| 基于模糊径向基函数神经网络的航空煤油干点估计 |
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| 引用本文： | 刘士荣,郑瑜,骆昕,葛映辉. 基于模糊径向基函数神经网络的航空煤油干点估计[J]. 机电工程, 2000, 17(3): 73-76 |
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| 作者姓名： | 刘士荣 郑瑜 骆昕 葛映辉 |
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| 作者单位： | 宁波大学,自动化与计算机技术系,浙江,宁波,315211 |
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| 摘 要： | 研究以模糊聚类和径向基函数网络结合的模糊径向基函数网络ＦＲＢＦＮ，并用主元分析对高维输入变量进行预处理，降低了模型的输入变量维数，进而构造基于ＰＣＡ－ＦＲＢＦＮ的估计模型，这一方法通过对加氢裂化装置分馏塔航空煤油干占估计得到验证。
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| 关 键 词： | 航空煤油 干点估计 径向基函数 神经网络 |
| 修稿时间： | 2000-01-20 |
Jet Fuel Endpoint Estimation Based on a Fuzzy Radial Basis Function Neural Network |
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| LIU Shi-rong,ZHENG Yu,LOU Xin,GE Ying-hui. Jet Fuel Endpoint Estimation Based on a Fuzzy Radial Basis Function Neural Network[J]. Mechanical & Electrical Engineering Magazine, 2000, 17(3): 73-76 |
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| Authors: | LIU Shi-rong ZHENG Yu LOU Xin GE Ying-hui |
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| Abstract: | In this paper, a fuzzy radial basis function neural network (FRBFN) is presented, which combining bob fuzzy clustering technique and radial basis function neural network. The principle component analysis (PCA) technique is applied to preprocessing high dimensional input variable so that the dimension of input variable is decreased, and an estimator model based on PCAFRBFN is constructed. This approach has been shown by the example of jet fuel endpoint estimation for a fractionator of the hydrocracking unit in the oil refining industry. |
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| Keywords: | RBF neural network fuzzy clustering principle component analysis estilnator model |
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