FAULT DIAGNOSIS IN AIR-HANDLING UNIT SYSTEM USING DYNAMIC FUZZY NEURAL NETWORK

机译：基于动态模糊神经网络的空气处理机组系统故障诊断

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In this paper, an efficient fault diagnosis method for Air-Handling Unit (AHU) using dynamic fuzzy neural networks (DFNNs) is presented. The proposed fault diagnosis method has the following salient features: (1) Structure identification and parameters estimation are performed automatically and simultaneously without partitioning the input space and selecting initial parameters a priori; (2) Fuzzy rules can be recruited or deleted dynamically; (3) Fuzzy rules can be generated quickly without resorting to the backpropagation (BP) iteration learning, a common approach adopted by many existing methods. Simulation results demonstrate that fast training and diagnosis speed and high diagnosis rate can be achieved.

机译：提出了一种基于动态模糊神经网络（DFNN）的空气处理机组故障诊断方法。提出的故障诊断方法具有以下几个显着特征：（1）自动识别识别参数并自动进行，无需划分输入空间和先验选择初始参数。（2）模糊规则可以动态补充或删除；（3）无需求助于反向传播（BP）迭代学习即可快速生成模糊规则，这是许多现有方法所采用的通用方法。仿真结果表明，该方法可以达到训练速度快，诊断速度快，诊断率高的目的。

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《International FLINS(Fuzzy Logic and Intelligent Technologies in Nuclear Science) Conference; 20040901-03; Blankenberge(BE)》|2004年|P.483-488|共6页
会议地点 Blankenberge(BE)
作者
JUAN DU; MENG JOO ER;
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作者单位

School of EEE, Nanyang Technological University, Singapore 639798;

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原文格式 PDF
正文语种 eng
中图分类人工智能理论;
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2. Wavelet Neural Network-Based Fault Diagnosis in Air-Handling Units [J] . Zhimin Du, Xinqiao Jin, Yunyu Yang HVAC&R research . 2008,第6期

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3. Sequential fuzzy clustering based dynamic fuzzy neural network for fault diagnosis and prognosis [J] . Jahromi Amin Torabi, Er Meng Joo, Li Xiang, Neurocomputing . 2016,第jula5期

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4. FAULT DIAGNOSIS IN AIR-HANDLING UNIT SYSTEM USING DYNAMIC FUZZY NEURAL NETWORK [C] . JUAN DU, MENG JOO ER International FLINS Conference . 2004

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5. Robust fault diagnosis of process systems using neural networks with ellipsoidal units. [D] . Kavuri, Suryanarasimham Venkata. 1993

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7. Special Issue "Fuzzy/Neural Network Applications to Dynamics and Control of Mechanical Systems". Diagnosis System of Abnormality in Refuse Incineration Plant using Fuzzy Logic. [O] . Hidetaka ONO 1992

机译：特别问题“模糊/神经网络应用于动态和控制机械系统”。模糊逻辑垃圾焚烧厂异常诊断系统。

FAULT DIAGNOSIS IN AIR-HANDLING UNIT SYSTEM USING DYNAMIC FUZZY NEURAL NETWORK

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