| 模糊时间序列挖掘在复杂系统模糊建模中的应用 |
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| 引用本文： | 张小刚,章 兢,陈 华. 模糊时间序列挖掘在复杂系统模糊建模中的应用[J]. 控制理论与应用, 2002, 19(6): 872-878 |
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| 作者姓名： | 张小刚 章 兢 陈 华 |
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| 作者单位： | 湖南大学电气与信息工程学院,长沙,410082 |
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| 基金项目： | 国家教育部骨干教师基金(2000-65)资助项目. |
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| 摘 要： | 针对于复杂工业过程领域模糊建模问题, 提出了一种基于时间序列的模糊定量数据挖掘方法, 并讨论了其在复杂系统模糊逻辑推理模型结构辨识中的应用. 该方法建立在系统历史采集数据库基础之上, 较好的解决了多入多出 (MIMO)非线性复杂工业过程模糊建模时初始模型的建立问题. 文章最后讨论了该方法在氧化铝熟料烧结回转窑建模中的应用, 取得了良好的现场运行效果.
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| 关 键 词： | 模糊时间序列挖掘 关联规则 模糊建模 复杂工业过程 结构辨识 |
| 文章编号： | 1000-8152(2002)06-0872-07 |
| 收稿时间： | 2001-04-25 |
| 修稿时间： | 2001-04-25 |
Applying fuzzy time-series data mining for the fuzzy modeling of complex system |
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| ZHANG Xiao-gang,(College of Electrical and Information Engineering,Hunan University,Changsh,Chin,ZHANG Jing and CHEN Hua. Applying fuzzy time-series data mining for the fuzzy modeling of complex system[J]. Control Theory & Applications, 2002, 19(6): 872-878 |
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| Authors: | ZHANG Xiao-gang (College of Electrical Information Engineering Hunan University Changsh Chin ZHANG Jing CHEN Hua |
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| Affiliation: | College of Electrical and Information Engineering,Hunan University,Changsha 410082,China;College of Electrical and Information Engineering,Hunan University,Changsha 410082,China;College of Electrical and Information Engineering,Hunan University,Changsha 410082,China |
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| Abstract: | A novel fuzzy quantitative data mining method based on time series is proposed for the fuzzy modeling of complex industry process. The application for structure identification of fuzzy logical model on the complex system is discussed with this method. The initializing fuzzy model of MIMO complex system can be well built. The result is good by applying this method for the fuzzy modeling of aluminum mature material sintering kiln. |
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| Keywords: | fuzzy time series data mining association rule fuzzy model complex industry process structure identification |
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