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Multi-objective optimization design of motor train unit truck frame based on hybrid addition Kriging surrogate model
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Weiqi WANG, Yubo SONG, Ying WANG
Journal of Mechanical Strength | 2025, 47(10) : 139 - 147
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Journal of Mechanical Strength | 2025, 47(10): 139-147
Experimental Research·Testing Technology
Multi-objective optimization design of motor train unit truck frame based on hybrid addition Kriging surrogate model
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Weiqi WANG, Yubo SONG, Ying WANG
Affiliations
  • Mechatronics T&R Institute, Lanzhou Jiaotong University, Lanzhou 730070, China
Published: 2025-10-15 doi: 10.16579/j.issn.1001.9669.2025.10.016
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To enhance the computational efficiency of structural lightweight design for complex structures, a structural lightweight design method based on the Kriging surrogate model is proposed. The proposed method incorporates a hybrid addition strategy and a sample deletion strategy considering a distance threshold,aiming to rapidly improve the fitting accuracy of the Kriging surrogate model. This model was then applied to a multi-objective lightweight design model of the truck frame, with the optimization objectives of minimizing frame mass and maximum stress. Subsequently, the multi-objective lightweight model was solved using the non-dominated sorting genetic algorithm-II (NSGA-II). The results demonstrate that the proposed hybrid addition strategy and sample deletion strategy considering the distance threshold effectively enhance the update process of the Kriging surrogate model. The structural lightweight design method based on the Kriging surrogate model exhibits significant advantages in both computational efficiency and lightweight performance.

Structural lightweight  /  Truck frame  /  Kriging surrogate model  /  Hybrid addition strategy
Weiqi WANG, Yubo SONG, Ying WANG. Multi-objective optimization design of motor train unit truck frame based on hybrid addition Kriging surrogate model[J]. Journal of Mechanical Strength, 2025 , 47 (10) : 139 -147 . DOI: 10.16579/j.issn.1001.9669.2025.10.016
Year 2025 volume 47 Issue 10
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doi: 10.16579/j.issn.1001.9669.2025.10.016
  • Receive Date:2023-11-26
  • Online Date:2026-02-11
  • Published:2025-10-15
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  • Received:2023-11-26
Affiliations
    Mechatronics T&R Institute, Lanzhou Jiaotong University, Lanzhou 730070, China

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SONG Yubo, E-mail:
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表12种不同金属材料的力学参数

Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)

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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