Evolving fuzzy model in fault detection system

机译：故障检测系统中的演化模糊模型

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Evolving methods for on-line learning of nonlinear models can play an important role in future monitoring and fault detection systems. The ability to model nonlinear relationships between the measured variables and to adapt the model to changing variable relations can decrease the number of false alarms and ensure a more robust and stable monitoring system. In this paper an example of the waste water treatment process monitoring system based on evolving fuzzy model is presented.

机译：不断发展的用于非线性模型在线学习的方法可以在未来的监视和故障检测系统中发挥重要作用。对测量变量之间的非线性关系进行建模并使模型适应变化的变量关系的能力可以减少错误警报的数量，并确保更健壮和稳定的监视系统。本文给出了一个基于演化模糊模型的废水处理过程监控系统实例。

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来源
《2017 Evolving and Adaptive Intelligent Systems》|2017年|1-8|共8页
会议地点 Ljubljana(SI)
作者
Dejan Dovžan;
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作者单位

Faculty of Electrical Engineering, University of Ljubljana, Slovenia;

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会议组织
原文格式 PDF
正文语种 eng
中图分类
关键词
Adaptation models; Monitoring; Inductors; Fault detection; Clustering algorithms; Covariance matrices; Merging;

机译：适应模型;监测;电感器;故障检测;聚类算法;协方差矩阵;合并;

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专利

1. ON-LINE FAULT DETECTION WITH DATA-DRIVEN EVOLVING FUZZY MODELS [J] . E. Lughofer, C. Guardiola Control and Intelligent Systems . 2008,第4期

机译：基于数据驱动的模糊模型的在线故障检测
2. Implementation of fuzzy modeling system for faults detection and diagnosis in three phase induction motor drive system [J] . Shorouk Ossama Ibrahim, khaled Nagdy Faris, Esam Abo Elzahab Journal of Electrical Systems and Information Technology . 2015,第1期

机译：三相异步电动机驱动系统故障检测与诊断的模糊建模系统的实现
3. Fault Detection Observer Design for Fuzzy Systems with Local Nonlinear Models via Fuzzy Lyapunov Function [J] . Liu Guojun, Cao Yong-Yan, Chang Xiao-Heng International Journal of Control, Automation, and Systems . 2017,第5期

机译：模糊Lyapunov函数用局部非线性模型模糊系统故障检测观测器设计
4. Evolving fuzzy model in fault detection system [C] . Dejan Dov?an IEEE Conference on Evolving and Adaptive Intelligent Systems . 2017

机译：在故障检测系统中不断发展的模糊模型
5. A hybrid system for fault detection and sensor fusion based on fuzzy clustering and artificial immune systems. [D] . Jaradat, Mohammad Abdel Kareem Rasheed. 2005

机译：基于模糊聚类和人工免疫系统的故障检测与传感器融合混合系统。
6. Detection and classification of bearing faults in industrial geared motors using temporal features and adaptive neuro-fuzzy inference system [O] . Choug Abdelkrim, Mohamed Salah Meridjet, Nadir Boutasseta, 2019

机译：基于时间特征和自适应神经模糊推理系统的工业齿轮电动机轴承故障检测与分类
7. Implementation of fuzzy modeling system for faults detection and diagnosis in three phase induction motor drive system [O] . Shorouk Ossama Ibrahim, khaled Nagdy Faris, Esam Abo Elzahab 2015

机译：三相异步电动机驱动系统故障检测与诊断模糊建模系统的实现
8. Fault Detection in HVAC Systems Using Fuzzy Models [R] . Dexter, A. L., Mok, B. K. K. 1993

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Evolving fuzzy model in fault detection system

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