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Tribo-informatics approaches in tribology research:A review

作     者:Nian YIN Zhiguo XING Ke HE Zhinan ZHANG Nian YIN;Zhiguo XING;Ke HE;Zhinan ZHANG

作者机构:State Key Laboratory of Mechanical System and VibrationShanghai Jiao Tong UniversityShanghai 200240China School of Mechanical EngineeringShanghai Jiao Tong UniversityShanghai 200240China National Key Laboratory for RemanufacturingArmy Academy of Armored ForcesBeijing 100072China 

出 版 物:《Friction》 (摩擦(英文版))

年 卷 期:2023年第11卷第1期

页      面:1-22页

核心收录:

学科分类:08[工学] 080203[工学-机械设计及理论] 0802[工学-机械工程] 0702[理学-物理学] 0812[工学-计算机科学与技术(可授工学、理学学位)] 

基  金:This study is financially supported by the National Natural Science Foundation of China(Grant Nos.51875343 and 12072091) the Key Fund Project of Equipment Pre Research(Grant No.61409230607) State Key Laboratory of Mechanical System and Vibration Project(Grant No.MSVZD202108). 

主  题:tribo-informatics data-driven artificial intelligence information technology machine learning 

摘      要:Tribology research mainly focuses on the friction,wear,and lubrication between interacting surfaces.With the continuous increase in the industrialization of human society,tribology research objects have become increasingly extensive.Tribology research methods have also gone through the stages of empirical science based on phenomena,theoretical science based on models,and computational science based on simulations.Tribology research has a strong engineering background.Owing to the intense coupling characteristics of tribology,tribological information includes subject information related to mathematics,physics,chemistry,materials,machinery,etc.Constantly emerging data and models are the basis for the development of tribology.The development of information technology has provided new and more efficient methods for generating,collecting,processing,and analyzing tribological data.As a result,the concept oftribo-informatics(triboinformatics)has been introduced.In this paper,guided by the framework of tribo-informatics,the application of tribo-informatics methods in tribology is reviewed.This article aims to provide helpful guidance for efficient and scientific tribology research using tribo-informatics approaches.

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