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面向B5G/6G的三三三网络体系架构和优化学习机制 被引量:5
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作者 朱近康 柴名扬 周武旸 《通信学报》 EI CSCD 北大核心 2021年第4期62-75,共14页
面对未来B5G/6G网络是大连接复杂智能网络,极其大量的用户连接、需求连接、服务连接,加之3G、4G、5G甚至6G的综合运用,将导致网络变得极其复杂的挑战,提出了一种三三三网络体系架构,它是一个包含3类网络(核心网、接入网、终端网)、3种资... 面对未来B5G/6G网络是大连接复杂智能网络,极其大量的用户连接、需求连接、服务连接,加之3G、4G、5G甚至6G的综合运用,将导致网络变得极其复杂的挑战,提出了一种三三三网络体系架构,它是一个包含3类网络(核心网、接入网、终端网)、3种资源(频率带宽、功耗、时延)和3项需求(生活、工作、服务)的三维立体综合优化的体系架构,简称三三三网络。进而,论证了三维立体复杂体系的数学计算式,给出了知识+数据驱动学习模型和利用知识学习机制进行智能处理的优化方法。最后,给出了三三三网络的数值例和可达性能。研究结果表明,所提三三三网络体系架构和优化方法对于设计和运行未来的大连接复杂智能网络是有益的。 展开更多
关键词 三三三网络体系架构 知识学习机制 知识+数据驱动学习模型 复杂网络实时动态优化 大连接复杂智能网络
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Capacity-Power Consumption and Energy-Efficiency Evaluation of Green Wireless Networks 被引量:6
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作者 zhu jinkang 《China Communications》 SCIE CSCD 2012年第2期13-21,共9页
In this paper,we discuss in detail the basic issue of green design and consider an energy efficiency function as the metric to evaluate green cellular networks.Specifically,we investigate the transmit power required f... In this paper,we discuss in detail the basic issue of green design and consider an energy efficiency function as the metric to evaluate green cellular networks.Specifically,we investigate the transmit power required for an expected transmission capacity and propose a capacity-power formula based on the energy conservation and the Shannon capacity theorem.Two novel definitions of cell interference depth and handoff dynamic model are introduced and the corresponding expression of energy efficiency function is derived.Numerical results show that the energy efficiency function is closely correlated with the transmitted/received power required and the cell radius.Our work provides a useful basis for research and evaluation on green design and technology of cellular networks. 展开更多
关键词 capacity-power formula cell interfer-ence depth handoff dynamic model energy-effi-ciency function energy saving evaluation greenwireless communications
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Energy Efficiency Optimization in Relay-Assisted Networks with Energy Harvesting Relay Constraints 被引量:5
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作者 ZHAO Ming ZHAO Jing +2 位作者 ZHOU Wuyang zhu jinkang ZHANG Sihai 《China Communications》 SCIE CSCD 2015年第2期84-94,共11页
In this paper we consider data transmission in a decode-and-forward(DF)relay-assisted network in which the relay is energy harvesting(EH) powered while the base station(BS) is power-grid powered.Our purpose is to maxi... In this paper we consider data transmission in a decode-and-forward(DF)relay-assisted network in which the relay is energy harvesting(EH) powered while the base station(BS) is power-grid powered.Our purpose is to maximize the BS's energy efficiency(EE) while making full use of the relay's renewable energy and satisfying the specific average throughput requirements.In contrast to existing literature on energy harvesting system which only considers the radio transmission power,we take the static circuit power into account as well.We formulate the EE optimization problem and prove that the EE of the BS and relay are both quasiconvex in the instantaneous transmission rate.Then we divide the complex optimization problem into two point-to-point link level optimization parts and propose an energyefficient resource allocation(EERA) scheme in which power control and sleep mode management are jointly used.The simulation results demonstrate that EERA may achieve good energy saving effects.We also compare the EE of an energy harvesting relay system with a power-grid powered one and provide more insight into the EE problem of energy harvesting relay system. 展开更多
关键词 energy efficiency energy harvesting relay sleep mode
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Saving Energy for Wireless Transmission:An Important Revelation from Shannon Formula
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作者 zhu jinkang ZHAO Ming 《ZTE Communications》 2021年第1期2-10,共9页
The reduction of power consumption is important for wireless communications and networks.To develop the energy-saving technologies for future wireless transmissions and networks,this paper presents two basic study poi... The reduction of power consumption is important for wireless communications and networks.To develop the energy-saving technologies for future wireless transmissions and networks,this paper presents two basic study points:1)The multiple events are merged into a single event;2)the high-order mode is changed to the low-order mode.For this rea⁃son,we seek that multiple events in wireless transmission links are fused into a single event from Shannon formulas.We also analyze the relationship between the information modula⁃tion and the error correction,and give a fusion structure of error-corrected modulation.The energy-saving performance of the error-corrected modulation method is further analyzed through comparison with the traditional methods of modulation plus error correction.The re⁃sults of numerical analysis demonstrate the wireless energy saving methods for wireless sys⁃tems based on Shannon formulas are the achievable efficient schemes. 展开更多
关键词 wireless saving energy extension of Shannon formula error-corrected modula⁃tion energy-saving performance
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