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Study on rock classification with physical property of coal reservoir

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成果类型:
期刊论文、会议论文
作者:
Guo, J.*;Xia, P.;Xie, F.;Yang, Q. M.
通讯作者:
Guo, J.
作者机构:
[Yang, Q. M.; Xie, F.; Guo, J.; Xia, P.] Wuhan Polytech Univ, Sch Civil Engn & Architecture, Wuhan, Peoples R China.
通讯机构:
[Guo, J.] W
Wuhan Polytech Univ, Sch Civil Engn & Architecture, Wuhan, Peoples R China.
语种:
英文
关键词:
Upstream Oil & Gas;identification;rock type;machine learning;swarm optimization;hybrid algorithm;Artificial Intelligence;enn;optimization;algorithm
期刊:
Rock Characterisation, Modelling and Engineering Design Methods - Proceedings of the 3rd ISRM SINOROCK 2013 Symposium
年:
2013
页码:
195-198
会议名称:
3rd ISRM Sinorock Symposium(第三届中国岩石大会)
会议论文集名称:
3rd ISRM Sinorock Symposium(第三届中国岩石大会)论文集
会议时间:
2013-06-18
会议地点:
上海
会议主办单位:
Tongji Univ
会议赞助商:
中国岩石力学与工程学会<&wdkj&>国际岩石力学学会
主编:
Feng, XT Hudson, JA Tan, F
出版地:
6000 BROKEN SOUND PARKWAY NW, STE 300, BOCA RATON, FL 33487-2742 USA
出版者:
CRC PRESS-TAYLOR & FRANCIS GROUP
ISBN:
978-1-138-00057-5
基金类别:
partially supported by Science and Technology Education Research Plan Project of Hubei Province(D20121805);Natural Science Foundation of Hubei Provincial(2012FFC10701)
机构署名:
本校为第一且通讯机构
院系归属:
土木工程与建筑学院
摘要:
Coal reservoir in Shanxi is influenced by sedimentary environment, diagenesis and structure. The reservoir is characterized by heterogeneity and nonlinearity distribution. An intelligence evaluation model, based on modified particle swarm optimization (MPSO) algorithm with Elman neural network (ENN), is constructed. The model is corresponding to reservoir physical property by the use of logging, core and test data, and it is employed to classify rock types of coal reservoir. The case results indicate that this model is feasible and effective in the rock classification, so it provides an effect...
摘要(中文):
Coal reservoir in Shanxi is influenced by sedimentary environment,diagenesis and structure.The reservoir is characterized by heterogeneity and nonlinearity distribution.An ...

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