Novel network traffic forecasting algorithm based on grey model and Markov chain(灰色系统理论和马尔柯夫链相结合的网络流量预测方法)
网络流量预测是网络测量领域一项重要的内容.通过流量测量与预测,可以了解到网络之间的流量情况及其趋势,从而更好地进行网络改建和负载均衡的设计.针对各时刻网络流量时间序列的非线性和多时间尺度特性,提出了将灰色系统理论和马尔可夫链相结合的流量预测方法——灰色马尔可夫模型.该方法综合了GM预测所需原始数据少、方法简单,而马尔可夫链又具有非线性拟合能力的特点,并应用此模型对实际网络流量进行预测,结果表明了该方法是有效可行的....
| Published in: | Zhejiang Daxue xuebao. Lixue ban |
|---|---|
| Main Authors: | YAOQi-fu(姚奇富), LICui-feng(李翠凤), MAHua-lin(马华林), ZHANGSen(张森) |
| Format: | Article |
| Language: | Chinese |
| Published: |
Zhejiang University Press
2007-07-01
|
| Subjects: | |
| Online Access: | https://doi.org/zjup/1008-9497.2007.34.4.396-400 |
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