于镝;宋盛瑶;任伟建;康朝海;刘玉敏;

• 1:东北石油大学电气信息工程学院

摘要(Abstract)：

基于油田开采智能评价的有用规则是通过专家问卷调查产生的,受专家选择和实践检验的难度,以及某些专家经验规则可能与实际数据不一致影响而具有明显的局限性。采用基于区间Ⅱ型模糊集合的语言摘要方法,从油田开采数据库中产生IF-THEN规则,并根据真实度、覆盖度、可靠度和离群度等4个质量测度提取油田开采评价有用规则;进而基于平行坐标法及GUI界面建立可视化逻辑规则群。应用结果表明:该方法节省专家的时间,有助于在经验与实际数据不一致基础上完善专家经验规则。

关键词(KeyWords)：区间Ⅱ型模糊集合;语言摘要;规则提取;智能评价;可视化;逻辑规则群;油田开采

Abstract:

Keywords:

基金项目(Foundation):国家青年科学基金项目(51404074);; 中国石油科技创新基金研究项目(2012D-5006-0205)

作者(Author):于镝;宋盛瑶;任伟建;康朝海;刘玉敏;

Email:

参考文献(References)：

• [1]Liu F,Mendal J M,Nejad A M.Forecasting injector producer relationships from production and injection rates using an extended Kalman filter[J].SPE Journal,2009,14(4):653-644.

• [2]于镝,霍凤财,张雯,等.多注多采条件下水驱油藏区域影响估计方法[J].东北石油大学学报,2015,39(2):102-107.Yu Di,Huo Fengcai,Zhang Wen,et al.Estimation of the regional impact on multi-injectors and multi-producers of water-flooded reserviors[J].Journal of Northeast Petroleum University,2015,39(2):102-107.

• [3]岳湘安,王尤富,王克亮.提高石油采收率基础[M].北京:石油工业出版社,2007:88-90.Yue Xiangan,Wang Youfu,Wang Keliang.Fundamentals on enhanced oil recovery[M].Beijing:Petroleum Industry Press,2007:88-90.

• [4]钟立国,张守军,鲁笛,等.空气辅助蒸汽吞吐采油机理[J].东北石油大学学报,2015,39(2):108-115.Zhong Liguo,Zhang Shoujun,Lu Di,et al.Research on EOR principles of air-assisted CSS[J].Journal of Northeast Petroleum University,2015,39(2):108-115.

• [5]苑登御,侯吉瑞,宋兆杰,等.塔河油田缝洞型碳酸盐岩油藏注水方式优选及注气提高采收率实验[J].东北石油大学学报,2015,39(6):102-110.Yuan Dengyu,Hou Jirui,Song Zhaojie,et al.Optimization of water injection methods and flooding for EOR in Tahe fractures-vuggy carbonate reservoir[J].Journal of Northeast Petroleum University,2015,39(6):102-110.

• [6]陈德春,李静,颜晓.基于数据挖掘的油气开采决策支持技术[J].油气地质与采收率,2009,16(2):67-69.Chen Dechun,Li Jing,Yan Xiao.Support technology of oil and gas development strategic decision based on data mining methods[J].Petroleum Geology and Recovery Efficiency,2009,16(2):67-69.

• [7]张继风.水驱油田开发效果评价方法综述及发展趋势[J].岩石油气藏,2012,24(3):118-122.Zhang Jifeng.Evaluation methods of development effect for water drive oilfield and development trend[J].Lithologic Reserviors,2012,24(3):118-122.

• [8]赵金海,杨传书.专家决策支持系统在石油工业中的应用与发展展望[J].中外能源,2010,15(11):40-45.Zhao Jinhai,Yang Chuanshu.The application and prospect of IDSS in petroleum industry[J].Sinoglobal Energy,2010,15(11):40-45.

• [9]Mendel J M.Type-2Fuzzy Sets:Some questions and answers[C].IEEE Neural Networks Society Newsletter,2003:10-13.

• [10]Zadeh L A.The concept of a linguistic variable and its application to approximate reasoning[J].Information Sciences,1975,8(1):199-249.

• [11]Zadeh L A.From computing with numbers to computing with words from manipulation of measurements to manipulation of perceptions[J].IEEE Transactions on Circuits and SystemsⅠ:Fundamental Theory and Applications,1999,46(1):105-119.

• [12]Mendel J M.Computing with words,when words can mean different things to different people[C].Rochester:Proceedings of the International ICSC Symposium on Fuzzy Logic and Applications,1999:158-164.

• [13]Mendel J M.The perceptual computer:An architecture for computing with words[C].Melbourne:Proceedings of the IEEE International Conference on Fuzzy Systems,2001:35-38.

• [14]Mendel J M.Perceptual reasoning for perceptual computing[J].IEEE Transactions on Fuzzy Systems,2008,16(6):1550-1564.

• [15]王飞跃.词计算和语言动力学系统的基本问题和研究[J].自动化学报,2005,31(6):844-852.Wang Feiyue.Fundamental issues in research of computing with words and linguistic dynamic system[J].Acta Automatica Sinica,2005,31(6):844-852.

• [16]莫红,王飞跃,肖志权,等.基于区间二型模糊集合的语言动力系统稳定性[J].自动化学报,2011,37(8):1018-1024.Mo Hong,Wang Feiyue,Xiao Zhiquan,et al.Stabilities of linguistic dynamic system based on interval type-2fuzzy sets[J].Acta Automatica Sinica,2011,37(8):1018-1024.

• [17]Wu Dongrui,Mendel J M.Linguistic summarization using IF-THEN rules and interval type-2fuzzy sets[J].IEEE Transactions on Fuzzy Systems,2011,19(1):136-151.

• [18]Kacprzyk J,Zadrozny S.Linguistic summarization of the contents of web server logs via the orderd weighted averaging(OWA)operators[J].Fuzzy Sets and Systems,2016,285:182-198.

• [19]Yu Di,Liu Furui,Ren Weijian.Encoding words for intelligent evaluation of injection-production wells pattern based on enhanced interval approach[C].Guilin:Proceedings of 12th World Congress on Intelligent Control and Automation,2016.