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模糊混合聚类法在岩溶水污染评价中的应用
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作者 简文彬 詹炳善 《同济大学学报(自然科学版)》 EI CAS CSCD 1992年第1期86-86,共1页
关键词 模糊混合聚类法 岩溶水污染 污染评价 最大矩阵元
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粗糙集、神经网络和专家系统模型用于电力系统故障诊断 被引量:24
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作者 邓武 杨鑫华 +1 位作者 赵慧敏 唐飞龙 《高电压技术》 EI CAS CSCD 北大核心 2009年第7期1624-1628,共5页
针对电力系统变电所故障诊断系统中含有大量不确定信息和实时性要求高的特点,以电力系统变电所开关保护信息为基础,基于智能互不融合的思想,将粗糙集、神经网络和专家系统有机结合在一起,提出一种电力系统变电所故障诊断的新方法。首先... 针对电力系统变电所故障诊断系统中含有大量不确定信息和实时性要求高的特点,以电力系统变电所开关保护信息为基础,基于智能互不融合的思想,将粗糙集、神经网络和专家系统有机结合在一起,提出一种电力系统变电所故障诊断的新方法。首先在数据采集和预处理的基础上,利用混合聚类法对原始故障诊断样本进行离散化处理,然后利用粗糙集理论对样本决策表进行属性约简,删除冗余信息,得到能够覆盖原始数据特征的具有最小条件属性的相应学习样本集。再运用径向基函数(RBF)神经网络对故障诊断知识进行模式识别,并结合专家系统,利用其推理判断能力,对RBF神经网络的某些输出结果进行必要的修正。最后通过故障诊断实例,说明了方法的有效性。 展开更多
关键词 电力系统 变电所 故障诊断 粗糙集理论 RBF神经网络 专家系统 混合聚类法
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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:5
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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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