scholarly journals Prediction of Coalbed Methane Production Based on BP Neural Network

2019 ◽  
Vol 131 ◽  
pp. 01059
Author(s):  
Tianxiang Zhang ◽  
Yifang Tang ◽  
Jianjun Wu ◽  
Zixi Guo ◽  
Bing Li

The low average daily gas production per well and the poor economic benefit of exploration and development have become the main problems restricting the exploration and development of coalbed methane in China. Combining multiple coal seam geological parameters to predict the high-yield area of the block can not only provide guidance for the exploitation of coal-bed methane, but also bring enormous economic benefits. Aiming at the difficulty of coalbed methane dessert discrimination and production prediction, a method of coal-bed methane production prediction based on BP neural network is proposed in this paper. Starting from the average daily production of coalbed methane single well, we use the method of grey correlation degree to get the main controlling factors of coalbed methane production. For the main control factors, we use BP neural network with high fitting accuracy and get a good prediction result.

2004 ◽  
Author(s):  
K. Aminian ◽  
S. Ameri ◽  
A. Bhavsar ◽  
M. Sanchez ◽  
A. Garcia

2012 ◽  
Vol 524-527 ◽  
pp. 1173-1177 ◽  
Author(s):  
Bei Bei Zhang ◽  
Xian Cun Song

The concentration of carbon dioxide gas in atmosphere is remarkably increasing because of burning fossil fuels, such as coal, natural gas and oil. CO2 is an important Greehouse Gas which results in global warming, and it also threatens human life security and social economy sustainable developing. CO2 geological storage is considered to be a fairly significant way to seal CO2 permanently, it can also slow down global warming. Coals have a super adsorption capacity, especially to CO2, because of the special dual porosity and huge specific surface. Therefore, CO2 can be injected and sequestrated in coal seams by geological storage. Geological storage of CO2 can not only reduces its concentration in atmosphere, but also can enhance coalbed methane production synchronously. The paper discusses CO2 injection and sequestration in coal bed to enhance CBM production mechanism, feasibility and propose a technical route. Experiments show that the technical route of CO2 geological storage to enhance CBM production is feasible, and the technical of CO2 geological storage is good for slowing down globle warming and reducing gas accidents.


2016 ◽  
Author(s):  
Katherine J. Davis ◽  
◽  
Robin Gerlach ◽  
H.D. Schweitzer ◽  
Al Cunningham ◽  
...  

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