TIME SERIES APPLIED IN PRODUCTION FORECASTING

被引:6
作者
Montes Paez, Erik Giovany [1 ]
Calvete Gonzalez, Fernando Enrique [1 ]
Mantilla Duarte, Carlos Alfonso [2 ]
机构
[1] UIS, Escuela Ingn Petroleos, Grp Invest Modelamiento Proc Hidrocarburos GMPH, Carrera 27calle 9, Bucaramanga, Colombia
[2] Univ Granada, UGR, Granada, Spain
来源
FUENTES EL REVENTON ENERGETICO | 2016年 / 14卷 / 01期
关键词
Production; Forecasting; Time Series; ARIMA Model;
D O I
10.18273/revfue.v14n1-2016007
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Production forecasting is a daily activity in Petroleum Engineering, developed by commercial software based in Decline Curve Analysis and Type Curves. These models have failures in two aspects: the first one, models are conditioned to wells producing under pseudosteady state; second one, the production data is fitted to a tendential line, that is extrapolated in the time for get the forecasting. In this investigation, as an alternative to those models, a time series application is proposed, because time series include tendencial, cyclic and stational components of production data. The error between the actual data was compared to the forecasts obtained by conventional methods and results of the time series model. This application allowed to obtain a better history matching of data, evidence that other trends may be in decline ( cubic, for example) and increase the accuracy of forecasts generated.
引用
收藏
页码:79 / 88
页数:10
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