{"title":"A CMAC-type neural memory for control applications","authors":"W. S. Mischo","doi":"10.1109/MNNFS.1996.493787","DOIUrl":null,"url":null,"abstract":"CMAC is one of the first neural networks successfully applied to real world control problems. Its ability to locally \"generalize\" an input/output behaviour based on a non-linear input point processing and a linear algorithm for modifying internal states provides fast convergence to an implicit model. In this paper CMAC is shown in its basic functionality. Guidelines for a CMAC hardware realization are discussed, as they were used for the implementation of an ASIC, which now is available in a first version.","PeriodicalId":151891,"journal":{"name":"Proceedings of Fifth International Conference on Microelectronics for Neural Networks","volume":"14 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1996-02-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of Fifth International Conference on Microelectronics for Neural Networks","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/MNNFS.1996.493787","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 4
Abstract
CMAC is one of the first neural networks successfully applied to real world control problems. Its ability to locally "generalize" an input/output behaviour based on a non-linear input point processing and a linear algorithm for modifying internal states provides fast convergence to an implicit model. In this paper CMAC is shown in its basic functionality. Guidelines for a CMAC hardware realization are discussed, as they were used for the implementation of an ASIC, which now is available in a first version.
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