同时节省网络成本。数值结果验证了我们的分析,并给出了不同系统设置下的优化系统部署,包括基站和移动边缘计算(MEC)服务器的数量和服务容量。
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引用次数: 0
Anti-jamming and anti-eavesdropping in A2G communication system with jittering UAV 抖动无人机A2G通信系统的抗干扰与防窃听
3区 计算机科学 Q1 Engineering Pub Date : 2023-10-01 DOI: 10.23919/jcc.fa.2021-0430.202310
Huici Wu, Yang Wen, Xiaofeng Tao, Jin Xu
This paper focuses on anti-jamming and anti-eavesdropping problem in air-to-ground (A2G) communication networks considering the impact of body jitter of unmanned aerial vehicle (UAV). A full-duplex (FD) active ground eavesdropper launches jamming attack while eavesdropping to stimulate the legitimate transmitter (i.e., UAV) to increase its transmission power. The legitimate transmitter's objective is to against the simultaneous wiretapping and jamming with a robust and power-efficient transmission scheme. The active eavesdropper aims to minimize the system secrecy rate. To study the interaction between the legitimate transmitter and the active eavesdropper, a non-cooperative game framework is formulated. Detailed, considering the impact of UAV jitter on antenna array response and secrecy performance, we first investigate the UAV's transmission power minimization problem for the worst scenario with minimum legitimate data rate and maximum eavesdropping data rate under UAV jitter. Then, the active eavesdropper's secrecy rate minimization problem with the worst scenario is investigated by optimizing its jamming strategy. Nash equilibrium is proved to be existed and obtained with the proposed iterative algorithm. Finally, extensive numerical results are provided to evaluate the system secrecy performance and to show the secrecy performance gains of the proposed method.
本文主要研究了考虑无人机机体抖动影响的空对地通信网络的抗干扰和防窃听问题。全双工(FD)有源地面窃听器在窃听时发动干扰攻击,刺激合法发射机(即无人机)增加发射功率。合法发射机的目标是防止同时窃听和干扰与一个强大的和节能的传输方案。主动窃听器的目标是最小化系统的保密率。为了研究合法发送者和主动窃听者之间的相互作用,建立了一个非合作博弈框架。考虑到无人机抖动对天线阵列响应和保密性能的影响,首先研究了无人机抖动下合法数据速率最小、窃听数据速率最大的最坏情况下的无人机发射功率最小化问题。然后,通过优化有源窃听器的干扰策略,研究了最坏情况下有源窃听器的保密率最小化问题。用所提出的迭代算法证明了纳什均衡的存在性,并得到了纳什均衡。最后,给出了广泛的数值结果来评估系统的保密性能,并展示了该方法的保密性能增益。
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引用次数: 0
Model-driven deep learning for massive space-domain index modulation MIMO detection 模型驱动深度学习的大规模空域索引调制MIMO检测
3区 计算机科学 Q1 Engineering Pub Date : 2023-10-01 DOI: 10.23919/jcc.fa.2023-0157.202310
Ping Yang, Qin Yi, Yiqian Huang, Jialiang Fu, Yue Xiao, Wanbin Tang
In this paper, a powerful model-driven deep learning framework is exploited to overcome the challenge of multi-domain signal detection in spacedomain index modulation (SDIM) based multiple input multiple output (MIMO) systems. Specifically, we use orthogonal approximate message passing (OAMP) technique to develop OAMPNet, which is a novel signal recovery mechanism in the field of compressed sensing that effectively uses the sparse property from the training SDIM samples. For OAMPNet, the prior probability of the transmit signal has a significant impact on the obtainable performance. For this reason, in our design, we first derive the prior probability of transmitting signals on each antenna for SDIM-MIMO systems, which is different from the conventional massive MIMO systems. Then, for massive MIMO scenarios, we propose two novel algorithms to avoid pre-storing all active antenna combinations, thus considerably improving the memory efficiency and reducing the related overhead. Our simulation results show that the proposed framework outperforms the conventional optimization-driven based detection algorithms and has strong robustness under different antenna scales.
在本文中,利用一个强大的模型驱动深度学习框架来克服基于空间域索引调制(SDIM)的多输入多输出(MIMO)系统中多域信号检测的挑战。具体来说,我们使用正交近似消息传递(OAMP)技术开发了OAMPNet,这是压缩感知领域一种新的信号恢复机制,它有效地利用了训练SDIM样本的稀疏特性。对于OAMPNet,发射信号的先验概率对可获得的性能有重要影响。因此,在我们的设计中,我们首先推导了SDIM-MIMO系统在每个天线上发射信号的先验概率,这与传统的大规模MIMO系统不同。然后,对于大规模MIMO场景,我们提出了两种新的算法来避免预存储所有有源天线组合,从而大大提高了内存效率并降低了相关开销。仿真结果表明,该框架优于传统的基于优化驱动的检测算法,在不同天线尺度下具有较强的鲁棒性。
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引用次数: 0
System outage probability and diversity analysis of a SWIPT based two-way DF relay network under transceiver hardware impairments 收发器硬件损坏下基于SWIPT的双向DF中继网络系统中断概率和分集分析
3区 计算机科学 Q1 Engineering Pub Date : 2023-10-01 DOI: 10.23919/jcc.ea.2021-0184.202302
Guangyue Lu, Zhipeng Liu, Yinghui Ye, Xiaoli Chu
This paper investigates the system outage performance of a simultaneous wireless information and power transfer (SWIPT) based two-way decode-and-forward (DF) relay network, where potential hardware impairments (HIs) in all transceivers are considered. After harvesting energy and decoding messages simultaneously via a power splitting scheme, the energy-limited relay node forwards the decoded information to both terminals. Each terminal combines the signals from the direct and relaying links via selection combining. We derive the system outage probability under independent but non-identically distributed Nakagami-m fading channels. It reveals an overall system ceiling (OSC) effect, i.e., the system falls in outage if the target rate exceeds an OSC threshold that is determined by the levels of HIs. Furthermore, we derive the diversity gain of the considered network. The result reveals that when the transmission rate is below the OSC threshold, the achieved diversity gain equals the sum of the shape parameter of the direct link and the smaller shape parameter of the terminal-to-relay links; otherwise, the diversity gain is zero. This is different from the amplify-and-forward (AF) strategy, under which the relaying links have no contribution to the diversity gain. Simulation results validate the analytical results and reveal that compared with the AF strategy, the SWIPT based two-way relaying links under the DF strategy are more robust to HIs and achieve a lower system outage probability.
本文研究了同时无线信息和功率传输(SWIPT)的双向解码转发(DF)中继网络的系统中断性能,其中考虑了所有收发器的潜在硬件损伤(HIs)。能量限制中继节点通过功率分割方案同时收集能量并解码消息后,将解码信息转发给两个终端。每个终端通过选择组合将来自直接链路和中继链路的信号组合起来。导出了独立但非同分布的Nakagami-m衰落信道下的系统中断概率。它揭示了整体系统上限(OSC)效应,即,如果目标速率超过由HIs水平决定的OSC阈值,系统就会停机。进一步,我们推导了所考虑的网络的分集增益。结果表明:当传输速率低于OSC阈值时,所获得的分集增益等于直接链路形状参数与端中继链路较小形状参数之和;否则,分集增益为零。这与放大转发(AF)策略不同,在AF策略下,中继链路对分集增益没有贡献。仿真结果验证了分析结果,表明与AF策略相比,DF策略下基于SWIPT的双向中继链路对HIs的鲁棒性更强,系统中断概率更低。
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引用次数: 1
A fine synchronization method for coherent fast frequency hopping 相干快速跳频的精细同步方法
3区 计算机科学 Q1 Engineering Pub Date : 2023-10-01 DOI: 10.23919/jcc.fa.2022-0599.202310
Xuanhe Yang, Weike Zhang, Shixun Luo, Chang Li, Xiaqing Miao, Aihua Wang
Coherent fast frequency hopping (CFFH) is attracting growing attention owing to its good antijamming performance and the coherent combining ability. However, compared with the conventional non-coherent fast frequency hopping, CFFH requires a more precise system synchronization. In this paper, we propose a new fine synchronization algorithm for CFFH. This algorithm consists two stages, namely, open-loop stage and closed-loop stage. In the open-loop stage, a grid-based search parameter estimation method is proposed. In the closed-loop stage, we construct a fully coherent phase-locked loop (PLL) and a delay-locked loop (DLL) with decoding feedback structure to perform further fine estimation of the system clock skew and time delay, respectively. Moreover, we analyze the effect of the search parameter settings on the estimation error and derive the root mean squared error (RMSE) of estimates in the steady state of the closed-loop stage. Finally, through simulation, the RMSE performance are compared with the corresponding Cramer-Rao low bound (CRLB) and conventional code loop estimation to show the effectiveness of proposed algorithm.
相干快速跳频(CFFH)以其良好的抗干扰性能和相干组合能力受到越来越多的关注。然而,与传统的非相干快速跳频相比,CFFH对系统同步精度要求更高。本文提出了一种新的CFFH精细同步算法。该算法分为两个阶段,即开环阶段和闭环阶段。在开环阶段,提出一种基于网格的搜索参数估计方法。在闭环阶段,我们构建了一个全相干锁相环(PLL)和一个具有译码反馈结构的锁相环(DLL),分别对系统的时钟偏差和时延进行了进一步的精细估计。此外,我们分析了搜索参数设置对估计误差的影响,并推导了闭环阶段稳态估计的均方根误差(RMSE)。最后,通过仿真,将RMSE性能与相应的Cramer-Rao下界(CRLB)和常规码环估计进行了比较,验证了所提算法的有效性。
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引用次数: 0
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China Communications
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