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Dual-band multi-beam reconfigurable terahertz antenna based on graphene frequency selective surface
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作者 JIN Zhao RONG Yu +4 位作者 QIAO Li-Ping YU Jing-Dong WU Fei GUO Chen TIAN Dou 《红外与毫米波学报》 SCIE EI CAS CSCD 北大核心 2024年第5期628-633,共6页
In this paper,a dual-band graphene-based frequency selective surface(GFSS)is investigated and the operating mechanism of this GFSS is analyzed.By adjusting the bias voltage to control the graphene chemical po-tential ... In this paper,a dual-band graphene-based frequency selective surface(GFSS)is investigated and the operating mechanism of this GFSS is analyzed.By adjusting the bias voltage to control the graphene chemical po-tential between 0 eV and 0.5 eV,the GFSS can achieve four working states:dual-band passband,high-pass lowimpedance,low-pass high-impedance,and band-stop.Based on this GFSS,a hexagonal radome on a broadband omnidirectional monopole antenna is proposed,which can achieve independent 360°six-beam omnidirectional scanning at 1.08 THz and 1.58 THz dual bands.In addition,while increasing the directionality,the peak gains of the dual bands reach 7.44 dBi and 6.67 dBi,respectively.This work provides a simple method for realizing multi-band terahertz multi-beam reconfigurable antennas. 展开更多
关键词 THz antenna multi-beam GRAPHENE DUAL-BAND RECONFIGURABLE
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A True-Time-Delay Array Architecture for Wideband Multi-Beam Tracking
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作者 Xiaowei Liu Guangliang Ren 《China Communications》 SCIE CSCD 2023年第8期65-77,共13页
The true-time delay(TTD)units are critical for solving beam squint and frequency selective fading inWideband Large-Scale Antenna Systems(LSASs).In this work,we propose a TTD array architecture for wideband multi-beam ... The true-time delay(TTD)units are critical for solving beam squint and frequency selective fading inWideband Large-Scale Antenna Systems(LSASs).In this work,we propose a TTD array architecture for wideband multi-beam tracking that eliminates the beam squint phenomenon and filters out interference signals by applying a spatial filter and time delay estimations(TDEs).The paper presents a novel approach to spatial filter design by introducing a transformation matrix that can optimize the beam response in a specific direction and at a specific frequency.Using the variable fractional delay(VFD)filters,we propose a TDE algorithm with a Newton-Raphson iteration update process that corrects the arrival time delay difference between sensors.Simulations and examples have demonstrated that the proposed architecture can achieve beam tracking within 10 ms at the low signalto-noise ratio(SNR)and demodulation loss is less than 0.5 dB in wideband multi-beam scenarios. 展开更多
关键词 true-time delay(TTD) spatial filter variable fractional delay(VFD) wideband multi-beam tracking time delay estimation(TDE)
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Joint Optimization of Satisfaction Index and Spectrum Efficiency with Cache Restricted for Resource Allocation in Multi-Beam Satellite Systems 被引量:4
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作者 Pei Zhang Xiaohui Wang +1 位作者 Zhiguo Ma Junde Song 《China Communications》 SCIE CSCD 2019年第2期189-201,共13页
Dynamic resource allocation(DRA) is a key technology to improve system performances in GEO multi-beam satellite systems. And, since the cache resource on the satellite is very valuable and limited, DRA problem under r... Dynamic resource allocation(DRA) is a key technology to improve system performances in GEO multi-beam satellite systems. And, since the cache resource on the satellite is very valuable and limited, DRA problem under restricted cache resources is also an important issue to be studied. This paper mainly investigates the DRA problem of carrier resources under certain cache constraints. What's more, with the aim to satisfy all users' traffic demands as more as possible, and to maximize the utilization of the bandwidth, we formulate a multi-objective optimization problem(MOP) where the satisfaction index and the spectrum efficiency are jointly optimized. A modified strategy SA-NSGAII which combines simulated annealing(SA) and non-dominated sorted genetic algorithm-II(NSGAII) is proposed to approximate the Pareto solution to this MOP problem. Simulation results show the effectiveness of the proposed algorithm in terms of satisfaction index, spectrum efficiency, occupied cache, and etc. 展开更多
关键词 GEO multi-beam satellite system dynamic resource ALLOCATION SA-NSGAII CACHE SATISFACTION index spectrum efficiency
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User-Level Scheduling and Resource Allocation for Multi-Beam Satellite Systems with Full Frequency Reuse 被引量:3
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作者 Tao Leng Yanan Wang +2 位作者 Dongwei Hu Gaofeng Cui Weidong Wang 《China Communications》 SCIE CSCD 2022年第6期179-192,共14页
Multi-beam satellite communication systems can improve the resource utilization and system capacity effectively.However,the inter-beam interference,especially for the satellite system with full frequency reuse,will de... Multi-beam satellite communication systems can improve the resource utilization and system capacity effectively.However,the inter-beam interference,especially for the satellite system with full frequency reuse,will degrade the system performance greatly due to the characteristics of multi-beam satellite antennas.In this article,the user scheduling and resource allocation of a multi-beam satellite system with full frequency reuse are jointly studied,in which all beams can use the full bandwidth.With the strong inter-beam interference,we aim to minimize the system latency experienced by the users during the process of data downloading.To solve this problem,deep reinforcement learning is used to schedule users and allocate bandwidth and power resources to mitigate the inter-beam interference.The simulation results are compared with other reference algorithms to verify the effectiveness of the proposed algorithm. 展开更多
关键词 multi-beam satellite full frequency reuse inter-beam interference latency optimization deep reinforcement learning
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Multiple sub-array beamspace CAATI algorithm for multi-beam bathymetry system 被引量:2
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作者 LI Zi-sheng LI Hai-sen ZHOU Tian YUAN Yan-yi 《Journal of Marine Science and Application》 2007年第1期47-52,共6页
This paper extends CAATI (Computed Angle-of-Arrival Transient Imaging) technique of Multi-angle Swath Bathymetry Sidesean Sonar (MSBSS) into Multi-Beam Bathymetry Sonar (MBBS) and presents a new Multiple Sub-arr... This paper extends CAATI (Computed Angle-of-Arrival Transient Imaging) technique of Multi-angle Swath Bathymetry Sidesean Sonar (MSBSS) into Multi-Beam Bathymetry Sonar (MBBS) and presents a new Multiple Sub-array Beamspaee - CAATI (MSB-CAATI) algorithm. The method not only can achieve high resolution seafloor mapping in the whole wide swath, but also can work well in complex acoustic environments or geometries. Simulation results and processing results of sea-experiment data prove the validity and superiority of the algorithm. 展开更多
关键词 MSB-CAATI swath bathymetry high resolution multi-beam
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Multi-Objective Deep Reinforcement Learning Based Time-Frequency Resource Allocation for Multi-Beam Satellite Communications 被引量:2
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作者 Yuanzhi He Biao Sheng +2 位作者 Hao Yin Di Yan Yingchao Zhang 《China Communications》 SCIE CSCD 2022年第1期77-91,共15页
Resource allocation is an important problem influencing the service quality of multi-beam satellite communications.In multi-beam satellite communications, the available frequency bandwidth is limited, users requiremen... Resource allocation is an important problem influencing the service quality of multi-beam satellite communications.In multi-beam satellite communications, the available frequency bandwidth is limited, users requirements vary rapidly, high service quality and joint allocation of multi-dimensional resources such as time and frequency are required. It is a difficult problem needs to be researched urgently for multi-beam satellite communications, how to obtain a higher comprehensive utilization rate of multidimensional resources, maximize the number of users and system throughput, and meet the demand of rapid allocation adapting dynamic changed the number of users under the condition of limited resources, with using an efficient and fast resource allocation algorithm.In order to solve the multi-dimensional resource allocation problem of multi-beam satellite communications, this paper establishes a multi-objective optimization model based on the maximum the number of users and system throughput joint optimization goal, and proposes a multi-objective deep reinforcement learning based time-frequency two-dimensional resource allocation(MODRL-TF) algorithm to adapt dynamic changed the number of users and the timeliness requirements. Simulation results show that the proposed algorithm could provide higher comprehensive utilization rate of multi-dimensional resources,and could achieve multi-objective joint optimization,and could obtain better timeliness than traditional heuristic algorithms, such as genetic algorithm(GA)and ant colony optimization algorithm(ACO). 展开更多
关键词 multi-beam satellite communications time-frequency resource allocation multi-objective optimization deep reinforcement learning
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Numerical investigation of multi-beam laser heterodyne measurement with ultra-precision for linear expansion coefficient of metal based on oscillating mirror modulation 被引量:1
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作者 李彦超 王春晖 +5 位作者 曲杨 高龙 丛海芳 杨彦玲 高洁 王遨游 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第1期398-404,共7页
This paper proposes a novel method of multi-beam laser heterodyne measurement for metal linear expansion coefficient. Based on the Doppler effect and heterodyne technology, the information is loaded of length variatio... This paper proposes a novel method of multi-beam laser heterodyne measurement for metal linear expansion coefficient. Based on the Doppler effect and heterodyne technology, the information is loaded of length variation to the frequency difference of the multi-beam laser heterodyne signal by the frequency modulation of the oscillating mirror, this method can obtain many values of length variation caused by temperature variation after the multi-beam laser heterodyne signal demodulation simultaneously. Processing these values by weighted-average, it can obtain length variation accurately, and eventually obtain the value of linear expansion coefficient of metal by the calculation. This novel method is used to simulate measurement for linear expansion coefficient of metal rod under different temperatures by MATLAB, the obtained result shows that the relative measurement error of this method is just 0.4%. 展开更多
关键词 linear expansion coefficient multi-beam laser heterodyne laser Doppler technique contactless measurement
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Handover initiation performance of a new multi-cell cellular configuration with a developed base-station multi-beam antenna 被引量:1
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作者 ZhangZufan DuHuiping +1 位作者 ZhuWeile YangJing 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2005年第1期58-62,共5页
A new multi-cell cellular configuration networks is provided for analysis of handover initiation probability, which is based on multi-beam base-station antenna splitting in the elevation-radiating plane. The sum of th... A new multi-cell cellular configuration networks is provided for analysis of handover initiation probability, which is based on multi-beam base-station antenna splitting in the elevation-radiating plane. The sum of the received signal power in the mobile station, including both desired and interference signal power, has been introduced into the handover initiation algorithm. Along with the idea, we present three models of handover initiation algorithm with the shadowing process of Gaussian distribution. The formulation of handover initiation probability of those algorithms is also analyzed. The validity of the presented models has been checked through the comparison with simulation results. The results present the performance characteristics of handover initiation vary with cluster number and base-station antenna elevation angle. 展开更多
关键词 handover initiation probability multi-beam antennas multi-cell cellular mobile communication.
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Landslide data mosaicking based on an airborne laser point cloud and multi-beam sonar images 被引量:1
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作者 JI Hao-wei LUO Xian-qi ZHOU Yong-jun 《Journal of Mountain Science》 SCIE CSCD 2020年第9期2068-2080,共13页
Landslides are one of the most disastrous geological hazards in southwestern China.Once a landslide becomes unstable,it threatens the lives and safety of local residents.However,empirical studies on landslides have pr... Landslides are one of the most disastrous geological hazards in southwestern China.Once a landslide becomes unstable,it threatens the lives and safety of local residents.However,empirical studies on landslides have predominantly focused on landslides that occur on land.To this end,we aim to investigate ashore and underwater landslide data synchronously.This study proposes an optimized mosaicking method for ashore and underwater landslide data.This method fuses an airborne laser point cloud with multi-beam depth sounder images.Owing to their relatively high efficiency and large coverage area,airborne laser measurement systems are suitable for emergency investigations of landslides.Based on the airborne laser point cloud,the traversal of the point with the lowest elevation value in the point set can be used to perform rapid extraction of the crude channel boundaries.Further meticulous extraction of the channel boundaries is then implemented using the probability mean value optimization method.In addition,synthesis of the integrated ashore and underwater landslide data angle is realized using the spatial guide line between the channel boundaries and the underwater multibeam sonar images.A landslide located on the right bank of the middle reaches of the Yalong River is selected as a case study to demonstrate that the proposed method has higher precision thantraditional methods.The experimental results show that the mosaicking method in this study can meet the basic needs of landslide modeling and provide a basis for qualitative and quantitative analysis and stability prediction of landslides. 展开更多
关键词 Laser point cloud Airborne laser measurement Mosaicking method multi-beam sonar images SHIPBORNE Channel boundaries
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Impact of Phase Noise on TDMS Based Calibration for Spaceborne Multi-Beam Antennas 被引量:1
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作者 Yujie Lin Xiangyuan Bu +2 位作者 Shuai Wang Yuan Chai Jianping An 《China Communications》 SCIE CSCD 2018年第3期128-136,共9页
For spaceborne multi-beam antennas(MBAs), time division multiplexed switching(TDMS) based calibration receiver can reduce implementation costs effectively and is very suitable for large-scale applications. However, in... For spaceborne multi-beam antennas(MBAs), time division multiplexed switching(TDMS) based calibration receiver can reduce implementation costs effectively and is very suitable for large-scale applications. However, in practice, random phase noise imposed by noisy local oscillators can cause significant performance degradation in TDMS-based calibration systems. Characterization of phase noise effects is therefore crucial for practical applications. In this paper, we analyze the impact of phase noise on the calibration performance for a MBA system. Specifically, we derive the relationship between the probability of correct amplitude/phase estimation and various practical factors involving the signal-to-noise ratio(SNR), the standard deviation of phase noise, the given tolerance region, and the length of the spreading code. The results provide high efficiency for evaluating the calibration performance of the MBAs based on TDMS, especially for precisely anticipating the impact of phase noise. Finally, the accuracy of the derived results is assessed by simulations in different scenarios. 展开更多
关键词 multi-beam antenna CALIBRATION phase noise time division multiplexed switching
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Low Complexity Multiuser Detection Algorithm for Multi-Beam Satellite Systems
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作者 Yang Wang Danfeng Zhao Xi Liao 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2015年第5期105-109,共5页
The minimum mean square error-successive interference cancellation( MMSE-SIC) multiuser detection algorithm has high complexity and long processing latency. A multiuser detection algorithm is proposed for multi-beam s... The minimum mean square error-successive interference cancellation( MMSE-SIC) multiuser detection algorithm has high complexity and long processing latency. A multiuser detection algorithm is proposed for multi-beam satellite systems in order to decrease the complexity and latency. The spot beams are grouped base on the distance between them in the proposed algorithm. Some groups are detected in parallel after a crucial group-wise interference cancellation. Furthermore, the multi-stage structure is introduced to improve the performance. Simulation results show that the proposed algorithm can achieve better performance with less complexity compared with the existing group detection algorithm. Moreover,the proposed algorithm using one stage can reduce the complexity over the fast MMSE-SIC and existing group detection algorithm by 9% and20. 9%. The processing latency is reduced significantly compared with the MMSE-SIC. 展开更多
关键词 satellite COMMUNICATIONS multi-beam SATELLITES MULTIUSER detection COMPLEXITY
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A Quantitative Method for Active Fault Migration Distance Assessment on both Sides of Mid-Ocean Ridges——Based on Multi-Beam Data
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作者 FAN Qingkai LI Jianghai +1 位作者 LIU Zhonglan LIU Chiheng 《Acta Geologica Sinica(English Edition)》 SCIE CAS CSCD 2019年第4期810-819,共10页
Fracture-fissure systems found at mid-ocean ridges are dominating conduits for the circulation of metallogenic fluid.Ascertaining the distribution area of active faults on both sides of mid-ocean ridges will provide a... Fracture-fissure systems found at mid-ocean ridges are dominating conduits for the circulation of metallogenic fluid.Ascertaining the distribution area of active faults on both sides of mid-ocean ridges will provide a useful tool in the search for potential hydrothermal vents,thus guiding the exploration of modern seafloor sulfides.Considering the MidAtlantic Ridge 20°N–24°N(NMAR)and North Chile Rise(NCR)as examples,fault elements such as Fault Spacing(?S)and Fault Heave(?X)can be identified and quantitatively measured.The methods used include Fourier filtering of the multi-beam bathymetry data,in combination with measurements of the topographic slope,curvature,and slope aspect patterns.According to the Sequential Faulting Model of mid-ocean ridges,the maximal migration distance of an active fault on either side of mid-ocean ridges—that is,the distribution range of active faults—can be measured.Results show that the maximal migration distance of active faults at the NMAR is 0.76–1.01 km(the distance is larger at the center than at the ends of this segment),and at the NCR,the distribution range of active faults is 0.38–1.6 km.The migration distance of active faults on the two study areas is positively related to the axial variation of magma supply.In the NCR study area,where there is an abundant magma input,the number of faults within a certain distance is mainly affected by the variation of lithospheric thickness.Here a large range of faulting clearly corresponds to a high proportion of magmatism to seafloor spreading near mid-ocean ridges(M)value,and in the study area of the NMAR,there is insufficient magmatism,and the number of faults may be controlled by both lithospheric thickness and magma supply,leading to a less obvious positive correlation between the distribution range of active faults and M. 展开更多
关键词 migration distance of active faults quantitative assessment Mid-Atlantic Ridge North Chile Rise multi-beam bathymetry
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Distortion of optical feedback signals in microchip Nd:YAG lasers subjected to external multi-beam interference feedback
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作者 谈宜东 张书练 +2 位作者 任舟 任成 张亦男 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第3期319-323,共5页
This paper proposes a theoretical analysis for the characteristics of an external cavity Nd:YAG laser with feedback of multiple-beam interference, which is induced by the multi-reentrance of the light from the extern... This paper proposes a theoretical analysis for the characteristics of an external cavity Nd:YAG laser with feedback of multiple-beam interference, which is induced by the multi-reentrance of the light from the external Fabry-Perot cavity. The theoretical model considers the multiple beam interference of the external Fabry-Perot cavity. It is found that the optical feedback signals are distorted to pulse waveforms instead of the sinusoidal ones in conventional feedback. The experimental results are in good agreement with the theoretical analysis. The obtained theoretical and experimental results can advance the development of a laser feedback interferometer. 展开更多
关键词 optical feedback multi-beam interference
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Multi-beam Sonar and Side-scan Sonar Image Co-registering and Fusing
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作者 阳凡林 刘经南 赵建虎 《Marine Science Bulletin》 CAS 2003年第1期16-23,共8页
Multi-beam Sonar and Side-scan Sonar compensate each other. In order to fully utilize all information, it is necessary to fuse two kinds of image and data. And the image co-registration is an important and complicated... Multi-beam Sonar and Side-scan Sonar compensate each other. In order to fully utilize all information, it is necessary to fuse two kinds of image and data. And the image co-registration is an important and complicated job before fusion. This paper suggests combining bathymetric data with intensity image, obtaining the characteristic points through the minimal angles of lines, and then deciding the corresponding image points by the maximal correlate coefficient in searching space. Finally, the second order polynomial is applied to the deformation model. After the images have been co-registered, Wavelet is used to fuse the images. It is shown that this algorithm can be used in the flat seafloor or the isotropic seabed. Verification is made in the paper with the observed data. 展开更多
关键词 multi-beam Sonar Side-scan Sonar Co-registering FUSION
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Spatial Correlation Characteristics Analysis of Multi-Beam Channels of Mobile Satellite System
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作者 Ziming Su Xiang Fei +1 位作者 Yuxin Cheng Jianjun Wu 《International Journal of Communications, Network and System Sciences》 2017年第5期127-137,共11页
Due to the influence of scatterers around the receiving antenna, the multipath signal in satellite mobile communication systems is correlated with each other which would influence the system performance. There is no s... Due to the influence of scatterers around the receiving antenna, the multipath signal in satellite mobile communication systems is correlated with each other which would influence the system performance. There is no systematic standard on the channel modelling of the wideband satellite channel at present, so the study of the modelling of the wideband satellite channel is of great importance. In this paper, firstly we created a multi-beam model which can figure out the antenna gain of the nth component beam. Secondly, we combined the characteristics of multi-beam satellite channel and the distribution of the scatterers, and set up a three-dimension random channel model. This model is more realistic for satellite communication system since it considers the height of scatterers. According to the channel models, we had the formula of spatial correlation coefficient. We used the formula to calculate the relationship between spatial correlation coefficient and the interval of antennas. The result shows that the spatial correlation exists and cannot be ignored while modeling for mobile satellite system. 展开更多
关键词 SATELLITE MIMO SPATIAL CORRELATION multi-beam SCATTERERS Channel Model
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RECENT PROGRESS IN MULTI-BEAM KLYSTRON IN IECAS
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作者 Ding Yaogen (Institute of Electronics, Chinese Academy of Sciences, Beijing 100080) 《Journal of Electronics(China)》 2002年第4期441-444,共4页
Recent research progresses in Multi-Beam Klystron (MBK) in IECAS are briefly introduced in the letter. The S-band MBKs of IECAS have peak power of 120-250 kW, average power of 4-9 kW, efficiency of 35-45%, gain of 41-... Recent research progresses in Multi-Beam Klystron (MBK) in IECAS are briefly introduced in the letter. The S-band MBKs of IECAS have peak power of 120-250 kW, average power of 4-9 kW, efficiency of 35-45%, gain of 41-46 dB, beam voltage of 15-19 kV, and weight of 40-45 kg. Some key technical problems of MBK are also described and discussed. Among them,improving the design of MBK to obtain the required bandwidth, raising beam transmission to increase average power, eliminating oscillation and spray spectrum, overcoming window breakdown caused by magic mode, reducing breakdown times of electrongun, are most important things for the practical MBK. Besides, further research work in MBK in IECAS is commented. 展开更多
关键词 multi-beam Klystron (MBK) Periodic Reversal Permanent Magnet (PRPM) focusing system Electron gun Oscillation and spray spectrum
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TE Connectivity全新MULTI-BEAM卡缘连接器
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《世界电子元器件》 2017年第6期32-32,共1页
TE Connectivity(TE)推出全新MULTI-BEAM卡缘连接器,该产品可提供卓越的总体功率和信号密度以满足数据通信市场对性能、尺寸和成本的更高要求。与通用型产品相比,新一代电源卡缘连接器的密度提高了30%,具有更佳连接容限,从而实现更可靠... TE Connectivity(TE)推出全新MULTI-BEAM卡缘连接器,该产品可提供卓越的总体功率和信号密度以满足数据通信市场对性能、尺寸和成本的更高要求。与通用型产品相比,新一代电源卡缘连接器的密度提高了30%,具有更佳连接容限,从而实现更可靠连接。TE的独有设计具有模组化、可扩展的特点,支持配置和PCB设计的更高灵活性。此类产品是下一代卡缘连接器,可替代当前的SEC-II电源卡缘产品。 展开更多
关键词 连接器 密度 电源 插头座 multi-beam TE Connectivity
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Downlink call admission control with power allocation and rate scheduling for IDMA-based multi-beam satellite systems
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作者 葛新 刘功亮 +2 位作者 王红丹 王勇 张乃通 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2012年第2期85-90,共6页
Considering the advantage of interleave-division multiple-access(IDMA) technique and the technical bottlenecks in the existing satellite systems,IDMA is introduced into satellite communication networks.To further vali... Considering the advantage of interleave-division multiple-access(IDMA) technique and the technical bottlenecks in the existing satellite systems,IDMA is introduced into satellite communication networks.To further validate the IDMA into satellite systems,an effective call admission control(CAC) is proposed to maximize the resource utilization.After establishing the multi-beam satellite system model based on variable spreading gain(VSG) IDMA,the power allocation scheme based on SINR evolution technique and transmission rate adaptation for nonreal time interactive traffic are designed as integrated parts of the CAC,working together to improve the system performance in terms of power efficiency and throughput.Further,the analysis and simulation results show that IDMA under the proposed scheme can provide better QoS,in terms of the blocking/dropping probability,outage probability as well as delay performance. 展开更多
关键词 IDMA call admission control power allocation rate adaptation SINR evolution muhi-beamsatellite system
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Demand-based dynamic bandwidth allocation in multi-beam satellites using machine learning concepts
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作者 Shwet Kashyap Nisha Gupta 《Intelligent and Converged Networks》 EI 2024年第2期147-166,共20页
In the realm of satellite communication,where the importance of efficient spectrum utilization is growing day by day due to the increasing significance of this technology,dynamic resource management has emerged as a p... In the realm of satellite communication,where the importance of efficient spectrum utilization is growing day by day due to the increasing significance of this technology,dynamic resource management has emerged as a pivotal consideration in the design of contemporary multi-beam satellites,facilitating the flexible allocation of resources based on user demand.This research paper delves into the pivotal role played by machine learning and artificial intelligence within the domain of satellite communication,particularly focusing on spot beam satellites.The study encompasses an evaluation of machine learning’s application,whereby an extensive dataset capturing user demand across a specific geographical area is subjected to analysis.This analysis involves determining the optimal number of beams/clusters,achieved through the utilization of the knee-elbow method predicated on within-cluster sum of squares.Subsequently,the demand data are equitably segmented employing the weighted k-means clustering technique.The proposed solution introduces a straightforward yet efficient model for bandwidth allocation,contrasting with conventional fixed beam illumination models.This approach not only enhances spectrum utilization but also leads to noteworthy power savings,thereby addressing the growing importance of efficient resource management in satellite communication. 展开更多
关键词 satellite communications multi-beam satellites machine learning weighted k-means clustering Voronoi tessellation knee-elbow method
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Sequential dynamic resource allocation in multi-beam satellite systems:A learning-based optimization method 被引量:2
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作者 Yixin HUANG Shufan WU +3 位作者 Zhankui ZENG Zeyu KANG Zhongcheng MU Hai HUANG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2023年第6期288-301,共14页
Multi-beam antenna and beam hopping technologies are an effective solution for scarce satellite frequency resources.One of the primary challenges accompanying with Multi-Beam Satellites(MBS)is an efficient Dynamic Res... Multi-beam antenna and beam hopping technologies are an effective solution for scarce satellite frequency resources.One of the primary challenges accompanying with Multi-Beam Satellites(MBS)is an efficient Dynamic Resource Allocation(DRA)strategy.This paper presents a learning-based Hybrid-Action Deep Q-Network(HADQN)algorithm to address the sequential decision-making optimization problem in DRA.By using a parameterized hybrid action space,HADQN makes it possible to schedule the beam pattern and allocate transmitter power more flexibly.To pursue multiple long-term QoS requirements,HADQN adopts a multi-objective optimization method to decrease system transmission delay,loss ratio of data packets and power consumption load simultaneously.Experimental results demonstrate that the proposed HADQN algorithm is feasible and greatly reduces in-orbit energy consumption without compromising QoS performance. 展开更多
关键词 Beam hopping Deep reinforcement learning Dynamic resource allocation Mixed-integer programming multi-beam satellite systems Multi-objective optimization
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