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运用神经网络预测浆态床反应器气含率和体积气液传质系数 被引量:1
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作者 门卓武 阙国和 《石油规划设计》 2009年第6期17-20,共4页
介绍了建立神经网络模型一般要涉及三大要素:训练样本、学习算法和网络结构。论述了如何利用人工神经网络建立了工艺参数(空塔气速,浆液固体颗粒浓度和系统压力)对浆态床反应器的气含率及体积气液传质系数影响的模型。实验中进行了网络... 介绍了建立神经网络模型一般要涉及三大要素:训练样本、学习算法和网络结构。论述了如何利用人工神经网络建立了工艺参数(空塔气速,浆液固体颗粒浓度和系统压力)对浆态床反应器的气含率及体积气液传质系数影响的模型。实验中进行了网络模型最优化,并由神经网络模型给出了预测样本三维立体图,图形连续光滑,较好的反映了工艺参数与气含率及体积气液传质系数的关系。 展开更多
关键词 人工神经网络 浆态床反应器 工艺参数 含率 体积气液传质系数 数学模型 最优化 预测结果
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Gas–Liquid Mass Transfer Characteristics in a Gas–Liquid–Solid Bubble Column under Elevated Pressure and Temperature 被引量:3
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作者 靳海波 杨索和 +3 位作者 何广湘 刘德林 佟泽民 朱建华 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2014年第9期955-961,共7页
abstract The volumetric mass transfer coefficient kLa of gases (H2, CO, CO2) and mass transfer coefficient kL on liquid par-affin side were studied using the dynamic absorption method in slurry bubble column reactor... abstract The volumetric mass transfer coefficient kLa of gases (H2, CO, CO2) and mass transfer coefficient kL on liquid par-affin side were studied using the dynamic absorption method in slurry bubble column reactors under elevated temperature and elevated pressure. Meanwhile, gas-holdup and gas-liquid interfacial area a were obtained. The effects of temperature, pressure, superficial gas velocity and solid concentration on the mass transfer coeffi-cient were discussed. Experimental results show that the gas-liquid volumetric mass transfer coefficient kLa and interfacial area a increased with the increase of pressure, temperature, and superficial gas velocity, and decreased with the slurry concentration. The mass transfer coefficient kL increased with increasing superficial gas velocity and temperature and decreased with higher slurry concentration, while it changed slightly with pressure. Ac-cording to analysis of experimental data, an empirical correlation is obtained to calculate the values of kLa for H2 (CO, CO2) in the gas-paraffin-quartz system in a bubble column under elevated temperature and elevated pressure. 展开更多
关键词 Mass transfer characteristicBubble columnElevated pressureElevated temperature
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