基于局部多项式拟合的交通流预测OACSCDCSTPCD
Predication of traffic flow based on local polynomial fitting
为准确地预测交通流量和速度,提出一种基于局部多项式拟合的交通流预测方法.通过一阶差分得到流量和速度的变化序列,采用互信息法确定延迟时间,用虚假邻近点法确定嵌入维数,重构得到状态向量;通过邻近向量拟和预测函数,采用局部多项式预测.对实测数据进行了仿真实验,结果表明了该方法的有效性.
In order to predicate traffic flow and speed effectively, this paper proposes a method of predication of traffic flow based on local polynomial fitting. It obtains the flow and speed change sequence through the first order difference, uses mutual information method and false nearest neighbor method determining delay time and embedding dimension, reconstructs the state vector and curve-fit forecast function through the neighbor vectors, and uses local polynom…查看全部>>
陈相东;张勇
天津理工大学理学院,天津300384武汉工业大学数学与计算机学院,武汉430023
交通工程
交通流多项式拟合预测交通系统
traffic flow polynomial fitting predicationtraffic system
《计算机工程与应用》 2012 (19)
238-242,5
天津市教委项目(No.SB20080058).
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