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System Integration of Terrestrial Mobile Communication and Satellite Communication——The Trends, Challenges and Key Technologies in B5G and 6G 被引量:69
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作者 Shanzhi Chen Shaohui Sun Shaoli Kang 《China Communications》 SCIE CSCD 2020年第12期156-171,共16页
Mobile communication standards have been developed into a new era of B5G and 6G.In recent years,low earth orbit(LEO)satellites and space Internet have become hot topics.The integrated satellite and terrestrial systems... Mobile communication standards have been developed into a new era of B5G and 6G.In recent years,low earth orbit(LEO)satellites and space Internet have become hot topics.The integrated satellite and terrestrial systems have been widely discussed by industries and academics,and even are expected to be applied in those huge constellations in construction.This paper points out the trends of two stages towards system integration of the terrestrial mobile communication and the satellite communications:to be compatible with 5G,and to be integrated within 6G.Based on analysis of the challenges of both stages,key technologies are thereafter analyzed in detail,covering both air interface currently discussed in 3GPP for B5G and also novel network architecture and related transmission technologies toward future 6G. 展开更多
关键词 satellite communication terrestrial mobile communication system integration B5g 6g space internet
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Addressing the Issues and Developments Correlated with Envisaged 5G Mobile Technologies: Comprehensive Solutions
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作者 Idrees Sarhan Kocher 《Computers, Materials & Continua》 SCIE EI 2023年第11期2205-2223,共19页
Fifth Generation(5G)communications are regarded as the cornerstone to household consumer experience improvements and smart manufacturing revolution from the standpoint of industries’objectives.It is anticipated that ... Fifth Generation(5G)communications are regarded as the cornerstone to household consumer experience improvements and smart manufacturing revolution from the standpoint of industries’objectives.It is anticipated that Envisaged 5G(E5G)mobile technology would be operational in certain developed countries by 2023.The Internet of Things(IoTs)will transform how humans live when combined with smart and integrated sensing devices,such as in-home sensing devices.Recent research is being carried out all over the world to produce a new technique that can be crucial in the success of the anticipated 5G mobile technology.High output,reduced latency,highly reliable,greater scalability,high performance,capacity,bandwidth efficiency,virtual open-air transmission,and efficient energy mobile wireless communications are all being investigated currently.In this work,a comprehensive path for addressing the difficulties and developments associated with 5G mobile technology is provided.The debate and description of a complete analysis of current situations,certain characteristics and prospective scenarios,important technologies,problems and advances,and spectrum allocation of envisioned 5G mobile technologies are provided.Furthermore,this paper analyzes the most notable elements of 5G mobile technology,such as Cognitive Radio(CR),flexibility,accessibility,and cloud-based service offers,which will assure 5G mobile technology’s dominance as the main protocol for international communication.Eventually,this paper provides a method for integrating CR with current wireless communication systems,the necessity for further evolution of the E5G network,and the need for comprehensive consideration of architecture evolution and function enhancement to enhance the E5G mobile technologies. 展开更多
关键词 E5g mobile technologies spectrum allocation pseudo outdoor communication key performance indicators cloudbased services efficient energy CR
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A Novel 28 GHz Phased Array Antenna for 5G Mobile Communications 被引量:1
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作者 LI Yezhen REN Yongli +2 位作者 YANG Fan XU Shenheng ZHANG Jiannian 《ZTE Communications》 2020年第3期20-25,共6页
A novel phased array antenna consisting of 256 elements is presented and experimentally verified for 5G millimeter-wave wireless communications.The antenna integrated with a wave control circuit can perform real-time ... A novel phased array antenna consisting of 256 elements is presented and experimentally verified for 5G millimeter-wave wireless communications.The antenna integrated with a wave control circuit can perform real-time beam scanning by reconfiguring the phase of an antenna unit.The unit,designed at 28 GHz using a simple patch structure with one PIN diode,can be electronically controlled to generate 1 bit phase quantization.A prototype of the antenna is fabricated and measured to demonstrate the feasibility of this approach.The measurement results indicate that the antenna achieves high gain and fast beam-steering,with the scan beams within±60°range and the maximum gain up to 21.7 dBi.Furthermore,it is also tested for wireless video transmission.In ZTE Shanghai,the antenna was used for the 5G New Radio(NR)test.The error vector magnitude(EVM)is less than 3%and the adjacent channel leakage ratio(ACLR)less than−35 dBc,which can meet 5G system requirements.Compared with the conventional phased array antenna,the proposed phased array has the advantages of low power consumption,low cost and conformal geometry.Due to these characteristics,the antenna is promising for wide applications in 5G millimeter-wave communication systems. 展开更多
关键词 5g mobile communications millimeter wave phased array antenna
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Tackling Key Technological Problems and Advancing 5G Technology Application in Railway
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作者 ZHOU Li ZHENG Mingda 《Chinese Railways》 2023年第1期3-12,共10页
The paper summarizes the development of mobile communication of domestic and foreign railways,and proposes the priorities for tackling key technological problems of railway 5G private network according to the technica... The paper summarizes the development of mobile communication of domestic and foreign railways,and proposes the priorities for tackling key technological problems of railway 5G private network according to the technical routes of railway next-generation mobile communication determined by China State Railway Group Co.,Ltd.From the aspects of work objectives,principles,technical routes and innovative working methods,the paper elaborates the ideas of railway 5G scientific and technological research,puts forward the contents and plans of scientific and technological research on railway 5G private network,systematically organizes the achievements in the scientific and technological research stage of railway 5G private network,and sets forth the key contents of next-step scientific and technological research. 展开更多
关键词 railway mobile communication system railway 5g private network tackling key problems in science and technology on 5g private network
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5G High Mobility Wireless Communications: Challenges and Solutions 被引量:18
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作者 Pingzhi Fan Jing Zhao Chih-Lin I 《China Communications》 SCIE CSCD 2016年第S2期1-13,共13页
The fifth generation(5G) network is expected to support significantly large amount of mobile data traffic and huge number of wireless connections,to achieve better spectrum- and energy-efficiency,as well as quality of... The fifth generation(5G) network is expected to support significantly large amount of mobile data traffic and huge number of wireless connections,to achieve better spectrum- and energy-efficiency,as well as quality of service(QoS) in terms of delay,reliability and security.Furthermore,the 5G network shall also incorporate high mobility requirements as an integral part,providing satisfactory service to users travelling at a speed up to 500 km/h.This paper provides a survey of potential high mobility wireless communication(HMWC) techniques for 5G network.After discussing the typical requirements and challenges of HMWC,key techniques to cope with the challenges are reviewed,including transmission techniques under the fast timevarying channels,network architecture with mobility support,and mobility management.Finally,future research directions on 5G high mobility communications are given. 展开更多
关键词 5g high mobility wireless communications fast time-varying channel network architecture mobility management
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Research on the Development of 5G Wireless Communication in the Industrial Field 被引量:1
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作者 Sen Lin 《Journal of Electronic Research and Application》 2020年第4期9-13,共5页
The development of science and technology is the key to changing human life and promoting social and economic development.As a product of technological development,the widespread application of communication technolog... The development of science and technology is the key to changing human life and promoting social and economic development.As a product of technological development,the widespread application of communication technology has brought a brand new“dawn”to the development of human society.5G wireless communication technology is an advanced wireless communication technology that has recently developed.With the advantages of low energy consumption and high network speed,5G technology has shown very bright development prospects in various fields today.Government,operators and equipment providers are actively promoting and deploying 5G technology,and all links in the industry chain are mature.It is expected that the future market size will reach 17 trillion,especially in today’s industrial field,the application of 5G technology will further enhance work efficiency,ensure work quality,and promote good development in the industrial field.Based on this,this paper will study the development of 5G wireless technology in the industrial field,so as to provide corresponding reference for the good application of 5G technology in the industrial field. 展开更多
关键词 5g Wireless communication technology Industrial field Industrial development
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Satellite E2E Network Slicing Based on 5G Technology 被引量:1
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作者 ZHANG Jing WEI Xiao +1 位作者 CHENG Junfeng FENG Xu 《ZTE Communications》 2020年第4期26-33,共8页
We investigate the design of satellite network slicing for the first time to provide customized services for the diversified applications,and propose a novel scheme for satellite end-to-end(E2E) network slicing based ... We investigate the design of satellite network slicing for the first time to provide customized services for the diversified applications,and propose a novel scheme for satellite end-to-end(E2E) network slicing based on 5G technology,which provides a view of common satellite network slicing and supports flexible network deployment between the satellite and the ground.Specifically,considering the limited satellite network resource and the characteristics of the satellite channel,we propose a novel satellite E2E network slicing architecture.Therein,the deployment of the network functions between the satellite and the ground is coordinately considered.Subsequently,the classification and the isolation technologies of satellite network sub-slices are proposed adaptively based on 5G technology to support resource allocation on demand.Then,we develop the management technologies for the satellite E2E network slicing including slicing key performance indicator(KPI) design,slicing deployment,and slicing management.Finally,the analysis of the challenges and future work shows the potential research in the future. 展开更多
关键词 satellite communications E2E network slicing diversified applications 5g technology
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A Review of Road Accidents Detection through Wireless Technology—5G, MIMO and Internet of Things
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作者 Stephen Ojo Samuel Olugbade Taiwo P. Ojo 《Open Journal of Applied Sciences》 CAS 2022年第12期1968-1978,共11页
Road transport is been used for moving people and all kinds of goods throughout the world. However, it is one mode of transportation that is prone to accidents and it faces a plethora of never-ending challenges, such ... Road transport is been used for moving people and all kinds of goods throughout the world. However, it is one mode of transportation that is prone to accidents and it faces a plethora of never-ending challenges, such as the frequent loss of lives and valuables when accident occurs. The best course of action to handle these issues is to set up an autonomous incident detection system using wireless communication, 5G technologies and the Internet of Things. IoT is a seamless technology that increases the connectivity between humans and machines. It is web-based, and improves communication between vehicle to vehicle, vehicle to infrastructures, transfer of data and information to predict incident occurrences through various networks and frameworks such as eCall, OneM2M and integration of mobile broadband. Additionally, internet of things is being adopted for public safety;for instance, it can speed up first responders’ response times to situations by displaying the best routes to a scene of an accident. The rapid development of 5G is happening in parallel with developments of internet of things (IoT), artificial intelligence (AI), and smart platforms for novel applications such as mission-critical communications. 5G is a new generation technology that operates on the Ultra High Spectrum Band UHSB. It is an innovation that uses the pedestrians-vehicle-road-cloud, and the communication between vehicle locations and temperature of high-quality connection. It is essential for intelligent transport systems because it allows for information sharing, prediction of incidences as safety is the primary concern of road transport. This review examines accident detection through 5G technology, integrated mobile broadband, and multiple inputs multiple outputs (MIMO) wireless system. Finally, we conclude by examining recent technology, challenges, present and future research trends. 展开更多
关键词 5g Internet of Thing (IoT) Wireless communication technology Road Transportation
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Compact 5G Vivaldi Tapered Slot Filtering Antenna with Enhanced Bandwidth
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作者 Sahar Saleh Mohd Haizal Jamaluddin +1 位作者 Bader Alali Ayman A.Althuwayb 《Computers, Materials & Continua》 SCIE EI 2023年第3期5983-5999,共17页
Compact fifth-generation(5G)low-frequency band filtering antennas(filtennas)with stable directive radiation patterns,improved bandwidth(BW),and gain are designed,fabricated,and tested in this research.The proposed fil... Compact fifth-generation(5G)low-frequency band filtering antennas(filtennas)with stable directive radiation patterns,improved bandwidth(BW),and gain are designed,fabricated,and tested in this research.The proposed filtennas are achieved by combining the predesigned compact 5G(5.975–7.125 GHz)third-order uniform and non-uniform transmission line hairpin bandpass filters(UTL and NTL HPBFs)with the compact ultrawide band Vivaldi tapered slot antenna(UWB VTSA)in one module.The objective of this integration is to enhance the performance of 5.975–7.125GHz filtennas which will be suitable for modern mobile communication applications by exploiting the benefits of UWB VTSA.Based on NTL HPBF,more space is provided to add the direct current(DC)biassing circuits in cognitive radio networks(CRNs)for frequency reconfigurable applications.To overcome the mismatch between HPBFs and VTSA,detailed parametric studies are presented.Computer simulation technology(CST)software is used for the simulation in this study.Good measured S11 appeared to be<−13 and<−10.54 dB at 5.48–7.73 and 5.9–7.98GHz with peak realized gains of 6.37 and 6.27 dBi,for VTSA with UTL and NTL HPBFs,respectively which outperforms the predesigned filters.Validation is carried out by comparing the measured and simulated results. 展开更多
关键词 Filtering antenna(filtenna) hairpin bandpass filters(HBPFs) vivaldi tapered slot filtering antenna(VTSFA) fifth generation(5g)mobile communication
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Study on 5G Application Scenarios in Intelligent High-Speed Railway
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作者 LI Ping LUAN Zhong +3 位作者 LIU Ziyuan CHENG Zhibo XIE Chenhui ZHANG Yiran 《Chinese Railways》 2023年第1期45-53,共9页
5G technology is indispensable for developing comprehensive perception and ubiquitous interconnection of intelligent high-speed railways(HSRs),and can be applied to many scenarios in intelligent construction,intellige... 5G technology is indispensable for developing comprehensive perception and ubiquitous interconnection of intelligent high-speed railways(HSRs),and can be applied to many scenarios in intelligent construction,intelligent equipment,intelligent operation and in other fields.In order to promote the standardized application of 5G technology in intelligent HSRs in a scientific and orderly manner and to avoid redundant construction and wasteful investment,it is imperative to carry out a systematical top-level design of the application scenarios at the initial stage.To this end,after investigating and analyzing the 5G application demands in different aspects of HSRs and the general structure of the railway 5G network,this paper formulates an overall planning of 5G technology application scenarios and proposes solutions to some typical application scenarios in the intelligent HSR system,based on the architecture and requirements of the intelligent HSR system. 展开更多
关键词 intelligent high-speed railway 5g technology communication application scenarios
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Investigation and Technological Comparison of 4G and 5G Networks
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作者 Yunman Hao 《Journal of Computer and Communications》 2021年第1期36-43,共8页
Mobile cellular data networks have allowed users to access the Internet whilst on the move. Many companies use this technology in their products. Examples of this would be Smart Meters in the home and Tesla cars havin... Mobile cellular data networks have allowed users to access the Internet whilst on the move. Many companies use this technology in their products. Examples of this would be Smart Meters in the home and Tesla cars having their “over the air updates”. Both of these two companies use the 4G and 5G technology. So this report will include a technical overview of the technology and protocols (LTE Advanced) used in 4G and 5G networks and how they provide services to the user and how data is transferred within the networks. And there are lots of different parts about the network architecture between the 4G and 5G systems. This report will talk about some different parts between these two systems and some challenges in them. 展开更多
关键词 4g 5g Protocols NETWORKS mobile communication
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5G通信技术若干关键问题研究 被引量:6
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作者 彭沛 《湖北函授大学学报》 2017年第9期150-151,159,共3页
5G移动通信技术作为新一代移动通信系统一直备受关注,未来几年,该技术会进入实质性的发展阶段。随着人们对现代生活品质的要求越来越高,高效、舒适、便捷的智能化生活是人们所向往的。而随着虚拟现实技术、人工智能和物联网的大力发展,... 5G移动通信技术作为新一代移动通信系统一直备受关注,未来几年,该技术会进入实质性的发展阶段。随着人们对现代生活品质的要求越来越高,高效、舒适、便捷的智能化生活是人们所向往的。而随着虚拟现实技术、人工智能和物联网的大力发展,智慧城市、智能汽车和远程医疗等先进设备将进入人们的日常生活,"全智能化生活"将在不久的将来得以实现。世界各国都在积极加快5G移动通信技术的发展,5G将给社会的进步和科技发展带来前所未有的推动力。 展开更多
关键词 5g移动通信 应用前景 关键技术
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用于5G移动终端的28 GHz天线阵的研究 被引量:1
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作者 王姗姗 廖斌 《真空电子技术》 2020年第5期71-75,共5页
本文根据传输线模型理论对矩形微带天线单元进行分析,利用HFSS仿真软件设计了一款可用于5G移动终端的28 GHz四元微带天线阵。仿真研究表明,该天线阵可进行多输入多输出(MIMO)传输,谐振频率为28 GHz,S 11为-33.4 dB,带宽约为2.74 GHz,最... 本文根据传输线模型理论对矩形微带天线单元进行分析,利用HFSS仿真软件设计了一款可用于5G移动终端的28 GHz四元微带天线阵。仿真研究表明,该天线阵可进行多输入多输出(MIMO)传输,谐振频率为28 GHz,S 11为-33.4 dB,带宽约为2.74 GHz,最大增益约为5.07 dB,多输入多输出(MIMO)端口之间的传输系数低于-40 dB。 展开更多
关键词 5g移动终端 微带阵列天线 S参数 MIMO技术 隔离度
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5G移动通信技术在“智慧广电”网络建设中的应用及发展探析 被引量:27
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作者 谭鑫 《中国有线电视》 2020年第1期51-52,共2页
作为4 G的延伸,5 G移动通信为网络带来了更小的延迟、更快的速度,能够为“智慧广电”网络建设提供强有力的技术支撑。对5 G在“智慧广电”网络建设中的应用展开研究时,要能够明确网络建设目标,提出关键技术应用方法,为网络建设工作的开... 作为4 G的延伸,5 G移动通信为网络带来了更小的延迟、更快的速度,能够为“智慧广电”网络建设提供强有力的技术支撑。对5 G在“智慧广电”网络建设中的应用展开研究时,要能够明确网络建设目标,提出关键技术应用方法,为网络建设工作的开展提供科学指导。探索基于5 G的“智慧广电”网络发展方向,掌握网络整合、媒体融合和业务创新发展趋势,有助于广播电视行业的改革创新。 展开更多
关键词 5 g移动通信技术 智慧广电 网络建设
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Spark Spectrum Allocation for D2D Communication in Cellular Networks
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作者 Tanveer Ahmad Imran Khan +5 位作者 Azeem Irshad Shafiq Ahmad Ahmed TSoliman Akber Abid Gardezi Muhammad Shafiq Jin-Ghoo Choi 《Computers, Materials & Continua》 SCIE EI 2022年第3期6381-6394,共14页
The device-to-device(D2D)technology performs explicit communication between the terminal and the base station(BS)terminal,so there is no need to transmit data through the BS system.The establishment of a short-distanc... The device-to-device(D2D)technology performs explicit communication between the terminal and the base station(BS)terminal,so there is no need to transmit data through the BS system.The establishment of a short-distance D2D communication link can greatly reduce the burden on the BS server.At present,D2D is one of the key technologies in 5G technology and has been studied in depth.D2D communication reuses the resources of cellular users to improve system key parameters like utilization and throughput.However,repeated use of the spectrum and coexistence of cellular users can cause co-channel interference.Aiming at the interference problem under the constraint of fair resource allocation and improving the system throughput,this paper proposes an effective resource optimization scheme based on the firework method.The main idea is to expand the weighted sum rate and convert the allocated resource expression into fireworks to determine the correlation matrix.The simulation results show that,compared with the existing scheme,this scheme improves system performance by reducing interference. 展开更多
关键词 D2D communication 5g technology spectrum allocation
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5G核心网演进和特点 被引量:1
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作者 康文蕾 《数码设计》 2020年第4期124-125,共2页
5G核心网的先进与否与5G技术的应用效果是息息相关的。在新时代,对5G核心网提出了全新的要求。为此,本主要对5G核心网络逻辑层面架构进行了分析,明确其包括两大方面,一是统一核心网络,二是异构接入网络,这两部分都有各自的功能。在此基... 5G核心网的先进与否与5G技术的应用效果是息息相关的。在新时代,对5G核心网提出了全新的要求。为此,本主要对5G核心网络逻辑层面架构进行了分析,明确其包括两大方面,一是统一核心网络,二是异构接入网络,这两部分都有各自的功能。在此基础上,重点探究了5G核心网演进和主要特点,如接入独立网、分布式网络构架、灵活移动性的演进、基于原生云设计的架构等,以便提升5G核心网性能,促使其逐渐完善,推动其朝着现代化、先进化方向发展,凸显其独特优势,为关注此方面的科技研究者提供参考。 展开更多
关键词 5g核心网 接入独立网络 灵活移动性 演进特点 5g技术
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Special issue on 5G wireless communication systems and technologies 被引量:2
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作者 Ping ZHANG 《Frontiers of Information Technology & Electronic Engineering》 SCIE EI CSCD 2017年第6期751-752,共2页
The explosive growth of data traffic due to ubiquitous smart devices has accelerated the evolution of mobile communication from 4G to 5G. To achieve an extremely high performance, 5G mobile communication system is fac... The explosive growth of data traffic due to ubiquitous smart devices has accelerated the evolution of mobile communication from 4G to 5G. To achieve an extremely high performance, 5G mobile communication system is facing challenges in the design of new network architectures, new radio access techniques, and new transmission waveforms. Motivated by this observation, FITEE organizes this special issue on 5G Wireless Communication Systems and Technologies, to advance the studies of this field. 展开更多
关键词 MIMO DATA RATE Special issue on 5g wireless communication systems and technologies
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地震台站无线远程监控及3G备用信道方案实现 被引量:6
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作者 孙宏志 刘一萌 +4 位作者 王学成 卢山 赵龙梅 孙恺微 高业欣 《防灾减灾学报》 2014年第1期45-49,共5页
介绍了一稳定可靠的地震台站无线远程监控及3G备用信道方案的实现,其是基于GSM(全球移动通信系统)网络3G(第三代移动通信技术)和SMS(短信业务)的方案。当有线信道出现故障时,中心人员可通过SMS(短信业务)指令对其控制切换并启动无线备... 介绍了一稳定可靠的地震台站无线远程监控及3G备用信道方案的实现,其是基于GSM(全球移动通信系统)网络3G(第三代移动通信技术)和SMS(短信业务)的方案。当有线信道出现故障时,中心人员可通过SMS(短信业务)指令对其控制切换并启动无线备用信道,当有线信道恢复后,通过指令关闭无线信道并切换至有线信道进行地震数据传输。具有通过3G无线传输测震数据的功能。 展开更多
关键词 gSM (全球移动通信系统) SMS (短信业务) 3g (第三代移动通信技术) 短信 gSM ( global System for mobile communication) SMS ( Short Message Service) 3g (third generation mobile communication technology)
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基于4G的机器人与云平台无线数据传输系统设计 被引量:1
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作者 聂冬 宋阳 +2 位作者 周海波 严佳欢 赵一娇 《天津理工大学学报》 2021年第6期11-15,共5页
将机器人采集到的温度、湿度和位置等数据信息传送至云平台服务器,便于云端数据分析、机器人数据共享以及人机信息交互等。本文应用第4代移动通信技术(the 4th generation mobile communication technology,4G)无线传输技术,设计的机器... 将机器人采集到的温度、湿度和位置等数据信息传送至云平台服务器,便于云端数据分析、机器人数据共享以及人机信息交互等。本文应用第4代移动通信技术(the 4th generation mobile communication technology,4G)无线传输技术,设计的机器人与云平台无线数据传输系统主要包括硬件和软件实现2个部分,硬件方面机器人通过32位微控制器(STMicroelectronics32,STM32)嵌入式系统与4G模块组合,将传感器采集到的数据信息,通过Internet网络传输到云平台服务器中,软件部分运用C语言编程通过网络透传模式(transmission control protocol/user datagram protocol, TCP/UDP)实现无线通信过程,最终实验验证了机器人与云平台服务器之间的双向无线数据传输功能。 展开更多
关键词 机器人 云平台 32位微控制器(STMicroelectronics32 STM32)嵌入式系统 第四代移动通信技术(the 4th generation mobile communication technology 4g) 开放式系统互联通信参考模型(open system interconnection reference model OSI) 网络透传模式
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Spatio-Temporal Cellular Network Traffic Prediction Using Multi-Task Deep Learning for AI-Enabled 6G 被引量:1
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作者 Xiaochuan Sun Biao Wei +3 位作者 Jiahui Gao Difei Cao Zhigang Li Yingqi Li 《Journal of Beijing Institute of Technology》 EI CAS 2022年第5期441-453,共13页
Spatio-temporal cellular network traffic prediction at wide-area level plays an important role in resource reconfiguration,traffic scheduling and intrusion detection,thus potentially supporting connected intelligence ... Spatio-temporal cellular network traffic prediction at wide-area level plays an important role in resource reconfiguration,traffic scheduling and intrusion detection,thus potentially supporting connected intelligence of the sixth generation of mobile communications technology(6G).However,the existing studies just focus on the spatio-temporal modeling of traffic data of single network service,such as short message,call,or Internet.It is not conducive to accurate prediction of traffic data,characterised by diverse network service,spatio-temporality and supersize volume.To address this issue,a novel multi-task deep learning framework is developed for citywide cellular network traffic prediction.Functionally,this framework mainly consists of a dual modular feature sharing layer and a multi-task learning layer(DMFS-MT).The former aims at mining long-term spatio-temporal dependencies and local spatio-temporal fluctuation trends in data,respectively,via a new combination of convolutional gated recurrent unit(ConvGRU)and 3-dimensional convolutional neural network(3D-CNN).For the latter,each task is performed for predicting service-specific traffic data based on a fully connected network.On the real-world Telecom Italia dataset,simulation results demonstrate the effectiveness of our proposal through prediction performance measure,spatial pattern comparison and statistical distribution verification. 展开更多
关键词 the sixth generation of mobile communications technology(6g) cellular network traffic multi-task deep learning spatio-temporality
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