Economic benefit of shale gas exploitation based on back propagation neural network

被引:6
作者
Li Jiafeng [1 ]
Hu Hui [2 ]
Li Xiang [3 ]
Jin Qian [4 ,5 ]
Huang Tianhao [1 ]
机构
[1] Wuhan Univ, Sch Econ & Management, Wuhan, Hubei, Peoples R China
[2] Wuhan Univ, Econ Dev Res Ctr, Wuhan 430072, Hubei, Peoples R China
[3] Boston Coll, Carroll Sch Management, Boston, MA 02467 USA
[4] Xian Int Studies Univ, Sch Tourism, Xian, Shaanxi, Peoples R China
[5] Xian Int Studies Univ, Res Inst Human Geog, Xian, Shaanxi, Peoples R China
关键词
Back propagation neural network; shale gas exploitation; economic benefit; COVID-19; IMPACTS; HEALTH;
D O I
10.3233/JIFS-189279
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Under the influence of COVID-19, the economic benefits of shale gas development are greatly affected. With the large-scale development and utilization of shale gas in China, it is increasingly important to assess the economic impact of shale gas development. Therefore, this paper proposes a method for predicting the production of shale gas reservoirs, and uses back propagation (BP) neural network to nonlinearly fit reservoir reconstruction data to obtain shale gas well production forecasting models. Experiments show that compared with the traditional BP neural network, the proposed method can effectively improve the accuracy and stability of the prediction. There is a nonlinear correlation between reservoir reconstruction data and gas well production, which does not apply to traditional linear prediction methods
引用
收藏
页码:8823 / 8830
页数:8
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