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Research on Temperature Correction Algorithm for Vertical Force Estimation of Heavy-Duty Tires
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Chaoqun Ma, Zhihao Liu, Xiuyu Liu, Haoran Feng, Qinhe Gao, Dong Ma
Automotive Engineering | 2025, 47(3) : 565 - 577
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Automotive Engineering | 2025, 47(3): 565-577
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Research on Temperature Correction Algorithm for Vertical Force Estimation of Heavy-Duty Tires
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Chaoqun Ma, Zhihao Liu, Xiuyu Liu, Haoran Feng, Qinhe Gao, Dong Ma
Affiliations
  • Rocket Force Engineering University,Key Laboratory of Weapon Science and Technology,Xi’an 710025
Published: 2025-03-25 doi: 10.19562/j.chinasae.qcgc.2025.03.018
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For the problem of tire force estimation deviation caused by the change of mechanical properties due to temperature rise during the rolling process, the vertical force estimation correction algorithm of heavyduty tires based on thermalmechanical coupling is studied in this paper. A variable temperature mechanical tensile test is carried out to obtain the mechanical parameters of the tire shoulder rubber with temperature change, and a heavyduty tire thermalmechanical coupling model is established. The ground loading test and modal test are carried out to verify the accuracy of the model. The grounding characteristics and mechanical characteristics of heavyduty tires under the action of variable temperature vertical force are discussed, and the sensitive characteristics of the grounding parameters of the vertical force are analyzed, with the sensitive signal offset caused by the temperature rise during rolling corrected. A heavyduty tire vertical force estimation model based on the Gaussian regression process is established and the vertical force estimation accuracy before and after temperature correction is compared. The results show that when the sensitive characteristic value after temperature correction is used as input, the maximum error of the model under vertical force loading of 10~80 kN is 3.45%, with good vertical force estimation effect, and an improvement of the estimation accuracy by 9.17% compared with that before temperature correction.

intelligent tire  /  force estimation  /  temperature correction  /  thermal-mechanical coupling
Chaoqun Ma, Zhihao Liu, Xiuyu Liu, Haoran Feng, Qinhe Gao, Dong Ma. Research on Temperature Correction Algorithm for Vertical Force Estimation of Heavy-Duty Tires[J]. Automotive Engineering, 2025 , 47 (3) : 565 -577 . DOI: 10.19562/j.chinasae.qcgc.2025.03.018
Year 2025 volume 47 Issue 3
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Article Info
doi: 10.19562/j.chinasae.qcgc.2025.03.018
  • Receive Date:2024-09-22
  • Online Date:2025-07-09
  • Published:2025-03-25
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  • Received:2024-09-22
  • Revised:2024-10-31
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    Rocket Force Engineering University,Key Laboratory of Weapon Science and Technology,Xi’an 710025
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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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