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Cognitive interference decision method for air defense missile fuze based on reinforcement learning 被引量:1
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作者 Dingkun Huang Xiaopeng Yan +2 位作者 Jian Dai Xinwei Wang Yangtian Liu 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2024年第2期393-404,共12页
To solve the problem of the low interference success rate of air defense missile radio fuzes due to the unified interference form of the traditional fuze interference system,an interference decision method based Q-lea... To solve the problem of the low interference success rate of air defense missile radio fuzes due to the unified interference form of the traditional fuze interference system,an interference decision method based Q-learning algorithm is proposed.First,dividing the distance between the missile and the target into multiple states to increase the quantity of state spaces.Second,a multidimensional motion space is utilized,and the search range of which changes with the distance of the projectile,to select parameters and minimize the amount of ineffective interference parameters.The interference effect is determined by detecting whether the fuze signal disappears.Finally,a weighted reward function is used to determine the reward value based on the range state,output power,and parameter quantity information of the interference form.The effectiveness of the proposed method in selecting the range of motion space parameters and designing the discrimination degree of the reward function has been verified through offline experiments involving full-range missile rendezvous.The optimal interference form for each distance state has been obtained.Compared with the single-interference decision method,the proposed decision method can effectively improve the success rate of interference. 展开更多
关键词 cognitive radio Interference decision radio fuze Reinforcement learning Interference strategy optimization
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Improved spectrum sharing algorithm based on feedback control information in cognitive radio networks 被引量:5
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作者 Yibing Li Rui Yang +1 位作者 Fang Ye Zhenguo Gao 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2013年第4期564-570,共7页
In order to avoid the system performance deterioration caused by the wireless fading channel and imperfect channel estimation in cognitive radio networks, the spectrum sharing problem with the consideration of feedbac... In order to avoid the system performance deterioration caused by the wireless fading channel and imperfect channel estimation in cognitive radio networks, the spectrum sharing problem with the consideration of feedback control information from the primary user is analyzed. An improved spectrum sharing algorithm based on the combination of the feedback control information and the optimization algorithm is proposed. The relaxation method is used to achieve the approximate spectrum sharing model, and the spectrum sharing strategy that satisfies the individual outage probability constraints can be obtained iteratively with the observed outage probability. Simulation results show that the proposed spectrum sharing algorithm can achieve the spectrum sharing strategy that satisfies the outage probability constraints and reduce the average outage probability without causing maximum transmission rate reduction of the secondary user. 展开更多
关键词 cognitive radio spectrum sharing power control feedback control information.
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Multi-band spectrum auction framework based on location information in cognitive radio networks 被引量:2
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作者 Yongli An Yang Xiao Guangzhi Qu 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2012年第5期671-678,共8页
Cognitive radio(CR) technology is considered to be an effective solution to allocate spectrum resources,whereas the primary users of a network do not fully utilize available frequency bands.Spectrum auction framewor... Cognitive radio(CR) technology is considered to be an effective solution to allocate spectrum resources,whereas the primary users of a network do not fully utilize available frequency bands.Spectrum auction framework has been recognized as an effective way to achieve dynamic spectrum access.From the perspective of spectrum auction,multi-band multi-user auction provides a new challenge for spectrum management.This paper proposes an auction framework based on location information for multi-band multi-user spectrum allocation.The performance of the proposed framework is compared with that of traditional auction framework based on a binary interference model as a benchmark.Simulation results show that primary users will obtain more total system revenue by selling their idle frequency bands to secondary users and the spectrum utilization of the proposed framework is more effective and fairer. 展开更多
关键词 cognitive radio spectrum auction spectrum sharing MULTI-BAND MULTI-USER
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Non-dominated sorting quantum particle swarm optimization and its application in cognitive radio spectrum allocation 被引量:4
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作者 GAO Hong-yuan CAO Jin-long 《Journal of Central South University》 SCIE EI CAS 2013年第7期1878-1888,共11页
In order to solve discrete multi-objective optimization problems, a non-dominated sorting quantum particle swarm optimization (NSQPSO) based on non-dominated sorting and quantum particle swarm optimization is proposed... In order to solve discrete multi-objective optimization problems, a non-dominated sorting quantum particle swarm optimization (NSQPSO) based on non-dominated sorting and quantum particle swarm optimization is proposed, and the performance of the NSQPSO is evaluated through five classical benchmark functions. The quantum particle swarm optimization (QPSO) applies the quantum computing theory to particle swarm optimization, and thus has the advantages of both quantum computing theory and particle swarm optimization, so it has a faster convergence rate and a more accurate convergence value. Therefore, QPSO is used as the evolutionary method of the proposed NSQPSO. Also NSQPSO is used to solve cognitive radio spectrum allocation problem. The methods to complete spectrum allocation in previous literature only consider one objective, i.e. network utilization or fairness, but the proposed NSQPSO method, can consider both network utilization and fairness simultaneously through obtaining Pareto front solutions. Cognitive radio systems can select one solution from the Pareto front solutions according to the weight of network reward and fairness. If one weight is unit and the other is zero, then it becomes single objective optimization, so the proposed NSQPSO method has a much wider application range. The experimental research results show that the NSQPS can obtain the same non-dominated solutions as exhaustive search but takes much less time in small dimensions; while in large dimensions, where the problem cannot be solved by exhaustive search, the NSQPSO can still solve the problem, which proves the effectiveness of NSQPSO. 展开更多
关键词 cognitive radio spectrum allocation multi-objective optimization non-dominated sorting quantum particle swarmoptimization benchmark function
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Quantum fireworks algorithm for optimal cooperation mechanism of energy harvesting cognitive radio 被引量:2
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作者 GAO Hongyuan DU Yanan LI Chenwan 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2018年第1期18-30,共13页
For acquiring high energy efficiency and the maximal throughput, a new time slot structure is designed for energy harvesting(EH) cognitive radio(CR). Considering the CR system with EH and cooperative relay, a best coo... For acquiring high energy efficiency and the maximal throughput, a new time slot structure is designed for energy harvesting(EH) cognitive radio(CR). Considering the CR system with EH and cooperative relay, a best cooperative mechanism(BCM)is proposed for CR with EH. To get the optimal estimation performance, a quantum fireworks algorithm(QFA) is designed to resolve the difficulties of maximal throughput and EH, and the proposed cooperative mechanism is called as QFA-BCM. The proposed QFA combines the advantages of quantum computation theory with the fireworks algorithm(FA). Thus the QFA is able to obtain the optimal solution and its convergence performance is proved. By using the new cooperation mechanism and computing algorithm, the proposed QFA-BCM method can achieve comparable maximal throughput in the new timeslot structure. Simulation results have proved that the QFA-BCM method is superior to previous non-cooperative and cooperative mechanisms. 展开更多
关键词 cognitive radio(CR) energy harvesting(EH) quantum computing fireworks algorithm(FA) cooperative communication
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A novel weighed cooperative bandwidth spectrum sensing for spectrum occupancy of cognitive radio network 被引量:2
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作者 刘鑫 陈琨奇 闫钧华 《Journal of Central South University》 SCIE EI CAS CSCD 2016年第7期1709-1718,共10页
In cognitive radio network(CRN), a secondary user(SU) may utilize the spectrum resource of the primary user(PU) and avoid causing harmful interference to the primary network(PN) via spectrum sensing. In the traditiona... In cognitive radio network(CRN), a secondary user(SU) may utilize the spectrum resource of the primary user(PU) and avoid causing harmful interference to the primary network(PN) via spectrum sensing. In the traditional time spectrum sensing, the SU cannot detect the PU's presence during its transmission, thus increasing interference to the PN. In this work, a novel weighed cooperative bandwidth spectrum sensing method is proposed, which allows multiple SUs to use part of the bandwidth to perform cooperative spectrum sensing throughout the whole frame in order to detect the PU's reappearance in time. The SU's spectrum efficiency is maximized by jointly optimizing sensing bandwidth proportion, number of cooperative SUs and detection probability, subject to the constraints on the SU's interference and the false alarm probability. Simulation results show significant decrease on the interference and improvement on the spectrum efficiency using the proposed weighed cooperative bandwidth spectrum sensing method. 展开更多
关键词 cognitive radio spectrum sensing spectrum efficiency INTERFERENCE
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Joint power and spectrum allocation algorithm in cognitive radio networks 被引量:1
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作者 Anna Auguste Anghuwo 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2011年第4期691-701,共11页
The spectrum sharing problem between primary and cognitive users is mainly investigated. Since the interference for primary users and the total power for cognitive users are constrained, based on the well-known water-... The spectrum sharing problem between primary and cognitive users is mainly investigated. Since the interference for primary users and the total power for cognitive users are constrained, based on the well-known water-filling theorem, a novel one-user water-filling algorithm is proposed, and then the corresponding simulation results are given to analyze the feasibility and validity. After that this algorithm is used to solve the communication utility optimization problem subject to the power constraints in cognitive radio network. First, through the gain to noise ratio for cognitive users, a subcarrier and power allocation algorithm based on the optimal frequency partition is proposed for two cognitive users. Then the spectrum sharing algorithm is extended to multiuser conditions such that the greedy and parallel algorithms are proposed for spectrum sharing. Theory and simulation analysis show that the subcarrier and power allocation algorithms can not only protect the primary users but also effectively solve the spectrum and power allocation problem for cognitive users. 展开更多
关键词 cognitive radio spectrum sharing water-filling algo-rithm interference constraint communication overhead.
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Optimization of sensing time and cooperative user allocation for OR-rule cooperative spectrum sensing in cognitive radio network 被引量:4
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作者 刘鑫 仲伟志 陈琨奇 《Journal of Central South University》 SCIE EI CAS CSCD 2015年第7期2646-2654,共9页
In order to improve the throughput of cognitive radio(CR), optimization of sensing time and cooperative user allocation for OR-rule cooperative spectrum sensing was investigated in a CR network that includes multiple ... In order to improve the throughput of cognitive radio(CR), optimization of sensing time and cooperative user allocation for OR-rule cooperative spectrum sensing was investigated in a CR network that includes multiple users and one fusion center. The frame structure of cooperative spectrum sensing was divided into multiple transmission time slots and one sensing time slot consisting of local energy detection and cooperative overhead. An optimization problem was formulated to maximize the throughput of CR network, subject to the constraints of both false alarm probability and detection probability. A joint optimization algorithm of sensing time and number of users was proposed to solve this optimization problem with low time complexity. An allocation algorithm of cooperative users was proposed to preferentially allocate the users to the channels with high utilization probability. The simulation results show that the significant improvement on the throughput can be achieved through the proposed joint optimization and allocation algorithms. 展开更多
关键词 cognitive radio energy detection cooperative spectrum sensing throughput optimization
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A K-means clustering based blind multiband spectrum sensing algorithm for cognitive radio 被引量:3
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作者 LEI Ke-jun TAN Yang-hong +1 位作者 YANG Xi WANG Han-rui 《Journal of Central South University》 SCIE EI CAS CSCD 2018年第10期2451-2461,共11页
In this paper,a blind multiband spectrum sensing(BMSS)method requiring no knowledge of noise power,primary signal and wireless channel is proposed based on the K-means clustering(KMC).In this approach,the KMC algorith... In this paper,a blind multiband spectrum sensing(BMSS)method requiring no knowledge of noise power,primary signal and wireless channel is proposed based on the K-means clustering(KMC).In this approach,the KMC algorithm is used to identify the occupied subband set(OSS)and the idle subband set(ISS),and then the location and number information of the occupied channels are obtained according to the elements in the OSS.Compared with the classical BMSS methods based on the information theoretic criteria(ITC),the new method shows more excellent performance especially in the low signal-to-noise ratio(SNR)and the small sampling number scenarios,and more robust detection performance in noise uncertainty or unequal noise variance applications.Meanwhile,the new method performs more stablely than the ITC-based methods when the occupied subband number increases or the primary signals suffer multi-path fading.Simulation result verifies the effectiveness of the proposed method. 展开更多
关键词 cognitive radio(CR) blind multiband spectrum sensing(BMSS) K-means clustering(KMC) occupied subband set(OSS) idle subband set(ISS) information theoretic criteria(ITC) noise uncertainty
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Distributed multichannel medium access control protocol without common control channel for single-hop cognitive radio networks
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作者 徐贵森 谭学治 《Journal of Central South University》 SCIE EI CAS 2011年第5期1532-1544,共13页
A novel distributed cognitive radio multichannel medium access protocol without common control channel was proposed.The protocol divided a transmission interval into two parts for exchanging control information and da... A novel distributed cognitive radio multichannel medium access protocol without common control channel was proposed.The protocol divided a transmission interval into two parts for exchanging control information and data,respectively.In addition to evaluating system saturation throughput of the proposed protocol,a three-dimensional multi channel Markov chain model to describe the sate of the cognitive users (CUs) in dynamic spectrum access was presented.The proposed analysis was applied to the packet transmission schemes employed by the basic,RTS/CTS access mechanism adopted in the normal IEEE 802.11.Analyzing the advantage of the two methods,a hybrid access mechanism was proposed to improve the system throughput.The simulation results show that the experiment results are close to the value computed by the model (less than 5%),and the proposed protocol significantly improves the performance of the system throughput by borrowing the licensed spectrum.By analyzing the dependence of throughput on system parameters,hybrid mechanism dynamically selecting access mechanism can maintain high throughput. 展开更多
关键词 cognitive radio network multichannel cognitive radio MAC (medium access control) protocols performance evaluation saturation throughput
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An uplink power control algorithm using traditional iterative model for cognitive radio networks
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作者 李枫 谭学治 王丽 《Journal of Central South University》 SCIE EI CAS 2012年第10期2816-2822,共7页
Based on the analysis of the feature of cognitive radio networks, a relevant interference model was built. Cognitive users should consider especially the problem of interference with licensed users and satisfy the sig... Based on the analysis of the feature of cognitive radio networks, a relevant interference model was built. Cognitive users should consider especially the problem of interference with licensed users and satisfy the signal-to-interference noise ratio (SINR) requirement at the same time. According to different power thresholds, an approach was given to solve the problem of coexistence between licensed user and cognitive user in cognitive system. Then, an uplink distributed power control algorithm based on traditional iterative model was proposed. Convergence analysis of the algorithm in case of feasible systems was provided. Simulations show that this method can provide substantial power savings as compared with the power balancing algorithm while reducing the achieved SINR only slightly, since 6% S1NR loss can bring 23% power gain. Through further simulations, it can be concluded that the proposed solution has better effect as the noise power or system load increases. 展开更多
关键词 cognitive radio UPLINK power control INTERFERENCE iterative algorithm
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Resource allocation for relay assisted cognitive radio network
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作者 袁福 郑林华 +1 位作者 袁继兵 王梓斌 《Journal of Central South University》 SCIE EI CAS 2013年第4期969-976,共8页
Different schemes, which performed channel, power and time allocation to enhance the network performance of overall end-to-end throughput for cooperative cognitive radio network, were investigated. Interference temper... Different schemes, which performed channel, power and time allocation to enhance the network performance of overall end-to-end throughput for cooperative cognitive radio network, were investigated. Interference temperature limit of corresponding primary users was considered. Due to the constraints caused by multiple dual channels, the power allocation problem is non-convex and NP-hard. Based on geometric programming (GP), a novel and general algorithm, which turned the problem into a series of GP problems by logarithm approximation (LASGP), was proposed to efficiently solve it. Numerical results verify the efficiency and availability of the LASGP algorithm. Solutions of LASGP are provably convergent and globally optimal point can be observed as well as the channel allocation always outperforms power or timeslot allocation from simulations. Compared with schemes without any allocation, the scheme with joint channel, power and timeslot allocation significantly increases the overall end-to-end throughput by no less than 70% under same simulation conditions. This scheme can not only maximize the throughput by increasing total maximum power of relay node, but also outperform other resource allocation schemes when lower total maximum power of source and relay nodes is restricted. As the total maximum power of source node increases, the scheme with joint channel and timeslot allocation performs best in all schemes. 展开更多
关键词 cognitive radio joint resource allocation geometric programming RELAY
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Mitigation of primary user emulation attack using a new energy detection method in cognitive radio networks
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作者 Shriraghavan MADBUSHI M.S.S.RUKMINI 《Journal of Central South University》 SCIE EI CAS CSCD 2022年第5期1510-1520,共11页
A most promising solution to the expansion of spectrum efficiency is cognitive radio(CR)and this expansion is achieved by permitting the licensed frequency bands to be accessed by unlicensed secondary users(SUs)with a... A most promising solution to the expansion of spectrum efficiency is cognitive radio(CR)and this expansion is achieved by permitting the licensed frequency bands to be accessed by unlicensed secondary users(SUs)with a lack of interference with licensed primary users(PUs).This utilization of CR networks in the spectrum sensing causes vulnerable attacks like primary user emulation(PUE)attack and here PUs play the role of malicious user and do not permit other users to utilize PUs channel even in their unavailability.On the basis of the traditional single-threshold energy detection algorithm,a novel modified double-threshold energy detector is formulated in the CR network and the detection probability,miss detection probability,probability of false alarm,and their inter-relationship are analyzed.This paper develops a modified double threshold energy detection cooperative spectrum sensing technique to alleviate the PUE attack.Finally,performance-based evaluation is carried out between the proposed and the existing energy detection spectrum sensing method that had no consideration on PUE attack.The resultant of the simulation in MATLAB has revealed that the proposed model has significantly mitigated PUE attack by means of providing outstanding performance. 展开更多
关键词 cognitive radio energy detection spectrum sensing probability of detection false alarm probability miss detection probability
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Joint power control and relay selection scheme for cognitive two-way relay networks 被引量:1
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作者 Dingcheng Yang Lin Xiao +1 位作者 Jisheng Xu Wengang Li 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2013年第4期571-578,共8页
A joint power control and relay selection scheme is considered for a cooperative and cognitive radio system where a secondary network shares spectrum with the primary network. In the secondary network, two secondary u... A joint power control and relay selection scheme is considered for a cooperative and cognitive radio system where a secondary network shares spectrum with the primary network. In the secondary network, two secondary users (SUs) communicate with each other via an assist relay. The main point is to provide the best system performance to SUs while maintaining the interference power at primary user (PU) under a certain level. Using convex optimization, a closed-form solution is obtained when optimizing the power allocation among the two nodes and relay. Based on this result, a joint power control and relay selection scheme with fewer variable dimensions is proposed to maximize the achievable rate of the secondary system. Simulation results demonstrate that the sum rate of the cognitive two-way relay network increases compared with a random relay selection and fixed power allocation. 展开更多
关键词 cognitive radio two-way relay power control relay selection.
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基于深度强化学习的IRS辅助认知无线电系统波束成形算法 被引量:1
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作者 李国权 程涛 +2 位作者 郭永存 庞宇 林金朝 《电子与信息学报》 北大核心 2025年第3期657-665,共9页
为进一步提升多用户无线通信系统的频谱利用率,该文提出了一种基于深度强化学习的智能反射面(IRS)辅助认知无线电网络次用户和速率最大化算法。首先在考虑次基站最大发射功率约束、次基站对主用户的干扰容限约束以及IRS相移矩阵单位模... 为进一步提升多用户无线通信系统的频谱利用率,该文提出了一种基于深度强化学习的智能反射面(IRS)辅助认知无线电网络次用户和速率最大化算法。首先在考虑次基站最大发射功率约束、次基站对主用户的干扰容限约束以及IRS相移矩阵单位模量约束的情况下,建立一个联合优化次基站波束成形和IRS相移矩阵的资源分配模型;然后提出了一种基于深度确定性策略梯度的主被动波束成形算法,联合进行变量优化以最大化次用户和速率。仿真结果表明,所提算法相对于传统优化算法在和速率性能接近的情况下具有更低的时间复杂度。 展开更多
关键词 智能反射面 认知无线电 深度强化学习 波束成形
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一种基于极值特征值差与特征值几何平均的多主用户频谱感知算法
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作者 杨喜 王思宇 +4 位作者 雷可君 张耿 张银行 谭哲雯 王仁纬 《中南大学学报(自然科学版)》 北大核心 2025年第7期2767-2776,共10页
单主用户信号的出现主要引起多天线接收信号取样协方差矩阵中极值特征值的变化,而多主用户信号的出现则会同时扰动取样协方差矩阵极值特征值和其他特征值,此时,经典的极值特征值检测算法则会表现出次佳的检测性能。针对这一问题,本研究... 单主用户信号的出现主要引起多天线接收信号取样协方差矩阵中极值特征值的变化,而多主用户信号的出现则会同时扰动取样协方差矩阵极值特征值和其他特征值,此时,经典的极值特征值检测算法则会表现出次佳的检测性能。针对这一问题,本研究设计了一种基于极值特征值差与特征值几何平均(difference of extreme eigenvalues and geometric average of eigenvalues,DEEGAE)的多主用户信号检测判决规则;提出了一种基于Wishart矩阵特征值统计分布理论的感知判决门限的闭式求解方法。该算法在频谱感知过程中直接利用认知用户的多天线接收数据构造判决规则并实施感知判决,具有全盲检测的优点;通过融合2种极限特征值门限分析结果,提高了非渐近感知条件下感知结果的准确性。Monte-Carlo仿真试验表明,新算法具有比经典的最大最小特征值之比算法和协方差绝对值检测算法更优的多主用户信号检测性能,同时能获得比传统基于最大最小特征值之差及其改进算法更为可靠的检测结果;与此同时,新算法的检测性能随着样本数目以及天线数目的增大而显著提升。 展开更多
关键词 认知无线电 多主用户信号 盲频谱感知算法 中心Wishart随机矩阵 特征值分布
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UAV辅助的非理想STAR-RIS认知NOMA物理层安全性能分析
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作者 李美玲 任康 +2 位作者 薛凯轩 李世兴 李震 《电讯技术》 北大核心 2025年第6期874-881,共8页
无人机(Unmanned Aerial Vehicle,UAV)在现代战争中的应用优势受到了越来越多的关注,为其配置可同时投射和反射的可重构智能表面(Simultaneous Transmitting and Reflecting-Reconfigurable Intelligent Surface,STAR-RIS)可以在无线网... 无人机(Unmanned Aerial Vehicle,UAV)在现代战争中的应用优势受到了越来越多的关注,为其配置可同时投射和反射的可重构智能表面(Simultaneous Transmitting and Reflecting-Reconfigurable Intelligent Surface,STAR-RIS)可以在无线网络中以低成本实现高频谱和能源效率。考虑UAV辅助的STAR-RIS认知无线电非正交多址(Cognitive Radio Non-orthogonal Multiple Access,CR-NOMA)架构,针对实际通信场景中非理想传输因素同相位和正交相位不平衡(In-phase and Quadrature-phase Imbalance,IQI)存在时,研究人工噪声(Artificial Noise,AN)对系统物理层安全性能的影响,推导了认知用户的中断概率和截获概率的近似表达式,同时对比了人工噪声方案与非人工噪声方案下用户的截获性能。仿真结果表明,较低的IQI水平时远用户比近用户在15 dB时中断概率低约0.15,较高的IQI水平时近用户比远用户在25 dB时中断概率低约0.9,而加入人工噪声能够降低用户约0.3的截获概率,从而提高系统安全性能。 展开更多
关键词 认知无线电非正交多址(CR-NOMA) 同时投射和反射的可重构智能表面(STAR-RIS) 无人机 物理层安全 人工噪声
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基于GNU Radio和USRP的宽频带并行感知平台设计 被引量:7
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作者 赵楠 武明虎 +1 位作者 周先军 熊炜 《计算机应用研究》 CSCD 北大核心 2015年第12期3779-3781,3789,共4页
针对当前宽带频谱感知机制在感知精度和感知效率方面的不足,提出了一种基于滤波器组的宽频带并行感知方法,通过将多个相邻子带灵活组合实现非等带宽信道的频谱感知,对多个子带进行并行检测实现对宽带频谱的高效感知。同时,利用GNU Radio... 针对当前宽带频谱感知机制在感知精度和感知效率方面的不足,提出了一种基于滤波器组的宽频带并行感知方法,通过将多个相邻子带灵活组合实现非等带宽信道的频谱感知,对多个子带进行并行检测实现对宽带频谱的高效感知。同时,利用GNU Radio和USRP软件无线电构建了宽频带感知平台,验证了该感知方法的性能和有效性。实验结果表明,该感知平台能够在较低SNR和较少感知时间的情况下获得更高的感知性能,适用于非等带宽多信道频谱感知。 展开更多
关键词 认知无线电 宽频带感知 滤波器组 软件无线电 硬件平台
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低信噪比条件下基于Pietra-Ricci指数和SVM的协作式盲频谱感知算法
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作者 田欣鑫 雷可君 +3 位作者 潘小萍 张淞 谭宇豪 杨喜 《江苏大学学报(自然科学版)》 北大核心 2025年第3期316-322,共7页
针对认知无线电中频谱感知环节在低信噪比条件下频谱识别率低的问题,提出一种基于Pie-tra-Ricci指数(PRI)和支持向量机(SVM)的盲频谱感知算法.通过取样协方差矩阵构造PRI感知判决量;利用标定的特征样本对SVM进行训练,得到频谱占用状态... 针对认知无线电中频谱感知环节在低信噪比条件下频谱识别率低的问题,提出一种基于Pie-tra-Ricci指数(PRI)和支持向量机(SVM)的盲频谱感知算法.通过取样协方差矩阵构造PRI感知判决量;利用标定的特征样本对SVM进行训练,得到频谱占用状态的最佳分类模型.采用PRI作为特征量,以期能很好地表征接收信号的变化特性.通过引入核函数将信号特征空间映射到高维空间,以期有利于样本的区分.构建基于PRI和SVM相结合的频谱感知分类器.采用PRI作为判决量,给出了算法流程及复杂度分析,并对算法进行了仿真分析.结果表明,新算法能很好地实现低信噪比条件下对用户信号和噪声的准确分类,并且新算法获得了比同类算法更低的计算复杂度;与现有同类算法相比,新算法在虚警概率为0.1时,检测概率高达89.4%,比基于Cholesky分解作为判决量算法的检测概率69.4%提高20.0%,有效地提升了主用户信号识别的准确率. 展开更多
关键词 认知无线电 盲频谱感知 低信噪比 Pietra-Ricci指数(PRI) SVM 协作式 协方差矩阵 决策分类
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基于认知无线电的分步式博弈低轨卫星频谱共享策略研究
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作者 刘元媛 李伟 +4 位作者 肖鑫 靳若凡 林辉 周平 钟明权 《无线电通信技术》 北大核心 2025年第4期724-732,共9页
研究低轨多星座非同频使用下的动态频谱分配策略,提出认知无线电系统中基于分步式博弈的多低轨卫星空闲频谱动态匹配算法。算法第一层基于高低优先级星座间完全信息动态非合作博弈,以纳什均衡获取增大频谱利用率的共享策略;第二层构建... 研究低轨多星座非同频使用下的动态频谱分配策略,提出认知无线电系统中基于分步式博弈的多低轨卫星空闲频谱动态匹配算法。算法第一层基于高低优先级星座间完全信息动态非合作博弈,以纳什均衡获取增大频谱利用率的共享策略;第二层构建多个低优先级星座需求与高优先级星座空闲频谱间非完全信息双边竞价拍卖博弈模型,结合贪婪算法局部最优解出全局最优的特性,在时域和频域实现了空闲频谱利用率的显著提升。 展开更多
关键词 动态频谱分配策略 认知无线电 博弈论 频谱利用率
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