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Distributed event-triggered consensus tracking of second-order multi-agent systems with a virtual leader 被引量:2
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作者 曹劼 吴治海 彭力 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第5期487-492,共6页
This paper investigates the consensus tracking problems of second-order multi-agent systems with a virtual leader via event-triggered control. A novel distributed event-triggered transmission scheme is proposed, which... This paper investigates the consensus tracking problems of second-order multi-agent systems with a virtual leader via event-triggered control. A novel distributed event-triggered transmission scheme is proposed, which is intermittently examined at constant sampling instants. Only partial neighbor information and local measurements are required for event detection. Then the corresponding event-triggered consensus tracking protocol is presented to guarantee second-order multi-agent systems to achieve consensus tracking. Numerical simulations are given to illustrate the effectiveness of the proposed strategy. 展开更多
关键词 consensus tracking event-triggered control SAMPLED-DATA second-order multi-agent systems
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Fault-tolerant finite-time dynamical consensus of double-integrator multi-agent systems with partial agents subject to synchronous self-sensing function failure 被引量:1
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作者 Zhi-Hai Wu Lin-Bo Xie 《Chinese Physics B》 SCIE EI CAS CSCD 2022年第12期719-725,共7页
This paper investigates fault-tolerant finite-time dynamical consensus problems of double-integrator multi-agent systems(MASs)with partial agents subject to synchronous self-sensing function failure(SSFF).A strategy o... This paper investigates fault-tolerant finite-time dynamical consensus problems of double-integrator multi-agent systems(MASs)with partial agents subject to synchronous self-sensing function failure(SSFF).A strategy of recovering the connectivity of network topology among normal agents based on multi-hop communication and a fault-tolerant finitetime dynamical consensus protocol with time-varying gains are proposed to resist synchronous SSFF.It is proved that double-integrator MASs with partial agents subject to synchronous SSFF using the proposed strategy of network topology connectivity recovery and fault-tolerant finite-time dynamical consensus protocol with the proper time-varying gains can achieve finite-time dynamical consensus.Numerical simulations are given to illustrate the effectiveness of the theoretical results. 展开更多
关键词 multi-agent systems synchronous self-sensing function failure finite-time dynamical consensus network topology connectivity recovery
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Stochastic bounded consensus tracking of leader-follower multi-agent systems with measurement noises and sampled-data 被引量:1
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作者 吴治海 彭力 +1 位作者 谢林柏 闻继伟 《Chinese Physics B》 SCIE EI CAS CSCD 2012年第12期568-575,共8页
This paper is concerned with the stochastic bounded consensus tracking problems of leader-follower multi-agent systems, where the control input of an agent can only use the information measured at the sampling instant... This paper is concerned with the stochastic bounded consensus tracking problems of leader-follower multi-agent systems, where the control input of an agent can only use the information measured at the sampling instants from its neighbours or the virtual leader with a time-varying reference state, and the measurements are corrupted by random noises. The probability limit theory and the algebra graph theory are employed to derive the necessary and sufficient conditions guaranteeing the mean square bounded consensus tracking. It is shown that the maximum allowable upper boundary of the sampling period simultaneously depends on the constant feedback gains and the network topology. Furthermore, the effects of the sampling period on the tracking performance are analysed. It turns out that from the view point of the sampling period, there is a trade-off between the tracking speed and the static tracking error. Simulations are provided to demonstrate the effectiveness of the theoretical results. 展开更多
关键词 leader-follower multi-agent systems stochastic bounded consensus tracking measurement noises SAMPLED-DATA
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Efficient Deployment of Multiple UAVs for IoT Communication in Dynamic Environment 被引量:1
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作者 Haibo Dai Haiyang Zhang +1 位作者 Chunguo Li Baoyun Wang 《China Communications》 SCIE CSCD 2020年第1期89-103,共15页
The application of unmanned aerial vehicle(UAV)-mounted base stations is emerging as an effective solution to provide wireless communication service for a target region containing some smart objects(SOs)in internet of... The application of unmanned aerial vehicle(UAV)-mounted base stations is emerging as an effective solution to provide wireless communication service for a target region containing some smart objects(SOs)in internet of things(IoT).This paper investigates the efficient deployment problem of multiple UAVs for IoT communication in dynamic environment.We first define a measurement of communication performance of UAVto-SO in the target region which is regarded as the optimization objective.The state of one SO is active when it needs to transmit or receive the data;otherwise,silent.The switch of two different states is implemented with a certain probability that results in a dynamic communication environment.In the dynamic environment,the active states of SOs cannot be known by UAVs in advance and only neighbouring UAVs can communicate with each other.To overcome these challenges in the deployment,we leverage a game-theoretic learning approach to solve the position-selected problem.This problem is modeled a stochastic game,which is proven that it is an exact potential game and exists the best Nash equilibria(NE).Furthermore,a distributed position optimization algorithm is proposed,which can converge to a pure-strategy NE.Numerical results demonstrate the excellent performance of our proposed algorithm. 展开更多
关键词 IOT UAV communication stochastic game Nash equilibrium distributed learning
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Stochastic bounded consensus tracking of leader-follower multi-agent systems with measurement noises based on sampled data with general sampling delay 被引量:2
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作者 吴治海 彭力 +1 位作者 谢林柏 闻继伟 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第12期555-562,共8页
In this paper we provide a unified framework for consensus tracking of leader-follower multi-agent systems with measurement noises based on sampled data with a general sampling delay. First, a stochastic bounded conse... In this paper we provide a unified framework for consensus tracking of leader-follower multi-agent systems with measurement noises based on sampled data with a general sampling delay. First, a stochastic bounded consensus tracking protocol based on sampled data with a general sampling delay is presented by employing the delay decomposition technique. Then, necessary and sufficient conditions are derived for guaranteeing leader-follower multi-agent systems with measurement noises and a time-varying reference state to achieve mean square bounded consensus tracking. The obtained results cover no sampling delay, a small sampling delay and a large sampling delay as three special cases. Last, simulations are provided to demonstrate the effectiveness of the theoretical results. 展开更多
关键词 leader-follower multi-agent systems stochastic bounded consensus tracking measurement noises general sampling delay
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Effects of Strong Turbulence on the Spiral Plane Mode of Whittaker-Gaussian Beam through Terrene-Atmosphere
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作者 李烨 张逸新 《Chinese Physics Letters》 SCIE CAS CSCD 2016年第5期50-53,共4页
The analytic formulae of probability distribution of spiral plane modes for the Whittaker-Gaussian (WG) beams with orbital angular momentum (OAM) in strong turbulence regime are modeled based on the modified Rytov... The analytic formulae of probability distribution of spiral plane modes for the Whittaker-Gaussian (WG) beams with orbital angular momentum (OAM) in strong turbulence regime are modeled based on the modified Rytov approximation. Numerical results show that the erosstalk range of OAM modes in the vicinity of signal mode increases with the increasing refractive-index construction parameter. However, effects of change of the width of the Gaussian envelope and the parameter Wo of WG beams on normalization energy weight of signal mode can be ignored. We find theoretically that signal spiral plane mode of WG beams at each OAM level approximatively has the same normalization energy weight, implying that the channels with WG (pseudo non-diffraction) beam have higher channel capacity than the channels with the Laguerre-Gaussian beam. 展开更多
关键词 OAM MODE in of Effects of Strong Turbulence on the Spiral Plane Mode of Whittaker-Gaussian Beam through Terrene-Atmosphere on
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THE PRECISE NORM OF A CLASS OF FORELLI-RUDIN TYPE OPERATORS ON THE SIEGEL UPPER HALF SPACE
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作者 Lifang ZHOU Yun FAN Jin LU 《Acta Mathematica Scientia》 SCIE CSCD 2021年第5期1537-1546,共10页
The precise L^(p) norm of a class of Forelli-Rudin type operators on the Siegel upper half space is given in this paper.The main result not only implies the upper L^(p) norm estimate of the Bergman projection,but also... The precise L^(p) norm of a class of Forelli-Rudin type operators on the Siegel upper half space is given in this paper.The main result not only implies the upper L^(p) norm estimate of the Bergman projection,but also implies the precise L^(p) norm of the Berezin transform. 展开更多
关键词 precise L^(p)norm Forelli-Rudin type operators Siegel upper half space Bergman projection Berezin transform
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Consensus of heterogeneous multi-agent systems based on sampled data with a small sampling delay
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作者 王娜 吴治海 彭力 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第10期617-625,共9页
In this paper, consensus problems of heterogeneous multi-agent systems based on sampled data with a small sampling delay are considered. First, a consensus protocol based on sampled data with a small sampling delay fo... In this paper, consensus problems of heterogeneous multi-agent systems based on sampled data with a small sampling delay are considered. First, a consensus protocol based on sampled data with a small sampling delay for heterogeneous multi-agent systems is proposed. Then, the algebra graph theory, the matrix method, the stability theory of linear systems, and some other techniques are employed to derive the necessary and sufficient conditions guaranteeing heterogeneous multi-agent systems to asymptotically achieve the stationary consensus. Finally, simulations are performed to demonstrate the correctness of the theoretical results. 展开更多
关键词 heterogeneous multi-agent systems CONSENSUS SAMPLED-DATA small sampling delay
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Asymptotic bounded consensus tracking of double-integrator multi-agent systems with bounded-jerk target based on sampled-data without velocity measurements
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作者 Shuang-Shuang Wu Zhi-Hai Wu +1 位作者 Li Peng Lin-Bo Xie 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第1期591-596,共6页
This paper investigates asymptotic bounded consensus tracking(ABCT) of double-integrator multi-agent systems(MASs) with an asymptotically-unbounded-acceleration and bounded-jerk target(AUABJT) available to parti... This paper investigates asymptotic bounded consensus tracking(ABCT) of double-integrator multi-agent systems(MASs) with an asymptotically-unbounded-acceleration and bounded-jerk target(AUABJT) available to partial agents based on sampled-data without velocity measurements. A sampled-data consensus tracking protocol(CTP) without velocity measurements is proposed to guarantee that double-integrator MASs track an AUABJT available to only partial agents.The eigenvalue analysis method together with the augmented matrix method is used to obtain the necessary and sufficient conditions for ABCT. A numerical example is provided to illustrate the effectiveness of theoretical results. 展开更多
关键词 asymptotic bounded consensus tracking multi-agent systems without velocity measurements sampled-data control
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Phase Locking of Laser Diode Array by Using an Off-Axis External Talbot Cavity
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作者 SU Zhou-Ping JI Zhi-Cheng +2 位作者 ZHU Zhuo-Wei QUE Li-Zhi ZHU Yun 《Chinese Physics Letters》 SCIE CAS CSCD 2012年第5期133-135,共3页
Phase locking of a laser diode array is demonstrated experimentally by using an off-axis external Talbot cavity with a feedback plane mirror.Due to good spatial mode discrimination,the cavity does not need a spatial f... Phase locking of a laser diode array is demonstrated experimentally by using an off-axis external Talbot cavity with a feedback plane mirror.Due to good spatial mode discrimination,the cavity does not need a spatial filter.By employing the cavity,a clear and stable far-field interference pattern can be observed when the driver current is less than 14A.In addition,the spectral line width can be reduced to 0.8nm. The slope efficiency of the phase-locked laser diode array is about 0.62 W/A. 展开更多
关键词 Talbot CAVITY PHASE
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A novel model and behavior analysis for a swarm of multi-agent systems with finite velocity
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作者 王良顺 吴治海 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第9期590-593,共4页
Inspired by the fact that in most existing swarm models of multi-agent systems the velocity of an agent can be infinite, which is not in accordance with the real applications, we propose a novel swarm model of multi-a... Inspired by the fact that in most existing swarm models of multi-agent systems the velocity of an agent can be infinite, which is not in accordance with the real applications, we propose a novel swarm model of multi-agent systems where the velocity of an agent is finite. The Lyapunov function method and LaSalle's invariance principle are employed to show that by using the proposed model all of the agents eventually enter into a bounded region around the swarm center and finally tend to a stationary state. Numerical simulations are provided to demonstrate the effectiveness of the theoretical results. 展开更多
关键词 multi-agent systems SWARM finite velocity attraction and repulsion
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Design of real-time feedback control of vertical growth rate on EAST
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作者 Na-Na Bao Yao Huang +4 位作者 Bing-Jia Xiao Qi-Ping Yuan Zheng-Ping Luo Yue-Hang Wang Shu-Liang Chen 《Nuclear Science and Techniques》 SCIE EI CAS CSCD 2021年第7期99-107,共9页
Real-time feedback control of vertical growth rate,called gamma control,has been successfully applied to experimental advanced superconducting tokamak(EAST).In this paper,a new gamma control method is proposed to regu... Real-time feedback control of vertical growth rate,called gamma control,has been successfully applied to experimental advanced superconducting tokamak(EAST).In this paper,a new gamma control method is proposed to regulate the vertical growth rate,which is an estimator of plasma vertical instability.Thus,the gamma controller can be utilized to keep the tokamak plasma away from its unstable boundary.In this work,the main development process includes three steps:(1)real-time implementation of model-based vertical growth rate calculation,taking advantage of GPU parallel computing capability,(2)design of plasma shape response for dynamic shape control using a slight modification to the plasma boundary,and(3)development of a gamma control algorithm integrated into the EAST plasma control system(PCS).The gamma control was experimentally verified in the EAST 2019 experiment campaign.It is shown that the time evolution of the real-time vertical growth rate agrees with the target value,indicating that the real-time vertical growth rate can be regulated by gamma control. 展开更多
关键词 Experimental advanced superconducting tokamak(EAST) Dynamic shape response Gamma control Vertical growth rate
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Total Ionizing Dose Effects of 55-nm Silicon-Oxide-Nitride-Oxide-Silicon Charge Trapping Memory in Pulse and DC Modes 被引量:1
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作者 李梅 毕津顺 +8 位作者 徐彦楠 李博 习凯 王海滨 刘璟 李金 季兰龙 骆丽 刘明 《Chinese Physics Letters》 SCIE CAS CSCD 2018年第7期130-133,共4页
The (60)Co-γ ray total ionizing dose radiation responses of 55-nm silicon-oxide-nitride-oxide-silicon(SONOS) memory cells in pulse mode(programmed/erased with pulse voltage) and dc mode(programmed/erased with ... The (60)Co-γ ray total ionizing dose radiation responses of 55-nm silicon-oxide-nitride-oxide-silicon(SONOS) memory cells in pulse mode(programmed/erased with pulse voltage) and dc mode(programmed/erased with direct voltage sweeping) are investigated. The threshold voltage and off-state current of memory cells before and after radiation are measured. The experimental results show that the memory cells in pulse mode have a better radiation-hard capability. The normalized memory window still remains at 60% for cells in dc mode and 76% for cells in pulse mode after 300 krad(Si) radiation. The charge loss process physical mechanisms of programmed SONOS devices during radiation are analyzed. 展开更多
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Ergodicity of Bandwidth and Cutwidth on Families of Graphs and Trees
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作者 LIN Yi-shu CHANG Cai-bing LIU Yan 《Chinese Quarterly Journal of Mathematics》 2022年第4期355-365,共11页
Bandwidth,cutwidth,cyclic bandwidth,bandwidth sum and cyclic bandwidth sum are well-known indices about optimal labeling of graphs applied in VLSI design,network communications,and other areas involving the graph layo... Bandwidth,cutwidth,cyclic bandwidth,bandwidth sum and cyclic bandwidth sum are well-known indices about optimal labeling of graphs applied in VLSI design,network communications,and other areas involving the graph layout.To design the graphs with the given indices,we need to study the ergodicity.Let F be a set of graphs under consideration andφan integer-valued function defined on F,namely,φis an index,such as bandwidth and cutwidth.If there exists a graph G∈F such thatφ(G)=x for any integer x in the interval[a,b],where a and b are the minimum and maximum ofφon F,respectively,thenφis said to have ergodicity on F.Let Gnbe the set of simple connected graphs with order n and Tnthe set of trees with order n.In this paper,we investigate the ergodicity of bandwidth,cutwidth,cyclic bandwidth,the bandwidth sum and cyclic bandwidth sum on Tn and Gn. 展开更多
关键词 ERGODICITY BANDWIDTH Cutwidth Cyclic bandwidth Bandwidth sum
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Anti-Byzantine Attacks Enabled Vehicle Selection for Asynchronous Federated Learning in Vehicular Edge Computing 被引量:1
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作者 Zhang Cui Xu Xiao +4 位作者 Wu Qiong Fan Pingyi Fan Qiang Zhu Huiling Wang Jiangzhou 《China Communications》 SCIE CSCD 2024年第8期1-17,共17页
In vehicle edge computing(VEC),asynchronous federated learning(AFL)is used,where the edge receives a local model and updates the global model,effectively reducing the global aggregation latency.Due to different amount... In vehicle edge computing(VEC),asynchronous federated learning(AFL)is used,where the edge receives a local model and updates the global model,effectively reducing the global aggregation latency.Due to different amounts of local data,computing capabilities and locations of the vehicles,renewing the global model with same weight is inappropriate.The above factors will affect the local calculation time and upload time of the local model,and the vehicle may also be affected by Byzantine attacks,leading to the deterioration of the vehicle data.However,based on deep reinforcement learning(DRL),we can consider these factors comprehensively to eliminate vehicles with poor performance as much as possible and exclude vehicles that have suffered Byzantine attacks before AFL.At the same time,when aggregating AFL,we can focus on those vehicles with better performance to improve the accuracy and safety of the system.In this paper,we proposed a vehicle selection scheme based on DRL in VEC.In this scheme,vehicle’s mobility,channel conditions with temporal variations,computational resources with temporal variations,different data amount,transmission channel status of vehicles as well as Byzantine attacks were taken into account.Simulation results show that the proposed scheme effectively improves the safety and accuracy of the global model. 展开更多
关键词 asynchronous federated learning byzantine attacks vehicle selection vehicular edge computing
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Physics-based battery SOC estimation methods:Recent advances and future perspectives 被引量:1
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作者 Longxing Wu Zhiqiang Lyu +2 位作者 Zebo Huang Chao Zhang Changyin Wei 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2024年第2期27-40,I0003,共15页
The reliable prediction of state of charge(SOC)is one of the vital functions of advanced battery management system(BMS),which has great significance towards safe operation of electric vehicles.By far,the empirical mod... The reliable prediction of state of charge(SOC)is one of the vital functions of advanced battery management system(BMS),which has great significance towards safe operation of electric vehicles.By far,the empirical model-based and data-driven-based SOC estimation methods of lithium-ion batteries have been comprehensively discussed and reviewed in various literatures.However,few reviews involving SOC estimation focused on electrochemical mechanism,which gives physical explanations to SOC and becomes most attractive candidate for advanced BMS.For this reason,this paper comprehensively surveys on physics-based SOC algorithms applied in advanced BMS.First,the research progresses of physical SOC estimation methods for lithium-ion batteries are thoroughly discussed and corresponding evaluation criteria are carefully elaborated.Second,future perspectives of the current researches on physics-based battery SOC estimation are presented.The insights stated in this paper are expected to catalyze the development and application of the physics-based advanced BMS algorithms. 展开更多
关键词 Lithium-ion batteries State of charge Electrochemical model Battery management system
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OTFS on Overspread Doubly Selective Channel
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作者 Qing Hua Liu Yun +3 位作者 Shi Xiayang Yu Hua Ji Fei Cui Yinming 《China Communications》 SCIE CSCD 2024年第11期205-215,共11页
The orthogonal time frequency space(OTFS)modulation proposed in recent years is considered to have superior performance than orthogonal frequency division multiplexing(OFDM)for the doubly selective(DS)channels.The wor... The orthogonal time frequency space(OTFS)modulation proposed in recent years is considered to have superior performance than orthogonal frequency division multiplexing(OFDM)for the doubly selective(DS)channels.The works in the existing literature on OTFS mainly focus on the cases where the channels are underspread(i.e.,the product of the delay spread and the Doppler spread is less than 1).In the scenario of overspread DS channel,which has large delay spread and severe Doppler spread,such as underwater acoustic(UWA)channel,the channel model in delay-Doppler(DD)Domain derived by existing work is no longer applicable.In this paper,we derive a more generalized expression of the channel model in delay-Doppler domain,which allows the product of the delay spread and Doppler spread to be larger than1.The result shows that the existing channel model is just a special case of the one we proposed.Using the proposed channel matrix in DD domain,we build the OTFS detectors with the minimum mean square error(MMSE)and message passing(MP)algorithms on overspread doubly selective channel.Finally,simulation results are presented to verify the theoretical derivation and the effectiveness of the detectors. 展开更多
关键词 delay-Doppler domain doubly selective channel OTFS overspread underwater acoustic communications
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A Correlation-Based Stochastic Model for Massive MIMO Channel
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作者 Yang Liu Gang Li Chengxiang Wang 《China Communications》 SCIE CSCD 2024年第1期175-187,共13页
In this paper,the channel impulse response matrix(CIRM)can be expressed as a sum of couplings between the steering vectors at the base station(BS)and the eigenbases at the mobile station(MS).Nakagami distribution was ... In this paper,the channel impulse response matrix(CIRM)can be expressed as a sum of couplings between the steering vectors at the base station(BS)and the eigenbases at the mobile station(MS).Nakagami distribution was used to describe the fading of the coupling between the steering vectors and the eigenbases.Extensive measurements were carried out to evaluate the performance of this proposed model.Furthermore,the physical implications of this model were illustrated and the capacities are analyzed.In addition,the azimuthal power spectrum(APS)of several models was analyzed.Finally,the channel hardening effect was simulated and discussed.Results showed that the proposed model provides a better fit to the measured results than the other CBSM,i.e.,Weichselberger model.Moreover,the proposed model can provide better tradeoff between accuracy and complexity in channel synthesis.This CIRM model can be used for massive MIMO design in the future communication system design. 展开更多
关键词 CBSM channel capacity channel hardening channel modeling massive MIMO
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Heavy ion induced upset errors in 90-nm 64 Mb NOR-type floating-gate Flash memory 被引量:5
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作者 Jin-Shun Bi Kai Xi +4 位作者 Bo Li Hai-Bin Wang Lan-Long Ji Jin Lil and Ming Liu 《Chinese Physics B》 SCIE EI CAS CSCD 2018年第9期615-619,共5页
Upset errors in 90-nm 64 Mb NOR-type floating-gate Flash memory induced by accelerated ^(129)Xe and ^(209)Bi ions are investigated in detail. The linear energy transfer covers the range from 50 to 99.8 Me V/(mg/c... Upset errors in 90-nm 64 Mb NOR-type floating-gate Flash memory induced by accelerated ^(129)Xe and ^(209)Bi ions are investigated in detail. The linear energy transfer covers the range from 50 to 99.8 Me V/(mg/cm^2). When the memory chips are powered off during heavy ions irradiation, single-event-latch-up and single-event-function-interruption are excluded,and only 0-〉1 upset errors in the memory array are observed. These error bit rates seem very difficult to achieve and cannot be simply recovered based on the power cycle. The number of error bits shows a strong dependence on the linear energy transfer(LET). Under room-temperature annealing conditions, the upset errors can be reduced by about two orders of magnitude using rewrite/reprogram operations, but they subsequently increase once again in a few minutes after the power cycle. High-temperature annealing can diminish almost all error bits, which are affected by the lower LET ^(129)Xe ions. The percolation path between the floating-gate(FG) and the substrate contributes to the radiation-induced leakage current, and has been identified as the root cause of the upset errors of the Flash memory array in this work. 展开更多
关键词 heavy ion Flash memory single event upset annealing
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High Stable and Accurate Vehicle Selection Scheme Based on Federated Edge Learning in Vehicular Networks 被引量:3
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作者 Qiong Wu Xiaobo Wang +3 位作者 Qiang Fan Pingyi Fan Cui Zhang Zhengquan Li 《China Communications》 SCIE CSCD 2023年第3期1-17,共17页
Federated edge learning(FEEL)technology for vehicular networks is considered as a promising technology to reduce the computation workload while keeping the privacy of users.In the FEEL system,vehicles upload data to t... Federated edge learning(FEEL)technology for vehicular networks is considered as a promising technology to reduce the computation workload while keeping the privacy of users.In the FEEL system,vehicles upload data to the edge servers,which train the vehicles’data to update local models and then return the result to vehicles to avoid sharing the original data.However,the cache queue in the edge is limited and the channel between edge server and each vehicle is time-varying.Thus,it is challenging to select a suitable number of vehicles to ensure that the uploaded data can keep a stable cache queue in edge server while maximizing the learning accuracy.Moreover,selecting vehicles with different resource statuses to update data will affect the total amount of data involved in training,which further affects the model accuracy.In this paper,we propose a vehicle selection scheme,which maximizes the learning accuracy while ensuring the stability of the cache queue,where the statuses of all the vehicles in the coverage of edge server are taken into account.The performance of this scheme is evaluated through simulation experiments,which indicates that our proposed scheme can perform better than the known benchmark scheme. 展开更多
关键词 FEEL stability ACCURACY vehicular net-works edge servers
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