An artificial intelligence strategy for multi-objective optimization of Urea-SCR for vehicle diesel engine by RSM-VIKOR

被引:0
|
作者
Fan, Lulu [1 ]
Shi, Weishuo [1 ]
Jing, Jun [1 ]
Dong, Zhenhua [1 ]
Yuan, Jinwei [1 ]
Qu, Lingbo [1 ,2 ]
机构
[1] Henan Univ Technol, Sch Chem & Chem Engn, Zhengzhou 450001, Peoples R China
[2] Zhengzhou Univ, Sch Chem Engn, Zhengzhou 450001, Peoples R China
关键词
Urea-SCR; Multi-objective optimization; NH3; uniformity; RSM-VIKOR; SELECTIVE CATALYTIC-REDUCTION; CO2; EMISSIONS; ENERGY-CONSUMPTION; TRANSPORT; SYSTEM; MODEL;
D O I
10.1016/j.energy.2025.134667
中图分类号
O414.1 [热力学];
学科分类号
摘要
Urea selective catalytic reduction (SCR) is one of the effective technologies for controlling automotive nitrogen oxide (NOx) emissions. In this paper, a three-dimensional computational fluid dynamics (CFD) simulation model of a urea injection system including a four-channel cyclone mixer was developed. Based on the CFD database, the relationship between the decision variables and the optimization objectives was analyzed. Then, the mathematical relationship between the decision variables and the optimization objectives was established using the response surface method (RSM), and the optimal combination of solution sets for the decision variables was obtained. The entropy weighting method was used to assign weights to the optimization objectives, and the VlseKriterijumska Optimizacija I Kompromisno Resenje (VIKOR) method was used to find the combined optimal solution among multiple objective solutions. Compared with the original parameters, the NH3 uniformity of the optimized SCR system increased by 8.4 %, the NH3 concentration increased by 81.74 % and the wall film mass decreased by 75.2 %.
引用
收藏
页数:22
相关论文
共 50 条
  • [31] Combining artificial neural network and multi-objective optimization to reduce a heavy-duty diesel engine emissions and fuel consumption
    Kakaee, Amir-Hasan
    Rahnama, Pourya
    Paykani, Amin
    Mashadi, Behrooz
    JOURNAL OF CENTRAL SOUTH UNIVERSITY, 2015, 22 (11) : 4235 - 4245
  • [32] Combining artificial neural network and multi-objective optimization to reduce a heavy-duty diesel engine emissions and fuel consumption
    Amir-Hasan Kakaee
    Pourya Rahnama
    Amin Paykani
    Behrooz Mashadi
    JournalofCentralSouthUniversity, 2015, 22 (11) : 4235 - 4245
  • [33] Multi-objective optimization of Fe-based SCR catalyst on the NOx conversion efficiency for a diesel engine based on FGRA-ANN/RF
    Zhang, Zhiqing
    Zhong, Weihuang
    Mao, Chengfang
    Xu, Yuejiang
    Lu, Kai
    Ye, Yanshuai
    Guan, Wei
    Pan, Mingzhang
    Tan, Dongli
    ENERGY, 2024, 294
  • [34] Combining artificial neural network and multi-objective optimization to reduce a heavy-duty diesel engine emissions and fuel consumption
    Amir-Hasan Kakaee
    Pourya Rahnama
    Amin Paykani
    Behrooz Mashadi
    Journal of Central South University, 2015, 22 : 4235 - 4245
  • [35] Multi-Objective Optimization Algorithm and Preference Multi-Objective Decision-Making Based on Artificial Intelligence Biological Immune System
    Bao, Juan
    Liu, Xiangyang
    Xiang, Zhengtao
    Wei, Gang
    IEEE ACCESS, 2020, 8 : 160221 - 160230
  • [36] Multi-objective optimization of diesel injection parameters in a natural gas/diesel reactivity controlled compression ignition engine
    Motlagh, Tara Yazdani
    Azadani, Leila N.
    Yazdani, Kaveh
    APPLIED ENERGY, 2020, 279
  • [37] Multi-objective optimization of Fe-based SCR catalyst on the NOx conversion efficiency for a diesel engine based on FGRA-ANN/RF
    Zhang, Zhiqing
    Zhong, Weihuang
    Mao, Chengfang
    Xu, Yuejiang
    Lu, Kai
    Ye, Yanshuai
    Guan, Wei
    Pan, Mingzhang
    Tan, Dongli
    Energy, 2024, 294
  • [38] Multi-objective optimization of the performance for a marine methanol-diesel dual-fuel engine
    Wei, Feng
    Zhang, Zunhua
    Wei, Wenwen
    Zhang, Hanyuyang
    Cai, Wenwei
    Dong, Dongsheng
    Li, Gesheng
    FUEL, 2024, 368
  • [39] Multi-Objective Optimization of Marine Diesel Engine Cooling System Based on DOE-GA
    Zhang, Bo
    Zhang, Ping
    Guo, Xu
    Zeng, Fan-Ming
    Tuijin Jishu/Journal of Propulsion Technology, 2020, 41 (11): : 2518 - 2529
  • [40] Multi-objective optimization of diesel engine emissions and fuel economy using SPEA2+
    Hiroyasu, Tomoyuki
    Miki, Mitsunori
    Nakayama, Seiichi
    Hanada, Yoshiko
    GECCO 2005: Genetic and Evolutionary Computation Conference, Vols 1 and 2, 2005, : 2195 - 2196