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基于模糊推理的致密砂岩气储集层重复压裂井选择方法 被引量:9
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作者 ARTUN Emre KULGA Burak 《石油勘探与开发》 SCIE EI CAS CSCD 北大核心 2020年第2期383-389,共7页
建立了一种基于人工智能的致密砂岩气储集层重复压裂井筛选方法,并进行了算例分析。该方法以模糊逻辑为基础,通过语言模糊性的数学表示来处理语言的不精确性和主观性,是1个基于模糊集理论、模糊规则和模糊推理的计算系统。用5个指数分... 建立了一种基于人工智能的致密砂岩气储集层重复压裂井筛选方法,并进行了算例分析。该方法以模糊逻辑为基础,通过语言模糊性的数学表示来处理语言的不精确性和主观性,是1个基于模糊集理论、模糊规则和模糊推理的计算系统。用5个指数分别表征与重复压裂井选择问题相关的水力裂缝质量、储集层特征、初始条件、操作参数、产量,每个指数又包含3个相关参数。将每个指数/参数的值划分为低、中、高3个类别,针对每个指数/参数的每个类别定义梯形隶属函数,并定义所有相关规则。先将某个指数的相关参数输入到基于规则的模糊推理系统中,输出该指数的值,再另建1个模糊推理系统,将储集层指数、操作指数、初始条件指数和产量指数作为输入参数,重复压裂潜力指数作为输出参数,从而筛选重复压裂井。利用已发表文献中的数据验证了该方法的有效性。 展开更多
关键词 致密砂岩气 重复 水平井 人工智能 模糊推理 模糊规则 水力缝质量 重复压裂潜力
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Refracturing candidate selection for MFHWs in tight oil and gas reservoirs using hybrid method with data analysis techniques and fuzzy clustering 被引量:4
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作者 TAO Liang GUO Jian-chun +1 位作者 ZHAO Zhi-hong YIN Qi-wu 《Journal of Central South University》 SCIE EI CAS CSCD 2020年第1期277-287,共11页
The selection of refracturing candidate is one of the most important jobs faced by oilfield engineers. However, due to the complicated multi-parameter relationships and their comprehensive influence, the selection of ... The selection of refracturing candidate is one of the most important jobs faced by oilfield engineers. However, due to the complicated multi-parameter relationships and their comprehensive influence, the selection of refracturing candidate is often very difficult. In this paper, a novel approach combining data analysis techniques and fuzzy clustering was proposed to select refracturing candidate. First, the analysis techniques were used to quantitatively calculate the weight coefficient and determine the key factors. Then, the idealized refracturing well was established by considering the main factors. Fuzzy clustering was applied to evaluate refracturing potential. Finally, reservoirs numerical simulation was used to further evaluate reservoirs energy and material basis of the optimum refracturing candidates. The hybrid method has been successfully applied to a tight oil reservoir in China. The average steady production was 15.8 t/d after refracturing treatment, increasing significantly compared with previous status. The research results can guide the development of tight oil and gas reservoirs effectively. 展开更多
关键词 tight oil and gas reservoirs idealized refracturing well fuzzy clustering refracturing potential hybrid method
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