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典型文献
Spacecraft damage infrared detection algorithm for hypervelocity impact based on double-layer multi-target segmentation
文献摘要:
To detect spacecraft damage caused by hypervelocity impact,we propose an advanced spacecraft defect extraction algorithm based on infrared imaging detection.The Gaussian mixture model(GMM)is used to classify the temperature change characteristics in the sampled data of the infrared video stream and reconstruct the image to obtain the infrared reconstructed image(IRRI)reflecting the defect characteristics.The designed segmentation objective function is used to ensure the effectiveness of image segmentation results for noise removal and detail preservation,while taking into account the complexity of IRRI(that is,the required trade-offs are different).A multi-objective optimization algorithm is introduced to achieve balance between detail preservation and noise removal,and a multi-objective evolutionary algorithm based on decomposition(MOEA/D)is used for optimization to ensure damage segmentation accuracy.Experimental results verify the effectiveness of the proposed algorithm.
文献关键词:
作者姓名:
Xiao YANG;Chun YIN;Sara DADRAS;Guangyu LEI;Xutong TAN;Gen QIU
作者机构:
School of Automation Engineering,University of Electronic Science and Technology of China,Chengdu 611731,China;Electrical and Computer Engineering Department,Utah State University,UT 84321,USA
引用格式:
[1]Xiao YANG;Chun YIN;Sara DADRAS;Guangyu LEI;Xutong TAN;Gen QIU-.Spacecraft damage infrared detection algorithm for hypervelocity impact based on double-layer multi-target segmentation)[J].信息与电子工程前沿(英文),2022(04):571-586
A类:
B类:
Spacecraft,damage,infrared,detection,algorithm,hypervelocity,impact,double,layer,multi,target,segmentation,To,spacecraft,caused,by,advanced,defect,extraction,imaging,Gaussian,mixture,model,GMM,classify,temperature,change,characteristics,sampled,data,video,stream,image,obtain,reconstructed,IRRI,reflecting,designed,objective,function,ensure,effectiveness,results,noise,removal,detail,preservation,while,taking,into,account,complexity,that,required,trade,offs,different,optimization,introduced,achieve,balance,between,evolutionary,decomposition,MOEA,accuracy,Experimental,verify,proposed
AB值:
0.525125
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