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Optimization of Injection Strategy for Methanol/Diesel Dual-Direct-Injection Engine Based on RSM-NSGA-Ⅱ-EWTOPSIS
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Manyao Xie, Ying Wang, Da Zhang
Automobile Technology | 2026, (10) : 54 - 62
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Automobile Technology | 2026, (10): 54-62
Optimization of Injection Strategy for Methanol/Diesel Dual-Direct-Injection Engine Based on RSM-NSGA-Ⅱ-EWTOPSIS
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Manyao Xie, Ying Wang, Da Zhang
Affiliations
  • School of Energy and Power Engineering, Xi'an Jiaotong University, Xi'an 710049
Published: 2026-10-24 doi: 10.19620/j.cnki.1000-3703.20260005
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To address the problem of synergistic optimization of injection parameters in the double diesel injection strategy for a methanol-diesel dual-direct injection engine, a hybrid multi-objective optimization approach coupling Response Surface Methodology, Non-Dominated Sorting Genetic Algorithm and Technique for Order Preference by Similarity to Ideal Solution with Entropy Weighted (RSM-NSGA-Ⅱ-EWTOPSIS) was employed to optimize the timing of the first diesel injection (θD1), the first injection energy ratio (RD1), and the interval time between injections (ID) in this study. Under medium load conditions at 2 000 r/min, the optimal injection parameter combination was obtained as θD1 = -38.9 °CA ATDC, RD1 = 43.8%, and ID = 16.8 °CA. Compared to the initial strategy (θD1 = -29 °CA ATDC, RD1 = 43.1%, ID = 12 °CA), peak cylinder pressure increased by 7.72% after optimization, combustion phase advanced, and the heat release process became more concentrated. Concurrently, the indicated thermal efficiency improved by 1.06%, while the emissions of NOx and CO decreased by 9.55% and 10.4%, respectively. The results demonstrate that the proposed optimized injection strategy achieves synergistic improvements in thermal efficiency and pollutant reduction.

Dual direct injection engine  /  Diesel double injection strategy  /  Multi-objective optimization  /  RSM-NSGA-Ⅱ-EWTOPSIS
谢满遥, 汪映, 张达. 基于RSM-NSGA-Ⅱ-EWTOPSIS的甲醇/柴油双直喷发动机喷射策略优化. 汽车技术, 2026 , (10) : 54 -62 . DOI: 10.19620/j.cnki.1000-3703.20260005
Manyao Xie, Ying Wang, Da Zhang. Optimization of Injection Strategy for Methanol/Diesel Dual-Direct-Injection Engine Based on RSM-NSGA-Ⅱ-EWTOPSIS[J]. Automobile Technology, 2026 , (10) : 54 -62 . DOI: 10.19620/j.cnki.1000-3703.20260005
Year 2026 volume Issue 10
76
11
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doi: 10.19620/j.cnki.1000-3703.20260005
  • Online Date:2026-10-29
  • Published:2026-10-24
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  • Revised:2026-08-26
Affiliations
    School of Energy and Power Engineering, Xi'an Jiaotong University, Xi'an 710049
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https://castjournals.cast.org.cn/joweb/qcjs/EN/10.19620/j.cnki.1000-3703.20260005
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表12种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)
属
Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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