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基于ARIMA模型的民航旅客运输量预测 被引量:5

Application of ARIMA Model in Passenger Traffic Volume Prediction
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摘要 为研究民航旅客运输量的变化对航空公司、机场及相关民航运行保障单位的影响,以2007年1月-2019年12月的我国国内旅客运输量为原始序列,运用ARIMA模型对旅客运输量做出预测。模型对原始数据的拟合情况良好,利用2019年后6个月真实值与预测值进行验证,结果表明该旅客运输量预测模型误差较小,能够对旅客运输量做出比较准确的预测。 In order to research on the impact of changes in civil aviation passenger traffic volume on airlines, airports and other related operation support departments, the volume of domestic passenger traffic of China from January 2007 to December 2019 is taken as the original sequence data, and the passenger traffic volume is predicted by using ARIMA model. The model fits the original data well, and verifies the real value and predicted value from July to December 2019.The results show that the model only has an acceptable system error and can make a relatively accurate forecast of the volume of passenger traffic.
作者 李黎莎 Li Lisha(Civil Aviation Flight University of China,Guanghan 618307,China)
出处 《科学技术创新》 2022年第4期9-12,共4页 Scientific and Technological Innovation
关键词 旅客运输量 ARIMA 预测 Passenger traffic volume ARIMA Prediction
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  • 1温惠英,贾幼帅,朱秋萍.基于组合预测方法与情景分析的广东省客运周转量预测[J].交通信息与安全,2013,31(5):41-44. 被引量:3
  • 2张辉,刘嘉焜,柳湘月,郭晓泽.交通流的季节ARIMA模型与预报[J].天津大学学报(自然科学与工程技术版),2005,38(9):838-841. 被引量:17
  • 3GARRIDO R A, MAHMASSANI H. Forecasting Freight Transportation Demand with the Space-time Multinomial Probit Model [J] .Transportation Research Part B, 2002, 34 (5) : 403 - 418.
  • 4XIAO J M, WANG X H.Highway Traffic Flow Model Using FCM-RBF Neural Network [ J] .lecture Notes in Computer Science, 2004, 3 174: 956-961.
  • 5VAN D V, DOUGHERTY M, WATSON S. Combining Kohonen Maps with ARIMA Time Series Models to Forecast Traffic Flow [J] .Transportation Research Part C, 1996: 307- 318.
  • 6BOX G, JENKINS G, REINSEL C.Time Series Analysis: Forecasting and Controlling [ M ] .Third ed.Englewood Cliffs, NJ, USA: Prentice-Hall, 1994.
  • 7DICKEY D A, FULLER W A. Likelihood Ratio Statistics for Autoregressive Time Series with a Unit Root [J] . Econometrica, 1981, 49:1 057- 1 072.
  • 8AKAIKE H. Time Series Analysis and Control Through Parametric Models, Applied Time Series Analysis [ M ] . NewYork: Academic Press, 1978.
  • 9齐禺萌.基于灰色系统理论的航空运量预测[J].中国民用航空,2008(2):66-67. 被引量:6
  • 10李明捷,周阳,史跃亚.基于灰色理论的民航旅客运输周转量预测[J].中国民航飞行学院学报,2011,22(5):29-31. 被引量:8

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