J. Saarinen, Martti Lindroos, J. Tomberg, K. Kaski
{"title":"Parallel coprocessor for Kohonen's self-organizing neural network","authors":"J. Saarinen, Martti Lindroos, J. Tomberg, K. Kaski","doi":"10.1109/IPPS.1992.222971","DOIUrl":null,"url":null,"abstract":"A new efficient integrated circuit implementation of the Self-Organising Feature Map algorithm is described. The fully digital hardware is designed for high speed parallel processing and modular expandability. The hardware implementation acts as a neural coprocessor which uses synchronous, bit-serial arithmetic. It includes functional units which perform the Euclidean distance computation, the minimum distance search, the memory controlling, and the updating function. The on-chip learning facilitates fully autonomous operation.<<ETX>>","PeriodicalId":340070,"journal":{"name":"Proceedings Sixth International Parallel Processing Symposium","volume":"61 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1992-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"5","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings Sixth International Parallel Processing Symposium","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IPPS.1992.222971","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 5
Abstract
A new efficient integrated circuit implementation of the Self-Organising Feature Map algorithm is described. The fully digital hardware is designed for high speed parallel processing and modular expandability. The hardware implementation acts as a neural coprocessor which uses synchronous, bit-serial arithmetic. It includes functional units which perform the Euclidean distance computation, the minimum distance search, the memory controlling, and the updating function. The on-chip learning facilitates fully autonomous operation.<>