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优化GM(1,1)模型在产油量预测中的应用
引用本文:田敏,赵永军,颛孙鹏程,谭杰.优化GM(1,1)模型在产油量预测中的应用[J].油气地质与采收率,2008,15(4):88-90.
作者姓名:田敏  赵永军  颛孙鹏程  谭杰
作者单位:1. 中国石油大学(华东)地球资源与信息学院,山东,东营,257061
2. 中国石化集团胜利石油管理局,钻井工程技术公司,山东,东营,257064
3. 中国石化集团胜利石油管理局,黄河钻井公司,山东,东营,257064
摘    要:针对传统GM(1,1)模型在初始条件选取上的局限性,优化GM(1,1)模型按照使序列X^(1)与其模拟序列^↑X^(1)之差的平方和最小的原则,确定白化权函数中的常数,构建优化的时间响应函数。为使GM(1,1)模型对变化较大的时间序列也有较高的预测精度,优化GM(1,1)模型对传统GM(1,1)模型的背景值也进行了优化。优化模型在产油量预测中使平均相对误差由3.8%下降至0.8%,提高了模拟精度,为提高GM(1,1)模型的预测精度提供了一条新的途径。

关 键 词:传统GM(1  1)模型  初始条件  背景值  优化GM(1  1)模型
修稿时间:2008/6/2 0:00:00

The application of an optimized GM(1,1) model in the forecasting of the oil production.
Tian Min Zhao Yongjun Zhuansun Pengcheng et al Tian Min College of Geo-resources , Information,China University of Petroleum,Dongying City,Sh,ong Province,China.The application of an optimized GM(1,1) model in the forecasting of the oil production.[J].Petroleum Geology and Recovery Efficiency,2008,15(4):88-90.
Authors:Tian Min Zhao Yongjun Zhuansun Pengcheng Tian Min College of Geo-resources  Information  China University of Petroleum  Dongying City  Sh  ong Province    China
Affiliation:Tian Min Zhao Yongjun Zhuansun Pengcheng et al Tian Min College of Geo-resources , Information,China University of Petroleum(East China),Dongying City,Sh,ong Province,257061,China
Abstract:Regarding the limitation of the initial condition in the original GM(1,1)model,optimized GM(1,1)model ascertains the con- stant in the whitenization weight function and establish the opti- mized time response function according to the principle of mak- ing the sum of the squares of the difference between the se- quences X~(1)and its simulated sequences(?)minimum.The back- ground value of the original model was optimized based on the optimized GM(1,1)model in order to improve the forecasting precision in the...
Keywords:original GM(1  1)model  initial condition  back-ground value  optimized GM(1  
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