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An Improved GM(1,1) Model of Integrated Optimizing Its Background Value and Initial Condition

机译:集成优化背景值和初始条件的改进GM(1,1)模型

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Although GM(1,1) model has been successfully adopted in various fields and demonstrated promising results, its predicting performance still could be improved. Up to the present, the literatures show that whether the structure method of background value or the selection of initial condition is logical or not, it affects the simulation and prediction precision directly. However, most optimized models developed recently are optimized with one side. Based on the idea that we have above reasoned, an improved GM(1,1) model of integrated optimizing its background value and initial condition is proposed in this paper, which applies a more logical calculating formula of background value based on Newton interpolation and a relatively ingenious algorithm of initial condition by adding an arbitrary constant. Furthermore, the LCD TV annual output of China is used as a case study to examine the model reliability and accuracy. By comparisons of simulation and prediction data, a higher precision is found.
机译:尽管GM(1,1)模型已在各个领域成功采用,并显示出令人鼓舞的结果,但其预测性能仍有待提高。到目前为止,已有文献表明背景值的构造方法或初始条件的选择是否合理,直接影响着仿真和预测的精度。但是,最近开发的大多数优化模型都是从一侧进行优化的。基于上述理由,本文提出了一种综合优化背景值和初始条件的改进的GM(1,1)模型,该模型应用了更合理的基于牛顿插值和背景值的计算公式。比较新颖的初始条件算法,方法是添加一个任意常数。此外,以中国液晶电视的年产量为案例研究了模型的可靠性和准确性。通过模拟和预测数据的比较,发现了更高的精度。

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