1. 重庆邮电大学计算机科学与技术学院,重庆,400065
2. 重庆邮电大学计算机网络与通信技术重点实验室,重庆,400065
3. 重庆邮电大学计算机科学与技术学院,重庆,400065
4. 重庆邮电大学计算机网络与通信技术重点实验室,重庆,400065
纸质出版:2021
移动端阅览
马彬, 王双双, 陈海波. 基于区间二型模糊神经网络的垂直切换算法[J]. 电子学报, 2021,49(5):928-935.
MA Bin, WANG Shuang-shuang, CHEN Hai-bo. Vertical Handover Algorithm Based on Interval Type-2 Fuzzy Neural Network[J]. Acta Electronica Sinica, 2021, 49(5): 928-935.
马彬, 王双双, 陈海波. 基于区间二型模糊神经网络的垂直切换算法[J]. 电子学报, 2021,49(5):928-935. DOI: 10.12263/DZXB.20200850.
MA Bin, WANG Shuang-shuang, CHEN Hai-bo. Vertical Handover Algorithm Based on Interval Type-2 Fuzzy Neural Network[J]. Acta Electronica Sinica, 2021, 49(5): 928-935. DOI: 10.12263/DZXB.20200850.
在超密集异构无线网络中
针对传统垂直切换算法无法同时描述网络状态的模糊性和随机性
导致网络性能得不到有效提升的问题
提出一种基于区间二型模糊神经网络的垂直切换算法.重构了两阶段判决算法:在网络预筛选阶段
定义了历史接入率
结合当前候选网络集的数目设置阈值.根据接收信号强度和剩余可用带宽
对用户接收范围内的所有网络进行初步筛选; 再在垂直切换判决阶段
将剩余候选网络的时延
丢包率以及误码率作为区间二型模糊神经网络的输入
利用前馈神经网络的结构完成模糊逻辑推理
经训练之后计算得到输出判决值
从而选择最佳接入网络.实验结果表明
该算法能在保证时间开销较低的同时
有效降低切换决策的错误概率
减少切换失败和切换次数
提升网络总吞吐量.
In the ultra-dense heterogeneous wireless network
the traditional vertical handoff algorithm can not describe the fuzziness and randomness of the network state at the same time
so the network performance can not be effectively improved. A vertical handoff algorithm based on the interval type II fuzzy neural network is proposed to solve above problem. A two-stage decision system is reconstructed: in the network’s prescreening stage
the historical access rate is defined to set the threshold combine with the number of current candidate network sets. According to the received signal strength and the remaining available bandwidth
all the networks within the user’s receiving range are preliminarily screened; The delay
packet loss rate and bit error rate of the remaining candidate networks are taken as the inputs of the it2fnn in the vertical handoff decision stage. The fuzzy logic reasoning is completed by using the structure of the feedforward neural network
and the output decision value is calculated after the training
and the optimal network is selected. The simulation results show that the algorithm can ensure low time consumption
and effectively reduce the error probability of handoff decision and the number of handoff failures and handoff times. Meanwhile
it can improve the total throughput of networks.
0
浏览量
4
下载量
4
CSCD
关联资源
相关文章
相关作者
相关机构
京公网安备11010802024621