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基于PCA-RBF神经网络的乙烯氧化反应器收率预测模型 被引量:2
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作者 徐英 徐用懋 杨尔辅 《石油化工自动化》 CAS 2001年第5期14-16,33,共4页
依据工艺机理和先验知识 ,初选了乙烯氧化反应器的收率神经网络预测模型的输入变量 ,用主元分析方法对输入变量进行主元分解 ,消除了变量之间的相关性 ,减少了输入变量数 ,简化了RBF神经网络的结构。仿真结果表明 ,PCA RBF网络模型结构... 依据工艺机理和先验知识 ,初选了乙烯氧化反应器的收率神经网络预测模型的输入变量 ,用主元分析方法对输入变量进行主元分解 ,消除了变量之间的相关性 ,减少了输入变量数 ,简化了RBF神经网络的结构。仿真结果表明 ,PCA RBF网络模型结构具有很强的预测能力。 展开更多
关键词 主元分析 PCA RBF神经网络 乙烯氧化反应器 收率 预测模型
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Macrokinetics of Ethylene Epoxidation over A-type Silver Catalyst
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作者 Liang Rujun Li Jianwei 《China Petroleum Processing & Petrochemical Technology》 SCIE CAS 2015年第3期44-52,共9页
By taking the surface chemical reactions as the rate-controlling step, a possible reaction mechanism for ethylene epoxidation to synthesize ethylene oxide over the A-type silver catalyst was developed, while it was as... By taking the surface chemical reactions as the rate-controlling step, a possible reaction mechanism for ethylene epoxidation to synthesize ethylene oxide over the A-type silver catalyst was developed, while it was assumed that the epoxidation reaction would take place between ethylene and the un-dissociated adsorbed oxygen O2 a on the solo active sites, while the deep oxidation would occur between ethylene and the dissociated adsorbed oxygen Oa on the adjacent multi-active sites. In order to describe the effect of 1,2-C2H4Cl2(EDC) inhibitor on the ethylene epoxidation process, the reversible reactions between EDC and vinyl chloride(VC) on the active sites of silver catalyst was introduced. According to the assumed mechanism, the hyperbolic macro-kinetic model of ethylene epoxidation over the A-type silver catalyst was established, and the macrokinetic experiments were carried out in an internal-recycle gradientless reactor operating at a pressure of 2.1 MPa and a temperature in the range of 217.8—249.0 ℃, with the gas composition(molar fraction) consisting of 15.82%—34.65% C2H4, 2.55%—7.80% O2, 0.88%—6.15% CO2, 0.15—2.61 μmol/mol of 1,2-C2H4Cl2 and 0.14—1.28 μmol/mol of C2H3 Cl. By means of the Simplex Optimal Method, the parameters of the macrokinetic models were estimated. Statistical test showed that the macrokinetic models developed for the A-type silver catalyst agree well with the experimental results. 展开更多
关键词 silver catalyst ethylene epoxidation reaction mechanism MACROKINETICS
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