{"title":"二维力传感器神经网络逆补偿器的研制","authors":"Yuhan Ding, X. Dai, Chunmiao Ma","doi":"10.1109/ICINFA.2009.5204913","DOIUrl":null,"url":null,"abstract":"In order to improve the dynamic performance as well as eliminate the coupling between the two dimensions of the oblate ring two-dimensional force sensor, this paper presents an ANN (artificial neural network) inverse compensating method, based on which we construct an ANN inverse compensator. The compensator is composed of several differentiators and a static ANN. By cascading the ANN inverse compensator with the original sensor, a compounded measurement system is then established. The experiment results show that the coupling phenomenon of the compounded system almost disappears and the dynamic performance is ameliorated remarkably compared with those of the original sensor.","PeriodicalId":223425,"journal":{"name":"2009 International Conference on Information and Automation","volume":"22 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2009-06-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Development of ANN inverse compensator for two-dimensional force sensor\",\"authors\":\"Yuhan Ding, X. Dai, Chunmiao Ma\",\"doi\":\"10.1109/ICINFA.2009.5204913\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In order to improve the dynamic performance as well as eliminate the coupling between the two dimensions of the oblate ring two-dimensional force sensor, this paper presents an ANN (artificial neural network) inverse compensating method, based on which we construct an ANN inverse compensator. The compensator is composed of several differentiators and a static ANN. By cascading the ANN inverse compensator with the original sensor, a compounded measurement system is then established. The experiment results show that the coupling phenomenon of the compounded system almost disappears and the dynamic performance is ameliorated remarkably compared with those of the original sensor.\",\"PeriodicalId\":223425,\"journal\":{\"name\":\"2009 International Conference on Information and Automation\",\"volume\":\"22 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2009-06-22\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2009 International Conference on Information and Automation\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICINFA.2009.5204913\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2009 International Conference on Information and Automation","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICINFA.2009.5204913","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Development of ANN inverse compensator for two-dimensional force sensor
In order to improve the dynamic performance as well as eliminate the coupling between the two dimensions of the oblate ring two-dimensional force sensor, this paper presents an ANN (artificial neural network) inverse compensating method, based on which we construct an ANN inverse compensator. The compensator is composed of several differentiators and a static ANN. By cascading the ANN inverse compensator with the original sensor, a compounded measurement system is then established. The experiment results show that the coupling phenomenon of the compounded system almost disappears and the dynamic performance is ameliorated remarkably compared with those of the original sensor.