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均匀设计的神经网络 被引量:3
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作者 方千山 王永初 《仪器仪表学报》 EI CAS CSCD 北大核心 2003年第5期509-511,共3页
一个具有足够神经元的多层 BP网络就可逼近任何函数。但是 ,在运用 BP网络时难以找到最佳的权值 ,此外 ,隐含层神经元的个数、学习的速率、训练时初始权值以及收敛的方法均影响学习的权值。这里采用均匀设计方法构造神经网络模型 ,并将... 一个具有足够神经元的多层 BP网络就可逼近任何函数。但是 ,在运用 BP网络时难以找到最佳的权值 ,此外 ,隐含层神经元的个数、学习的速率、训练时初始权值以及收敛的方法均影响学习的权值。这里采用均匀设计方法构造神经网络模型 ,并将其应用于生化过程的氧转化系数的预估模型上。实验表明 ,应用均匀设计法能简化网络设计 ,避免其陷入局部最小、缩短训练时间、加快收敛速度。 展开更多
关键词 均匀设计 神经网络 初始权值 多层BP网络 生化过程 氧转化系数
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Ozonation of o-phenylenediamine in the presence of hydrogen peroxide by high-gravity technology 被引量:2
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作者 Moses Arowo Zemeng Zhao +3 位作者 Guangjun Li Guangwen Chu Baochang Sun Lei Shao 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2018年第3期601-607,共7页
The study herein investigated the effectiveness of simultaneous use of ozone and hydrogen peroxide(O_3/H_2O_2 process) to degrade o-phenylenediamine(o-PDA) in a simulated wastewater. A rotor–stator reactor(RSR) was e... The study herein investigated the effectiveness of simultaneous use of ozone and hydrogen peroxide(O_3/H_2O_2 process) to degrade o-phenylenediamine(o-PDA) in a simulated wastewater. A rotor–stator reactor(RSR) was employed to create a high-gravity environment in order to enhance ozone-liquid mass transfer rate and possibly improve the degradation rate of o-PDA. The degradation efficiency of o-PDA(η) as well as the overall gas-phase volumetric mass transfer coefficient(KGa) were determined under different operating conditions of H_2O_2 concentration, initial o-PDA concentration, temperature of reaction, initial p H and rotation speed of RSR in attempt to establish the optimal conditions. Chemical oxygen demand reduction rate(rCOD) of wastewater treated at a particular set of conditions was also analyzed. Additionally, the intermediate products of degradation were identified using a gas chromatography-mass spectrometer(GC/MS) to further evaluate the extent of o-PDA degradation as well as establish its possible degradation pathway. Results were validated by comparison with those of sole use of ozone(O_3 process), and it was noted that η, KGa and rCODachieved by O_3/H_2O_2 process was 24.4%,31.6% and 25.2% respectively higher than those of O_3 process, indicating that H_2O_2 can greatly enhance ozonation of o-PDA. This work further demonstrates that an RSR can significantly intensify ozone-liquid mass transfer rate and thus provides a feasible intensification means for the ozonation of o-PDA as well as other recalcitrant organics. 展开更多
关键词 Degradation Environment Organic compounds Oxidation Ozone Rotor-stator reactor
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