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首页> 外文期刊>Applied Catalysis, B. Environmental: An International Journal Devoted to Catalytic Science and Its Applications >A study of copper-exchanged mordenite natural and ZSM-5 zeolites as SCR-NOx catalysts for diesel road vehicles: Simulation by neural networks approach
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A study of copper-exchanged mordenite natural and ZSM-5 zeolites as SCR-NOx catalysts for diesel road vehicles: Simulation by neural networks approach

机译:铜交换丝光沸石天然沸石和ZSM-5沸石作为柴油道路车辆SCR-NOx催化剂的研究:神经网络方法的仿真

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摘要

Copper-catalysts, based on the ZSM-5 (CuZSM5) and Cuban natural Mordenite (CuMORD) zeolites have been prepared by a conventional ion-exchange method and their catalytic activity in the selective catalytic reduction (SCR) of NO was studied using ammonia in presence of H2O and SO2. A commercial catalyst SCR (CATCO) based on V2O5-WO3-TiO2, was also studied as reference. This paper presents experimental results using catalysts without the toxic vanadium and exploits a neural network based approach to predict NOx conversion efficiency of three SCR catalysts. The derived mathematical functions are integrated in a numerical model for diesel road vehicle simulation to simulate diesel vehicles equipped with such SCR catalysts. The main results indicate that despite of toxic vanadium and N2O formation, CATCO shows the better NOx conversion efficiencies. However, CuMORD does not form N2O and have better performance than the CuZSM5. The simulation results show lower level of NOx for heavy-duty and light-duty diesel vehicles compared with homologation load cycles.
机译:通过常规离子交换法制备了基于ZSM-5(CuZSM5)和古巴天然丝光沸石(CuMORD)的铜催化剂,并使用氨水研究了它们在NO选择性催化还原(SCR)中的催化活性。存在H2O和SO2。还研究了基于V2O5-WO3-TiO2的市售催化剂SCR(CATCO)作为参考。本文介绍了使用无毒钒的催化剂的实验结果,并利用基于神经网络的方法来预测三种SCR催化剂的NOx转化效率。导出的数学函数被集成在用于柴油道路车辆模拟的数值模型中,以模拟配备有这种SCR催化剂的柴油车辆。主要结果表明,尽管有毒的钒和N2O形成,但CATCO显示出更好的NOx转化效率。但是,CuMORD不会形成N2O,并且具有比CuZSM5更好的性能。仿真结果表明,重型和轻型柴油车辆的NOx含量要低于认证负荷循环。

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