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Damp trend Grey Model forecasting method for airline industry

机译:航空业阻尼趋势灰色模型预测方法

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摘要

This paper presents a modification of the Grey Model (GM) to forecast routes passenger demand growth in the air transportation industry. Forecast methods like Holt-Winters, autoregressive models, exponential smoothing, neural network, fuzzy logic, GM model calculate very high airlines routes pax growth. For this reason, a modification has been done to the GM model to damp trend calculations as time grows. The simulation results show that the modified GM model reduces the model exponential estimations grow. It allows the GM model to forecast reasonable routes passenger demand for long lead-times forecasts. It makes this model an option to calculate airlines routes pax flow when few data points are available. The United States domestic air transport market data are used to compare the performance of the GM model with the proposed model.
机译:本文提出了对灰色模型(GM)的修改,以预测航空运输行业的航线乘客需求增长。诸如Holt-Winters,自回归模型,指数平滑,神经网络,模糊逻辑,GM模型之类的预测方法可计算出非常高的航空公司航线乘客增长。因此,对GM模型进行了修改,以抑制随着时间增长的趋势计算。仿真结果表明,改进的GM模型减少了模型指数估计的增长。它使GM模型可以预测合理的路线乘客需求,以进行长提前期的预测。当没有可用的数据点时,此模型成为计算航空公司航线乘客流量的一种选择。美国国内航空运输市场数据用于比较GM模型和建议模型的性能。

著录项

  • 来源
    《Expert Systems with Application》 |2013年第12期|4915-4921|共7页
  • 作者单位

    Universidad Anáhuac México Norte, School of Business and Economics, Av. Universidad Anáhuac No. 46, Col. Lomas Anáhuac, Huixquilucan, 52786 State of Mexico, Mexico;

    Universidad National Autónoma de México (UNAM), Institute of Engineering, Mechanical Engineering, Torre de Ingenieria Piso 2 ala Norte, Ciudad Universitaria, 04510 Mexico City, Mexico;

    Delft University of Technology (TUDELFT), Department of Transport Engineering and Logistics, Mekelweg 2, 2628CD Delft, The Netherlands;

    IDMEC, Department of Informatics and Systems Engineering, Setubal School of Technology, Polytechnic Institute of Setubal, Setubal, Portugal;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Grey models; Times-series; GM (1,1); Forecasting methods; Air passenger forecasting;

    机译:灰色模型;时代系列;通用(1,1);预测方法;航空旅客预测;

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