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Joint User Association and Fair Scheduling for Dual Connectivity Heterogeneous Networks
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作者 Haixia Cui Yongliang Du 《China Communications》 SCIE CSCD 2023年第1期171-183,共13页
Heterogeneous small cell network is one of the most effective solutions to overcome spectrum scarcity for the next generation of mobile networks.Dual connectivity(DC)can improve the throughput for each individual user... Heterogeneous small cell network is one of the most effective solutions to overcome spectrum scarcity for the next generation of mobile networks.Dual connectivity(DC)can improve the throughput for each individual user by allowing concurrent access to two heterogeneous radio networks.In this paper,we propose a joint user association and fair scheduling algorithm(JUAFS)to deal with the resource allocation and load balancing issues for DC heterogeneous small cell networks.Considering different coverage sizes,numbers of users,and quality of experience characteristics of heterogeneous cells,we present a proportional fair scheduling for user association among cells and utilize interference graph to minimize the transmission conflict probability.Simulation results show the performance improvement of the proposed algorithm in spectrum efficiency and fairness comparing to the existing schemes. 展开更多
关键词 fair scheduling heterogeneous networks dual connectivity interference management
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HARQ Optimization for PDCP Duplication-Based 5G URLLC Dual Connectivity
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作者 Changsung Lee Junsung Kim +2 位作者 Jaewook Jung Jungsuk Baik Jong-Moon Chung 《Computers, Materials & Continua》 SCIE EI 2022年第7期727-738,共12页
Packet duplication(PD)with dual connectivity(DC)was newly introduced in the 5G New Radio(NR)specifications to meet the stringent ultra reliable low latency communication(URLLC)requirements.PD technology uses duplicate... Packet duplication(PD)with dual connectivity(DC)was newly introduced in the 5G New Radio(NR)specifications to meet the stringent ultra reliable low latency communication(URLLC)requirements.PD technology uses duplicated packets in the packet data convergence protocol(PDCP)layer that are transmitted via two different access nodes(ANs)to the user equipment(UE)in order to enhance the reliability performance.However,PD can result in unnecessary retransmissions in the lower layers since the hybrid automatic retransmission request(HARQ)operation is unaware of the transmission success achieved through the alternate DC link to the UE.To overcome this issue,in this paper,a novel duplication-aware retransmission optimization(DRO)scheme is proposed to reduce the resource usage induced by unnecessary HARQ retransmissions.The proposed DRO scheme can minimize the average channel use while satisfying the URLLC requirements.The proposed DRO scheme derives the optimal HARQ retransmission attempts for different ANs by solving a nonlinear integer programming(NLIP)problem.The performance of the proposed DRO scheme was evaluated using MATLAB simulation and is compared to the existing 5G HARQ support schemes.The simulations results show that the proposed DRO scheme can provide a 14.71%and 15.11%reduced average channel use gain compared to the selective data duplication upon failure(SDUF)scheme and latency-aware dynamic multi-connectivity algorithm(LADMA)scheme,respectively,which are the existing 5G PD schemes that use HARQ. 展开更多
关键词 5G networks URLLC dual connectivity RETRANSMISSION packet duplication
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Performance Analysis for Mobility Management of Dual Connectivity in HetNet
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作者 Wei Huang Lin Guo Kai Sun 《Journal of Beijing Institute of Technology》 EI CAS 2022年第5期505-512,共8页
Dual connectivity(DC)is regarded as a promising technology to increase users’throughput,provide radio link robustness,and improve load-balancing among base stations(BSs).However,since the introduction of DC makes the... Dual connectivity(DC)is regarded as a promising technology to increase users’throughput,provide radio link robustness,and improve load-balancing among base stations(BSs).However,since the introduction of DC makes the mobility of network more complex and diversified,especially the mobility management of heterogeneous networks(HetNets)based on DC faces great challenges.Taking event-A3-based measurement report as the trigger condition for handover(HO),this paper compares and evaluates the influences of HO of master nodes(MNs)and secondary nodes(SNs)on link reliability in different bearing modes.Particularly,hybrid automatic repeat request(HARQ),throughput,channel quality indicators(CQIs),and data packets queuing time are taken as link reliability analysis indicators.Besides,we study how DC utilizes the traffic split ratio between MNs and SNs to maximize the superiority of throughput.Simulation results show that DC can effectively reduce the impact of HO on the number of HARQ and increase the throughput of users.When the data traffic is tilted to the secondary nodes,the superiority of throughput is more obvious. 展开更多
关键词 dual connectivity heterogeneous network(HetNet) mobility management traffic split ratio
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动词屈折形态表征与加工研究——以联结主义和双机制为视角 被引量:3
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作者 李燕 《安徽大学学报(哲学社会科学版)》 CSSCI 北大核心 2008年第4期89-93,共5页
动词屈折形态的表征与加工已经成为关于语言加工性质争论的焦点。联结主义认为使用单一机制的神经网络系统足以解释规则和不规则语素变体;双机制则认为需要规则系统和联想记忆两个不同的机制对此进行解释。近年来,联结主义和双机制对动... 动词屈折形态的表征与加工已经成为关于语言加工性质争论的焦点。联结主义认为使用单一机制的神经网络系统足以解释规则和不规则语素变体;双机制则认为需要规则系统和联想记忆两个不同的机制对此进行解释。近年来,联结主义和双机制对动词屈折形态的表征与加工进行了大量的理论研究,提出了各自的模型,并用相关的实证研究对各自理论进行了验证。 展开更多
关键词 动词屈折形态 表征 加工 联结主义 双机制
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Information Geometry of Positive Definite Matrices
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作者 张士诚 孙华飞 李春辉 《Journal of Beijing Institute of Technology》 EI CAS 2009年第4期484-487,共4页
A new Riemannian metric for positive definite matrices is defined and its geometric structures are investigated by means of dual connections introduced to statistical analysis by S. Amari. A few interesting results ar... A new Riemannian metric for positive definite matrices is defined and its geometric structures are investigated by means of dual connections introduced to statistical analysis by S. Amari. A few interesting results are obtained and some of those obtained by other authors are extended in our research. 展开更多
关键词 Riemannian manifold dual connection information geometry
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迈向第三代人工智能 被引量:147
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作者 张钹 朱军 苏航 《中国科学:信息科学》 CSCD 北大核心 2020年第9期1281-1302,共22页
人工智能(artificial intelligence, AI)自1956年诞生以来,在60多年的发展历史中,一直存在两个相互竞争的范式,即符号主义与连接主义(或称亚符号主义).二者虽然同时起步,但符号主义到20世纪80年代之前一直主导着AI的发展,而连接主义从2... 人工智能(artificial intelligence, AI)自1956年诞生以来,在60多年的发展历史中,一直存在两个相互竞争的范式,即符号主义与连接主义(或称亚符号主义).二者虽然同时起步,但符号主义到20世纪80年代之前一直主导着AI的发展,而连接主义从20世纪90年代才逐步发展起来,到21世纪初进入高潮,大有替代符号主义之势.今天看来,这两种范式只是从不同的侧面模拟人类的心智(或大脑),具有各自的片面性,依靠单个范式不可能触及人类真正的智能.需要建立新的可解释和鲁棒的AI理论与方法,发展安全、可信、可靠和可扩展的AI技术.为实现这个目标,需要将这两种范式结合起来,这是发展AI的必经之路.本文将阐述这一思想,为叙述方便,我们称符号主义为第一代AI,称连接主义为第二代AI,将要发展的AI称为第三代AI. 展开更多
关键词 人工智能 符号主义 连接主义 双空间模型 单空间模型 三空间模型
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