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基于DBSCAN和CNN算法的重型车辆NO_(x)排放预测模型 被引量:8
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作者 余舒 杨志刚 《重庆交通大学学报(自然科学版)》 CAS CSCD 北大核心 2022年第8期134-141,共8页
重型车辆的排放后处理系统,包含复杂的尾气处理单元和配套传感器。为精简后处理系统,基于改进的密度聚类算法和神经网络模型,构建氮氧化物NO_(x)的排放预测模型,此预测模型可部署于重型车辆后处理系统的控制器中以精简系统的传感器,实现... 重型车辆的排放后处理系统,包含复杂的尾气处理单元和配套传感器。为精简后处理系统,基于改进的密度聚类算法和神经网络模型,构建氮氧化物NO_(x)的排放预测模型,此预测模型可部署于重型车辆后处理系统的控制器中以精简系统的传感器,实现NO_(x)的浓度预测功能,保证后处理系统的正常运转,并针对不同应用场景,通过评价指标:NO_(x)排放浓度、Urea喷射量、NO_(x)比排放值,来分析模型的预测精度。研究结果表明:精简后的NO_(x)排放预测浓度与传感器测量浓度误差低于3%,精简后的后处理系统的尿素(Urea)喷射量的变化小于2.08%;NO_(x)的比排放变化保持在0.75%以内,精简后的车辆原机比排放值为7.53g/k Wh(未精简为7.59g/k Wh);嵌入算法模型的后处理系统的预测满足精度要求。 展开更多
关键词 车辆工程 重型车辆 氮氧化物排放模型 密度聚类 神经网络 后处理系统
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Thermo economic evaluation of oxy fuel combustion cycle in Kazeroon power plant considering enhanced oil recovery revenues 被引量:1
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作者 Ehsan Torabnejad Ramin Haghighi-Khoshkhoo Niloufar Sarabchi 《Journal of Central South University》 SCIE EI CAS 2014年第3期1025-1033,共9页
Oxy fuel combustion and conventional cycle(currently working cycle) in Kazeroon plant are modeled using commercial thermodynamic modeling software. Economic evaluation of the two models regarding the resources of tran... Oxy fuel combustion and conventional cycle(currently working cycle) in Kazeroon plant are modeled using commercial thermodynamic modeling software. Economic evaluation of the two models regarding the resources of transport and injection of carbon dioxide into oil fields at Gachsaran for enhanced oil recovery in the various oil price indices is conducted and indices net present value(NPV) and internal rate of return on investment(IRR) are calculated. The results of the two models reveal that gross efficiency of the oxy fuel cycle is more than reference cycle(62% compared to 49.03%), but the net efficiency is less(41.85% compared to 47.92%) because of the high-energy consumption of the components, particularly air separation unit(ASU) in the oxy fuel cycle. In this model, pure carbon dioxide with pressure of 20×105 Pa and purity of 96.84% was captured. NOX emissions also decrease by 4289.7 tons per year due to separation of nitrogen in ASU. In this model, none of the components of oxy fuel cycle is a major engineering challenge. With increasing oil price, economic justification of oxy fuel combustion model increases. With the price of oil at $ 80 per barrel in mind and $ 31 per ton fines for emissions of carbon dioxide in the atmosphere, IRR is the same for both models. 展开更多
关键词 oxy fuel combustion: C02 capture combined cycle enhanced oil recovery NOx reduction
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