基于K均值算法-TOF聚类分析的复合材料板冲击损伤层析研究  

Clustering analysis of time of flight(TOF)for tomographic evaluation of impact damage in composites based on K-means algorithm

作　　者：林君 杨乐辉 赵金玲 李念 裘进浩[3] 赵建平[1,2] 常乐[1,2] LIN JUN;YANG Lehui;ZHAO Jinling;LI Nian;QIU Jinhao;ZHAO Jianping;CHANG Le(School of Mechanical and Power Engineering,Nanjing Tech University,Nanjing 211816,China;Institute of Reliability Centered Manufacturing(IRCM),Nanjing Tech University,Nanjing 211816,China;State Key Laboratory of Mechanics and Control for Aerospace Structures,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China)

机构地区：[1]南京工业大学机械与动力工程学院,南京211816 [2]南京工业大学高端装备可靠性制造研究院,南京211816 [3]南京航空航天大学航空航天结构力学及控制全国重点实验室,南京210016

出　　处：《压力容器》2024年第5期12-20,共9页Pressure Vessel Technology

基　　金：国家重点研发计划项目(2022YFC3004503);国家重点攻关项目(2023ZY01001);江苏省研究生科研与实践创新计划项目(SJCX23_0474)。

摘　　要：碳纤维增强型复合材料(CFRP)中的冲击损伤是威胁压力容器结构安全的重要隐患,有必要对CFRP中的冲击损伤进行层析研究,促成CFRP复合材料损伤定量化分析。提出基于K均值算法对超声C扫的飞行时间(TOF)图像进行聚类分析,并结合TOF值确定不同簇所在层,对CFRP冲击损伤进行逐层定量化分析。同时,分析了冲击损伤的TOF图像,验证了基于K均值算法-TOF聚类分析的冲击损伤层析方法,并进一步通过水浸超声C扫试验获得多组试验数据,指出K均值聚类中簇的总数K为铺层总数的1.25倍即可满足损伤逐层分析,实现了不同铺层总数CFRP层合板冲击损伤的层析研究。TOF聚类分析方法可以直接对CFRP层合板各铺层的冲击损伤进行定量化,具有一定的工程意义。Impact damage in carbon fiber reinforced polymer(CFRP)poses a significant threat to the structural safety of pressure vessels.It is crucial to conduct a detailed analysis of impact damage in CFRP for the quantitative analysis of damage in CFRP composite materials.A clustering analysis based on the K-means algorithm was proposed for time of flight(TOF)images obtained from ultrasonic C-scans.The TOF values were used in conjunction with the K-means algorithm to determine the layers associated with different clusters,enabling a layer-by-layer quantitative analysis of impact damage in CFRP.The proposed method was validated by applying it to TOF images of impact damage.Furthermore,to realize layer-by-layer analysis of impact damage in CFRP laminates with different total layers,numerous experimental data obtained by immersion ultrasonic C-scan experiments were analyzed.It demonstrates that setting the number of clusters K in K-means algorithms to 1.25 times the total layers can satisfy the layer-by-layer analysis of the damage.The TOF cluster analysis method can directly quantify the impact damage of each layup of CFRP laminates,which has important significance in engineering applications.

关 键 词：碳纤维增强型复合材料(CFRP) 冲击损伤 K均值算法 TOF聚类分析 

分 类 号：TH49[机械工程—机械制造及自动化] TB33[一般工业技术—材料科学与工程] TP181[自动化与计算机技术—控制理论与控制工程]