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Imperfect Channel State Information of AF and DF Energy Harvesting Cooperative Networks 被引量:2
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作者 Hoang-Sy NGUYEN Anh-Hoa BUI +1 位作者 Dinh-Thuan DO Miroslav VOZNAK 《China Communications》 SCIE CSCD 2016年第10期11-19,共9页
Wireless information and powered transfer networks(WIPT) has recently been implemented in 5th generation wireless networks. In this paper, we consider half-duplex relaying system in which the energy constrained relay ... Wireless information and powered transfer networks(WIPT) has recently been implemented in 5th generation wireless networks. In this paper, we consider half-duplex relaying system in which the energy constrained relay node collects energy via radio frequency(RF) signals from the surrounding resources. Regarding energy harvesting protocol, we propose power time switching-based relaying(PTSR) architecture for both amplify-and-forward(AF) and decode-and-forward(DF). Especially, we reveal the analytical expressions of achievable throughput, ergodic capacity and energy-efficient in case of imperfect channel state information(CSI) for both AF and DF network. Through numerical analysis, we analyse the throughput performance, energy-efficient and ergodic capacity for different parameters, including power splitting ratio and energy harvesting time. Moreover, we also depict the performance comparison between AF and DF network with perfect and imperfect CSI. The results in numerical analysis reveal that the result of AF relaying network is less significant than DF relaying network in the various scenarios. 展开更多
关键词 AMPLIFY-AND-FORWARD DECODE-AND-FORWARD energy harvesting THROUGHPUT channel state information(csi)
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Wireless Physical Layer Security with Imperfect Channel State Information: A Survey 被引量:5
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作者 Biao He Xiangyun Zhou Thushara D.Abhayapala 《ZTE Communications》 2013年第3期11-19,共9页
Physical layer security is an emerging technique for improving wireless communication security, which is widely regarded as a complement to cryptographic technologies. To design physical layer security techniques for ... Physical layer security is an emerging technique for improving wireless communication security, which is widely regarded as a complement to cryptographic technologies. To design physical layer security techniques for practical scenarios, uncertainty and imperfections in the channel knowledge need to be taken into account. This paper is a survey of recent research on physical layer security that considers imperfect channel state information (CSI) at communication nodes. We first give an overview of the main information-theoretic measures of secrecy performance with imperfect CSI. Then, we describe several signal processing enhancements in secure transmission designs. These enhancements include secure on-off transmission, beamforming with artificial noise, and secure communication assisted by relay nodes or in cognitive radio systems. Recent studies of physical layer security in large-scale decentralized wireless networks are also summarized. Finally, open problems for on-going and future research are discussed. 展开更多
关键词 physical layer security fading channels channel uncertainty imperfect channel state information
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A Survey of Wi-Fi Sensing Techniques with Channel State Information 被引量:2
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作者 MICHEN Liangqin TIAN Liping +1 位作者 XU Zhimeng CHEN Zhizhang 《ZTE Communications》 2020年第3期57-63,共7页
A review of signal processing algorithms employing Wi-Fi signals for positioning and recognition of human activities is presented.The principles of how channel state information(CSI)is used and how the Wi-Fi sensing s... A review of signal processing algorithms employing Wi-Fi signals for positioning and recognition of human activities is presented.The principles of how channel state information(CSI)is used and how the Wi-Fi sensing systems operate are reviewed.It provides a brief introduction to the algorithms that perform signal processing,feature extraction and recognitions,including location,activity recognition,physiological signal detection and personal identification.Challenges and future trends of Wi-Fi sensing are also discussed in the end. 展开更多
关键词 Wi-Fi sensing channel state information signal processing CLASSIFICATIONS feature extraction POSITIONING LOCATION recognitions
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Device-Free Through-the-Wall Activity Recognition Using Bi-Directional Long Short-Term Memory and WiFi Channel State Information
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作者 Zi-Yuan Gong Xiang Lu +2 位作者 Yu-Xuan Liu Huan-Huan Hou Rui Zhou 《Journal of Electronic Science and Technology》 CAS CSCD 2021年第4期357-368,共12页
Activity recognition plays a key role in health management and security.Traditional approaches are based on vision or wearables,which only work under the line of sight(LOS)or require the targets to carry dedicated dev... Activity recognition plays a key role in health management and security.Traditional approaches are based on vision or wearables,which only work under the line of sight(LOS)or require the targets to carry dedicated devices.As human bodies and their movements have influences on WiFi propagation,this paper proposes the recognition of human activities by analyzing the channel state information(CSI)from the WiFi physical layer.The method requires only the commodity:WiFi transmitters and receivers that can operate through a wall,under LOS and non-line of sight(NLOS),while the targets are not required to carry dedicated devices.After collecting CSI,the discrete wavelet transform is applied to reduce the noise,followed by outlier detection based on the local outlier factor to extract the activity segment.Activity recognition is fulfilled by using the bi-directional long short-term memory that takes the sequential features into consideration.Experiments in through-the-wall environments achieve recognition accuracy>95%for six common activities,such as standing up,squatting down,walking,running,jumping,and falling,outperforming existing work in this field. 展开更多
关键词 Activity recognition bi-directional long short-term memory(Bi-LSTM) channel state information(csi) device-free through-the-wall.
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A joint optimization scheme of resource allocation in downlink NOMA with statistical channel state information
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作者 XU Lei LI Weifeng +3 位作者 YAO Yijing CHANG Jing FANG Hongyu LI Xiaohui 《High Technology Letters》 EI CAS 2022年第1期107-114,共8页
In a real communication scenario,it is very difficult to obtain the real-time channel state infor-mation(CSI)accurately,so the non-orthogonal multiple access(NOMA)system with statistical CSI has been researched.Aiming... In a real communication scenario,it is very difficult to obtain the real-time channel state infor-mation(CSI)accurately,so the non-orthogonal multiple access(NOMA)system with statistical CSI has been researched.Aiming at the problem that the maximization of system sum rate cannot be solved directly,a step-by-step resource allocation optimization scheme based on machine learning is proposed.First,in order to achieve a trade-off between the system sum rate and user fairness,the system throughput formula is derived.Then,according to the combinatorial characteristics of the system throughput maximization problem,the original optimization problem is divided into two sub-problems,that are power allocation and user grouping.Finally,genetic algorithm is introduced to solve the sub-problem of power allocation,and hungarian algorithm is introduced to solve the sub-problem of user grouping.By comparing the ergodic data rate of NOMA users with statistical CSI and perfect CSI,the effectiveness of the statistical CSI sorting is verified.Compared with the orthogonal multiple access(OMA)scheme,the NOMA scheme with the fixed user grouping scheme and the random user grouping scheme,the system throughput performance of the proposed scheme is signifi-cantly improved. 展开更多
关键词 non-orthogonal multiple access(NOMA) channel state information(csi) user grouping power allocation THROUGHPUT
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Outage performance of cognitive multisource multidestination relay networks with imperfect channel state information and interference from primary transmitter
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作者 Liu Shuai Sun Dechun +3 位作者 Liu Zujun Yi Kechu Yang Hong Wang Kan 《High Technology Letters》 EI CAS 2019年第4期369-377,共9页
Given imperfect channel state information(CSI)and considering the interference from the primary transmitter,an underlay cognitive multisource multidestination relay network is proposed.A closed-form exact outage proba... Given imperfect channel state information(CSI)and considering the interference from the primary transmitter,an underlay cognitive multisource multidestination relay network is proposed.A closed-form exact outage probability and asymptotic outage probability are derived for the secondary system of the network.The results show that the outage probability is influenced by the source and destination number,the CSI imperfection as well as the interference from the primary transmitter,while the diversity order is independent of the CSI imperfection and the interference from the primary transmitter,yet it is equal to the minimum of the source and destination number.Moreover,extensive simulations are conducted with different system parameters to verify the theoretical analysis. 展开更多
关键词 outage performance cognitive network channel state information(csi) primary transmitter
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基于轻量级卷积神经网络的CSI图像室内定位
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作者 黄良璜 余敏 《全球定位系统》 2025年第1期41-47,共7页
针对卷积神经网络(convolutional neural network,CNN)计算复杂度高和内存占用大的问题,本文提出了一种基于轻量级CNN的信道状态信息(channel state information,CSI)图像指纹被动定位(LCNNLoc)方法.离线训练阶段,将幅值差矩阵和相位矩... 针对卷积神经网络(convolutional neural network,CNN)计算复杂度高和内存占用大的问题,本文提出了一种基于轻量级CNN的信道状态信息(channel state information,CSI)图像指纹被动定位(LCNNLoc)方法.离线训练阶段,将幅值差矩阵和相位矩阵构造成类似于“RGB”的三通道特征图像;同时设计了一个轻量级CNN架构,利用特征图像作为该框架的输入进行训练,在训练结束时将CNN模型保存为指纹数据库.在线定位阶段,采用概率加权质心方法实现了实时的位置估计.实验结果表明,相较于传统方法,LCNNLoc不仅提升了定位精度,还降低了算法运行耗时. 展开更多
关键词 卷积神经网络(CNN) 信道状态信息(csi) 图像指纹 轻量级网络 概率加权质心方法
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Network coding with diversity and outdated channel state information
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作者 Tong CHEN Kanapathippillai CUMANAN +1 位作者 Zhiguo DING Guiyun TIAN 《Journal of Modern Transportation》 2012年第4期261-267,共7页
Physical-layer network coding (PNC) has the potential to significantly improve the throughput of wireless networks where the channels can be modeled as additive white Gaussian noise (AWGN) channel. As extending to... Physical-layer network coding (PNC) has the potential to significantly improve the throughput of wireless networks where the channels can be modeled as additive white Gaussian noise (AWGN) channel. As extending to mul- tiple channels, this technique requires both amplitude and phase compensation at each transmitter and will lead to inef- ficient systems yielding no diversity even with perfect channel state information (CSI). In order to avoid these limita- tions, we apply network coding with diversity (NCD) to achieve a form of selection diversity and extend NCD to coop- erative multiple access channels in this paper. However, in practical wireless communication systems, the CSI could become outdated due to the difference between the CSI used in the relay selection and data transmission phases. Hence, the selected relay may not be the best one during data transmission phase due to the dynamic change in the wireless channels. Therefore, we first explore the relation between the present and past CSIs. Exploiting this relationship, the NCD scheme with outdated CSI is investigated based on the past CSI. To evaluate the performance of this scheme, an information-theoretic metric, namely the outage capacity, is studied under this condition. 展开更多
关键词 network coding with diversity (NCD) cooperative multiple access channels channel state information csi
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Capacity of a Class of Dirty-Tape Gaussian Orthogonal Relay Channel with State Information at the Source and Relay
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作者 邓志祥 王保云 郎非 《China Communications》 SCIE CSCD 2013年第9期104-113,共10页
A Gaussian channel with additive interference that is causally known to the transmitter is called a Dirty-Tape Channel(DTC).In this paper,we consider a state-dependent dirty-tape Gaussian relay channel with orthogonal... A Gaussian channel with additive interference that is causally known to the transmitter is called a Dirty-Tape Channel(DTC).In this paper,we consider a state-dependent dirty-tape Gaussian relay channel with orthogonal channels from the source to the relay and from the source and relay to the destination.The orthogonal channels are corrupted by two independent additive interferences causally known to both the source and relay.The lower and upper bounds of the channel capacity are established.The lower bound is obtained by employing superposition coding at the source,Partial Decode-and-Forward(PDF)relaying at the relay,and a strategy similar to that used by Shannon at the source and relay.The explicit capacity is characterised when the power of the relay is sufficiently large.Finally,several numerical examples are provided to illustrate the impact of additive interferences and the role of the relay in information transmission and in removing the interference. 展开更多
关键词 state-dependent relay channel relay channel with orthogonal components causal channel state information DTC
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Robust MIMO Precoding for Cognitive Multiuser Relay Networks with Imperfect Channel State Information
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作者 俎云霄 揭昕政 《Transactions of Tianjin University》 EI CAS 2016年第6期590-595,共6页
In this paper, a novel robust precoder with imperfect channel state information(CSI)is proposed for multi-input multi-output(MIMO)cognitive multiuser networks equipped with relays. In the proposed model, the secondary... In this paper, a novel robust precoder with imperfect channel state information(CSI)is proposed for multi-input multi-output(MIMO)cognitive multiuser networks equipped with relays. In the proposed model, the secondary users(SUs)are allowed to share the spectrum with the primary users(PUs)when the interference temperature(IT)is below a specific threshold. The transmitting strategy of relays is amplify-and-forward(AF), and the CSI error is characterized in terms of spherical uncertainty region. A minmax problem for the transmit power of the relays is considered when the mean square error(MSE)of SUs and the IT of PU meet their corresponding thresholds, and it is transformed into a semi-definite programming(SDP)problem to search for the solution. Numerical simulations demonstrate the effectiveness of the proposed precoder. 展开更多
关键词 cognitive radio multi-input multi-output imperfect channel state information semi-definite programming robust precoding
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DFF-EDR:An Indoor Fingerprint Location Technology Using Dynamic Fusion Features of Channel State Information and Improved Edit Distance on Real Sequence
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作者 Ke Han Yunfei Xu +1 位作者 Zhongliang Deng Jiawei Fu 《China Communications》 SCIE CSCD 2021年第4期40-63,共24页
Positioning technology based on wireless network signals in indoor environments has developed rapidly in recent years as the demand for locationbased services continues to increase.Channel state information(CSI)can be... Positioning technology based on wireless network signals in indoor environments has developed rapidly in recent years as the demand for locationbased services continues to increase.Channel state information(CSI)can be used as location feature information in fingerprint-based positioning systems because it can reflect the characteristics of the signal on multiple subcarriers.However,the random noise contained in the raw CSI information increases the likelihood of confusion when matching fingerprint data.In this paper,the Dynamic Fusion Feature(DFF)is proposed as a new fingerprint formation method to remove the noise and improve the feature resolution of the system,which combines the pre-processed amplitude and phase data.Then,the improved edit distance on real sequence(IEDR)is used as a similarity metric for fingerprint matching.Based on the above studies,we propose a new indoor fingerprint positioning method,named DFF-EDR,for improving positioning performance.During the experimental stage,data were collected and analyzed in two typical indoor environments.The results show that the proposed localization method in this paper effectively improves the feature resolution of the system in terms of both fingerprint features and similarity measures,has good anti-noise capability,and effectively reduces the localization errors. 展开更多
关键词 channel state information indoor positioning edit distance on real sequence dynamic parameters feature resolution
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基于Wi-Fi CSI和胶囊网络的纺织纤维识别方法
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作者 张慧卉 谷林 《传感器与微系统》 北大核心 2025年第3期107-110,116,共5页
针对传统纺织纤维识别方法中存在识别周期长、技术障碍高、检测仪器昂贵、且对专业人员依赖性强等问题,提出了一种基于Wi-Fi信道状态信息(CSI)的纺织纤维识别方法。首先,采集Wi-Fi信号的CSI并进行去噪处理;然后,提取小波包分解的时频特... 针对传统纺织纤维识别方法中存在识别周期长、技术障碍高、检测仪器昂贵、且对专业人员依赖性强等问题,提出了一种基于Wi-Fi信道状态信息(CSI)的纺织纤维识别方法。首先,采集Wi-Fi信号的CSI并进行去噪处理;然后,提取小波包分解的时频特征,采用主成分分析(PCA)进行数据降维;最后,通过基于多头自注意力(MHSA)机制的胶囊网络(CapsNet)对输入特征矩阵的时空特征进行有偏向的提取,输出样本所属类别的概率。实验结果表明:该方法可以有效识别纺织纤维的种类,在室内独立环境下,平均识别率达到93.8%,证明了该方法的有效性和通用性,与现有的纺织纤维识别方法相比,具有更大的技术优势和更加广阔的现实应用前景。 展开更多
关键词 纺织纤维识别 信道状态信息 胶囊网络 小波包分解 多头自注意力机制
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Adaptive Energy-Efficient Power Allocation for DAS with Imperfect Channel State Information and Antenna Selection
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作者 Weiye Xu Min Lin +1 位作者 Yu Yang Xiangbin Yu 《China Communications》 SCIE CSCD 2016年第7期127-134,共8页
Considering that perfect channel state information(CSI) is difficult to obtain in practice,energy efficiency(EE) for distributed antenna systems(DAS) based on imperfect CSI and antennas selection is investigated in Ra... Considering that perfect channel state information(CSI) is difficult to obtain in practice,energy efficiency(EE) for distributed antenna systems(DAS) based on imperfect CSI and antennas selection is investigated in Rayleigh fading channel.A novel EE that is defined as the average transmission rate divided by the total consumed power is introduced.In accordance with this definition,an adaptive power allocation(PA) scheme for DAS is proposed to maximize the EE under the maximum transmit power constraint.The solution of PA in the constrained EE optimization does exist and is unique.A practical iterative algorithm with Newton method is presented to obtain the solution of PA.The proposed scheme includes the one under perfect CSI as a special case,and it only needs large scale and statistical information.As a result,the scheme has low overhead and good robustness.The theoretical EE is also derived for performance evaluation,and simulation result shows the validity of the theoretical analysis.Moreover,EE can be enhanced by decreasing the estimation error and/or path loss exponents. 展开更多
关键词 distributed antenna system energy efficiency adaptive power allocation imperfect channel state information antenna selection
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非理想CSI下IRS辅助MISO保密速率最大化方法
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作者 彭艺 张宇 杨青青 《吉林大学学报(理学版)》 CAS 北大核心 2024年第5期1203-1210,共8页
基于智能反射面辅助多输入、单输出的安全无线通信系统,提出一种最大化系统保密速率为目标联合主被动波束形成算法.考虑非理想信道状态信息下基站发射波束成形向量和无源智能反射面相移矩阵联合优化设计问题.为解决非凸分式规划问题,通... 基于智能反射面辅助多输入、单输出的安全无线通信系统,提出一种最大化系统保密速率为目标联合主被动波束形成算法.考虑非理想信道状态信息下基站发射波束成形向量和无源智能反射面相移矩阵联合优化设计问题.为解决非凸分式规划问题,通过Charnes-Cooper变换引入两个辅助变量,将单项分式问题转化为差的形式,同时采用一种交替迭代优化联合半正定松弛方法,得到易于求解的凸问题.仿真实验结果表明,该算法相比传统算法,有效提升了系统的安全性,保密性能提升10%~30%,且在一定信道状态信息误差下保密速率下降不明显,具有较强的鲁棒性. 展开更多
关键词 物理层安全 智能反射表面 统计信道状态信息 系统保密速率 鲁棒波束形成
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一种基于CSI数据预处理的人体行为识别方法
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作者 史伟光 姜皓元 《天津工业大学学报》 CAS 北大核心 2024年第6期66-72,共7页
针对已有基于信道状态信息(CSI)的行为识别方法存在冗余信息多、识别精度低等问题,提出一种基于CSI数据预处理的行为识别方法。首先通过计算子载波的贡献度进行子载波的选择,有效降低了CSI中的冗余信息;在此基础上,提出一种CSI动态特征... 针对已有基于信道状态信息(CSI)的行为识别方法存在冗余信息多、识别精度低等问题,提出一种基于CSI数据预处理的行为识别方法。首先通过计算子载波的贡献度进行子载波的选择,有效降低了CSI中的冗余信息;在此基础上,提出一种CSI动态特征增强算法,从原始CSI信息中分离出动态分量,实现对人体行为的准确表达,从而达到动态特征增强的目的。使用开源的CSI数据进行实验验证。结果表明:将预处理后的CSI数据用于行为识别,准确率较预处理前提升约30.5%;与WiFall、WiAnti预处理方案相比,本文所提方法准确率分别提高了7.5%与3.3%,证实了本文方法的有效性。 展开更多
关键词 信道状态信息(csi) 行为识别 数据预处理
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基于CSI商联合AOA的增强型指纹定位方法
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作者 刘影 徐少锋 《导航定位学报》 CSCD 北大核心 2024年第5期70-79,共10页
针对当前指纹定位技术需要基于多个接入点(AP)被动定位,导致单AP室内场景使用受限的问题,提出一种信道状态信息(CSI)商联合到达角(AOA)的室内指纹定位方法:指出技术关键是利用单链路上的多维信号参数来构建指纹模型;利用多进多出(MIMO)... 针对当前指纹定位技术需要基于多个接入点(AP)被动定位,导致单AP室内场景使用受限的问题,提出一种信道状态信息(CSI)商联合到达角(AOA)的室内指纹定位方法:指出技术关键是利用单链路上的多维信号参数来构建指纹模型;利用多进多出(MIMO)系统空间分集,构建CSI商以获得更稳健的CSI指纹信号,并结合多信号分类(MUSIC)算法原理设计一种多载波AOA指纹表示方法,该方法与原始CSI指纹相比具有区分性;然后为了解决单AP的AOA指纹对称性问题,将CSI商与AOA指纹相结合,得到新的指纹,通过机器学习的方法进行目标位置匹配。实验结果表明,本方法在空教室和实验室环境下的定位准确率分别达到98.96%和97.08%,平均定位误差分别为0.46 m和0.68 m,具有较高的定位性能。 展开更多
关键词 无源定位 到达角(AOA)估计 信道状态信息(csi) 位置指纹 指纹库
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基于硬件损伤和非完美CSI的IRS辅助NOMA网络鲁棒传输算法
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作者 刘期烈 方家成 +1 位作者 辛雅楠 陈前斌 《物联网学报》 2024年第1期60-70,共11页
为提升非正交多址接入(NOMA,non-orthogonal multiple access)网络的鲁棒性并减少其能量消耗,考虑了收发器的硬件损伤(HWI,hardware impairment)和非完美的信道状态信息(CSI,channel state information),提出了智能反射面(IRS,intellige... 为提升非正交多址接入(NOMA,non-orthogonal multiple access)网络的鲁棒性并减少其能量消耗,考虑了收发器的硬件损伤(HWI,hardware impairment)和非完美的信道状态信息(CSI,channel state information),提出了智能反射面(IRS,intelligent reflecting surface)辅助的NOMA网络传输功率最小化算法。考虑了用户服务质量(QoS,quality of service)约束、串行干扰消除约束以及IRS的反射相移约束,基于HWI和非完美CSI建立了基站主动波束成形和IRS被动波束成形联合优化问题模型。为求解该非凸优化问题,首先利用线性近似和S-Procedure方法对QoS约束进行转换,然后将优化问题分解为两个子问题,并且利用逐次凸逼近(SCA,successive convex approximation)方法求解主动波束成形子问题,利用惩罚凸凹过程算法求解被动波束成形子问题,最后利用交替优化将子问题交替迭代得到最终解。仿真结果表明,在传输功率方面,所提算法比正交多址鲁棒算法降低了17.05%;在系统鲁棒性方面,所提算法相较于HWI鲁棒算法和CSI鲁棒算法,分别提升了20.69%和31.14%。 展开更多
关键词 智能反射面 非正交多址接入 硬件损伤 信道状态信息 鲁棒性
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一种基于ESP32-CSI的粮食水分检测方法 被引量:2
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作者 高向上 杨卫东 沈二波 《江苏大学学报(自然科学版)》 CAS 北大核心 2024年第4期426-433,共8页
为实现粮食水分的低成本快速准确测量,将小型化的信道状态信息(channel state information,CSI)采集设备用于粮食水分检测,采用随机森林和主成分分析两种特征选择算法对CSI的振幅指标进行特征子载波提取,基于选择的特征子载波对10种粮... 为实现粮食水分的低成本快速准确测量,将小型化的信道状态信息(channel state information,CSI)采集设备用于粮食水分检测,采用随机森林和主成分分析两种特征选择算法对CSI的振幅指标进行特征子载波提取,基于选择的特征子载波对10种粮食水分进行分类,考虑到之后其移动化场景中的应用受限于功耗以及算力,选取结构较为简洁、运算速度较快、算力要求不高的宽度学习系统(broad learning system,BLS)应用于CSI数据的处理,同时与传统的卷积神经网络(convolutional neural network,CNN)在精确度和训练时间两个方面进行对比,最后动态地增加宽度学习系统的增强节点.试验结果表明:主成分分析(principal component analysis,PCA)算法最大限度地消除了CSI数据中的冗余信息,BLS相较于卷积神经网络不仅获得了更快的速度而且在准确率方面也优于CNN算法,因此PCA-BLS组合获得了最佳的分类效果;增加增强节点的数量后,训练时间虽然有所延长,但在一定程度上提高了识别准确率. 展开更多
关键词 粮食水分 信道状态信息 小型化 振幅 宽度学习系统
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A novel quantum information hiding protocol based on entanglement swapping of high-level Bell states 被引量:1
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作者 徐淑奖 陈秀波 +2 位作者 王连海 钮心忻 杨义先 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第5期231-238,共8页
Using entanglement swapping of high-level Bell states, we first derive a covert layer between the secret message and the possible output results of the entanglement swapping between any two generalized Bell states, an... Using entanglement swapping of high-level Bell states, we first derive a covert layer between the secret message and the possible output results of the entanglement swapping between any two generalized Bell states, and then propose a novel high-efficiency quantum information hiding protocol based on the covert layer. In the proposed scheme, a covert channel can be built up under the cover of a high-level quantum secure direct communication (QSDC) channel for securely transmitting secret messages without consuming any auxiliary quantum state or any extra communication resource. It is shown that this protocol not only has a high embedding efficiency but also achieves a good imperceptibility as well as a high security. 展开更多
关键词 quantum information hiding quantum covert'channel entanglement swapping high-level Bell states
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基于CSI实例标准化的域泛化人体动作识别模型 被引量:1
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作者 王杨 许佳炜 +3 位作者 王傲 夏慧娟 赵传信 季一木 《通信学报》 EI CSCD 北大核心 2024年第6期196-209,共14页
为了实现完全不依赖目标域数据的Wi-Fi跨域人体动作感知,提出了一种基于CSI实例标准化的域泛化人体动作识别模型INDG-Fi。INDG-Fi使用实例标准化去除CSI特征表示的领域信息,接着构建共享特征提取的动作分类器和域分类器,并通过动作偏向... 为了实现完全不依赖目标域数据的Wi-Fi跨域人体动作感知,提出了一种基于CSI实例标准化的域泛化人体动作识别模型INDG-Fi。INDG-Fi使用实例标准化去除CSI特征表示的领域信息,接着构建共享特征提取的动作分类器和域分类器,并通过动作偏向学习和对抗性的域学习,将编码层提取的特征偏向人体动作引起的信号特征,同时远离领域信号影响。为了让模型关注受人体动作影响更显著的子载波信号,在编码层中加入子载波注意力模块。实现结果表明,所提INDG-Fi在不可见的用户和位置的感知性能分别为97.99%和92.73%,能够实现鲁棒的跨域感知。 展开更多
关键词 信道状态信息 无线感知 人体动作识别 域泛化
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