Data-driven thermal safety threshold analysis of friction component based on macro-micro interaction model

Aiming at the temperature failure for wet friction pair within mechanical transmissions, this paper constructs a thermal-mechanical coupled simulation model to analyse the surface temperature field and proposes two types of characterization parameters for temperature field failure: the critical radi...

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Main Authors: Jianpeng Wu, Ao Ding, Chengbing Yang, Hanshu Zhang, Liyong Wang, Heyan Li
Format: Article
Language:English
Published: Elsevier 2025-10-01
Series:Case Studies in Thermal Engineering
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2214157X25010810
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author Jianpeng Wu
Ao Ding
Chengbing Yang
Hanshu Zhang
Liyong Wang
Heyan Li
author_facet Jianpeng Wu
Ao Ding
Chengbing Yang
Hanshu Zhang
Liyong Wang
Heyan Li
author_sort Jianpeng Wu
collection DOAJ
description Aiming at the temperature failure for wet friction pair within mechanical transmissions, this paper constructs a thermal-mechanical coupled simulation model to analyse the surface temperature field and proposes two types of characterization parameters for temperature field failure: the critical radial temperature difference (Tr) and the adjacent circumferential temperature difference (Tθ). Taking into account the influence of rough surface micro-contact states on the wet friction pair temperature field, a single pair asperity contact model is constructed, and it interacts with the macro thermal-mechanical coupled simulation model in true-time. Based on the characterization parameters for temperature field obtained from the macro-micro friction contact model, this study develops a thermal safety threshold model to predict these parameters, and verifies its accuracy through accelerated life testing. Subsequently, the effect of pressure and speed on the failure characteristic parameters is investigated using the control variable method. The results indicate that the macro-micro friction contact model exhibits higher reliability and accuracy compared to the thermal-mechanical coupled simulation model. The average error of the thermal safety threshold model is 0.84 %. Additionally, the failure characteristic parameters are more sensitive to pressure variations.
format Article
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issn 2214-157X
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publishDate 2025-10-01
publisher Elsevier
record_format Article
series Case Studies in Thermal Engineering
spelling doaj-art-b29a467f23c243cfaafa8bcff11c91552025-08-20T02:58:27ZengElsevierCase Studies in Thermal Engineering2214-157X2025-10-017410682110.1016/j.csite.2025.106821Data-driven thermal safety threshold analysis of friction component based on macro-micro interaction modelJianpeng Wu0Ao Ding1Chengbing Yang2Hanshu Zhang3Liyong Wang4Heyan Li5Key Laboratory of Modern Measurement and Control Technology, Ministry of Education, Beijing Information Science and Technology University, Beijing, 100192, ChinaKey Laboratory of Modern Measurement and Control Technology, Ministry of Education, Beijing Information Science and Technology University, Beijing, 100192, ChinaKey Laboratory of Modern Measurement and Control Technology, Ministry of Education, Beijing Information Science and Technology University, Beijing, 100192, ChinaRice University, Department of Civil and Environmental Engineering, Houston, TX, USAKey Laboratory of Modern Measurement and Control Technology, Ministry of Education, Beijing Information Science and Technology University, Beijing, 100192, China; Corresponding author.Shenzhen Technology University, Shenzhen, 518038, ChinaAiming at the temperature failure for wet friction pair within mechanical transmissions, this paper constructs a thermal-mechanical coupled simulation model to analyse the surface temperature field and proposes two types of characterization parameters for temperature field failure: the critical radial temperature difference (Tr) and the adjacent circumferential temperature difference (Tθ). Taking into account the influence of rough surface micro-contact states on the wet friction pair temperature field, a single pair asperity contact model is constructed, and it interacts with the macro thermal-mechanical coupled simulation model in true-time. Based on the characterization parameters for temperature field obtained from the macro-micro friction contact model, this study develops a thermal safety threshold model to predict these parameters, and verifies its accuracy through accelerated life testing. Subsequently, the effect of pressure and speed on the failure characteristic parameters is investigated using the control variable method. The results indicate that the macro-micro friction contact model exhibits higher reliability and accuracy compared to the thermal-mechanical coupled simulation model. The average error of the thermal safety threshold model is 0.84 %. Additionally, the failure characteristic parameters are more sensitive to pressure variations.http://www.sciencedirect.com/science/article/pii/S2214157X25010810Wet friction componentFailure characteristic parametersMacro-micro friction contact modelThermal safety threshold model
spellingShingle Jianpeng Wu
Ao Ding
Chengbing Yang
Hanshu Zhang
Liyong Wang
Heyan Li
Data-driven thermal safety threshold analysis of friction component based on macro-micro interaction model
Case Studies in Thermal Engineering
Wet friction component
Failure characteristic parameters
Macro-micro friction contact model
Thermal safety threshold model
title Data-driven thermal safety threshold analysis of friction component based on macro-micro interaction model
title_full Data-driven thermal safety threshold analysis of friction component based on macro-micro interaction model
title_fullStr Data-driven thermal safety threshold analysis of friction component based on macro-micro interaction model
title_full_unstemmed Data-driven thermal safety threshold analysis of friction component based on macro-micro interaction model
title_short Data-driven thermal safety threshold analysis of friction component based on macro-micro interaction model
title_sort data driven thermal safety threshold analysis of friction component based on macro micro interaction model
topic Wet friction component
Failure characteristic parameters
Macro-micro friction contact model
Thermal safety threshold model
url http://www.sciencedirect.com/science/article/pii/S2214157X25010810
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AT hanshuzhang datadriventhermalsafetythresholdanalysisoffrictioncomponentbasedonmacromicrointeractionmodel
AT liyongwang datadriventhermalsafetythresholdanalysisoffrictioncomponentbasedonmacromicrointeractionmodel
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