Parametric analysis and multi-objective optimization of the ammonia/ diesel dual-fuel engine for efficient and cleaner combustion

被引:0
|
作者
Li, Jing [1 ]
Deng, Xiaorong [2 ]
Liu, Siyu [1 ]
Yu, Yicheng [1 ]
Li, Lifeng [1 ]
Liu, Rui [1 ]
Zhou, Xinyi [3 ]
机构
[1] Nanjing Tech Univ, Sch Mech & Power Engn, Nanjing 211816, Peoples R China
[2] Ningbo Geely Royal Engine Components Co Ltd, Ningbo 353100, Zhejiang, Peoples R China
[3] Shanghai Jiao Tong Univ, State Key Lab Ocean Engn, Shanghai 200240, Peoples R China
关键词
ADDF engine; Parametric analysis; Optimization; BP neural network; NSGA-II; SOOT;
D O I
10.1016/j.applthermaleng.2025.126048
中图分类号
O414.1 [热力学];
学科分类号
摘要
This study aims to conduct a parametric analysis and optimize the combustion and emissions of the ammonia/ diesel dual fuel (ADDF) engine. To achieve this, a reliable computational model was first constructed and validated against experimental data. Subsequently, three parameters, namely the ammonia energy fraction (fNH3), start of injection (SOI) timing, and injection pressure (Pinj), were varied over wide ranges to perform the parametric and interaction analysis. A novel application of the dynamic equivalence ratio-temperature map technique was performed to provide deeper insights into pollutant formation mechanisms. Pearson correlation coefficient analysis was conducted to reveal the linear correlation between input and output parameters of the engine. The optimization of the ADDF engine was then achieved by integrating a surrogate model with the NSGAII algorithm. The results indicate that the fNH3 shows the greatest influence on CO2 emission, primarily due to the replacement of diesel with ammonia. Adjusting Pinj and SOI timing can achieve the combustion mode with higher premixed combustion fraction, which consequently reduces CO and N2O emissions but increases CO2 and NOx emissions. It also reveals that the effects of the three parameters on the combustion and emissions characteristics are, in descending order, SOI timing, fNH3, and Pinj. Finally, the optimized case is identified with a fNH3 of 0.64, a Pinj of 460 bar for diesel, and an SOI timing of -11.2 degrees CA ATDC, which improves the indicated thermal efficiency from 42.81 % to 44.64 % and reduces the greenhouse gases by 34.5 %.
引用
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页数:20
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