In order to achieve dynamical optimization of mobility load balancing,we analyze the conflict between mobility load balancing and mobility robustness optimization caused by the improper operation of handover parameter...In order to achieve dynamical optimization of mobility load balancing,we analyze the conflict between mobility load balancing and mobility robustness optimization caused by the improper operation of handover parameters.To this end,a method of Handover Parameters Adjustment for Conflict Avoidance(HPACA)is proposed.Considering the movement of users,HPCAC can dynamically adjust handover range to optimize the mobility load balancing.The movement of users is an important factor of handover,which has a dramatic impact on system performance.The numerical evaluation results show the proposed approach outperforms the existing method in terms of throughput,call blocking ratio,load balancing index,radio link failure ratio,ping-pong handover ratio and call dropping ratio.展开更多
为适应TD-LTE(Time Division Long Term Evolution)业务的承载需求,对移动城域传送网现状、TD-LTE主要技术特点及其承载需求、面向TD-LTE移动城域传送网的技术选择进行了分析。指出面向TD-LTE移动城域传送网应全程采用PTN(Packet Transp...为适应TD-LTE(Time Division Long Term Evolution)业务的承载需求,对移动城域传送网现状、TD-LTE主要技术特点及其承载需求、面向TD-LTE移动城域传送网的技术选择进行了分析。指出面向TD-LTE移动城域传送网应全程采用PTN(Packet Transport Network)技术组网,以PTN核心层支持L3-VPN(Layer3-Virtual PrivateNetwork)方案作为其具体组网模式,在核心、汇聚层引入OTN(Optical Transport Network)技术,以OTN+PTN方式组建城域传送网。结合当前移动城域传送网现状,提出面向TD-LTE的移动城域传送网的网络结构。给出了面向未来移动城域传送网接入、汇聚和核心层的建设思路,以期指导中国移动城域传送网建设。展开更多
在多元时间序列预测方法中,传统的模型无法敏锐地捕获时间序列短期突变信号从而导致预测趋势滞后和误差较大。本文提出了一种基于时钟触发长短期记忆(Clockwork Triggered Long Short Term Memory,CWTLSTM)网络的多元时序预测模型,通过...在多元时间序列预测方法中,传统的模型无法敏锐地捕获时间序列短期突变信号从而导致预测趋势滞后和误差较大。本文提出了一种基于时钟触发长短期记忆(Clockwork Triggered Long Short Term Memory,CWTLSTM)网络的多元时序预测模型,通过增强对短期信息的捕获能力提高了预测精度。CWTLSTM将网络中所有的神经元进行分组,对每个分组赋予不同的激活频率,每一组神经元只在时间步长等于周期的整数倍时才被激活。根据周期是否为1将网络分为主干网络链和短期输入增强链,短期输入增强链在靠近输出位置的时间步上激活时,将输入信息的运算结果单向地传递给主干网络链,增强此时的输入权重,使模型在存储长期信息的基础上能快速响应短期突变信息带来的数据波动。在空气污染数据集和水泥篦冷机数据集上的验证结果表明,本文模型在减少预测误差与趋势判断上均有较好的表现。展开更多
基金supported by the National Natural Science Foundation of China under Grant No.61071118the National Basic Research Program of China(973 Program)under Grant No.2012CB316004+1 种基金Special Fund of Chongqing Key Laboratory(CSTC)Chongqing Municipal Education Commission’s Science and Technology Research Project under Grant No.KJ111506
文摘In order to achieve dynamical optimization of mobility load balancing,we analyze the conflict between mobility load balancing and mobility robustness optimization caused by the improper operation of handover parameters.To this end,a method of Handover Parameters Adjustment for Conflict Avoidance(HPACA)is proposed.Considering the movement of users,HPCAC can dynamically adjust handover range to optimize the mobility load balancing.The movement of users is an important factor of handover,which has a dramatic impact on system performance.The numerical evaluation results show the proposed approach outperforms the existing method in terms of throughput,call blocking ratio,load balancing index,radio link failure ratio,ping-pong handover ratio and call dropping ratio.
文摘为适应TD-LTE(Time Division Long Term Evolution)业务的承载需求,对移动城域传送网现状、TD-LTE主要技术特点及其承载需求、面向TD-LTE移动城域传送网的技术选择进行了分析。指出面向TD-LTE移动城域传送网应全程采用PTN(Packet Transport Network)技术组网,以PTN核心层支持L3-VPN(Layer3-Virtual PrivateNetwork)方案作为其具体组网模式,在核心、汇聚层引入OTN(Optical Transport Network)技术,以OTN+PTN方式组建城域传送网。结合当前移动城域传送网现状,提出面向TD-LTE的移动城域传送网的网络结构。给出了面向未来移动城域传送网接入、汇聚和核心层的建设思路,以期指导中国移动城域传送网建设。
文摘在多元时间序列预测方法中,传统的模型无法敏锐地捕获时间序列短期突变信号从而导致预测趋势滞后和误差较大。本文提出了一种基于时钟触发长短期记忆(Clockwork Triggered Long Short Term Memory,CWTLSTM)网络的多元时序预测模型,通过增强对短期信息的捕获能力提高了预测精度。CWTLSTM将网络中所有的神经元进行分组,对每个分组赋予不同的激活频率,每一组神经元只在时间步长等于周期的整数倍时才被激活。根据周期是否为1将网络分为主干网络链和短期输入增强链,短期输入增强链在靠近输出位置的时间步上激活时,将输入信息的运算结果单向地传递给主干网络链,增强此时的输入权重,使模型在存储长期信息的基础上能快速响应短期突变信息带来的数据波动。在空气污染数据集和水泥篦冷机数据集上的验证结果表明,本文模型在减少预测误差与趋势判断上均有较好的表现。
