Blanca Maria Priego Torres, Daniel Souto, F. Bellas, R. Duro, F. López-Peña
{"title":"高光谱处理中的时间:一种基于时间的分类方法","authors":"Blanca Maria Priego Torres, Daniel Souto, F. Bellas, R. Duro, F. López-Peña","doi":"10.1109/IDAACS.2011.6072770","DOIUrl":null,"url":null,"abstract":"This paper deals with the problem of classifying processes using the temporal information in the sequence of hyperspectral images that are obtained as they take place. That is, taking into account the temporal evolution of the process in the discrimination that must be made. To this end we have considered a particular type of artificial neural networks with trainable delays in their synapses. The classification scheme is studied and applied to the case of resin curing processes. Several test cases involving different proportions of resin components as well as certain environmental conditions such as humidity were created and the system was tested over them producing very promising results.","PeriodicalId":106306,"journal":{"name":"Proceedings of the 6th IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems","volume":"227 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2011-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Time in hyperspectral processing: A temporal based classification approach\",\"authors\":\"Blanca Maria Priego Torres, Daniel Souto, F. Bellas, R. Duro, F. López-Peña\",\"doi\":\"10.1109/IDAACS.2011.6072770\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This paper deals with the problem of classifying processes using the temporal information in the sequence of hyperspectral images that are obtained as they take place. That is, taking into account the temporal evolution of the process in the discrimination that must be made. To this end we have considered a particular type of artificial neural networks with trainable delays in their synapses. The classification scheme is studied and applied to the case of resin curing processes. Several test cases involving different proportions of resin components as well as certain environmental conditions such as humidity were created and the system was tested over them producing very promising results.\",\"PeriodicalId\":106306,\"journal\":{\"name\":\"Proceedings of the 6th IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems\",\"volume\":\"227 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2011-11-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 6th IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/IDAACS.2011.6072770\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 6th IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IDAACS.2011.6072770","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Time in hyperspectral processing: A temporal based classification approach
This paper deals with the problem of classifying processes using the temporal information in the sequence of hyperspectral images that are obtained as they take place. That is, taking into account the temporal evolution of the process in the discrimination that must be made. To this end we have considered a particular type of artificial neural networks with trainable delays in their synapses. The classification scheme is studied and applied to the case of resin curing processes. Several test cases involving different proportions of resin components as well as certain environmental conditions such as humidity were created and the system was tested over them producing very promising results.