{"title":"一种新的随机计算相关操作电路","authors":"H. Abdellatef, Abdallah Abdellatif, N. Ramaha","doi":"10.1109/IC2SPM56638.2022.9988884","DOIUrl":null,"url":null,"abstract":"Stochastic Computing (SC) is an alternative computing technique that offers low-area and error-tolerant im-plementations of complex functions. However, in multilevel SC circuits or systems correlation levels between stochastic bit-streams are changing, hence, creating severe correlation-induced errors that degrade the SC system's overall accuracy. In many scenarios, the input bitstreams should be correlated for SC arithmetic to obtain accurate results. This work proposes a new correlation manipulation circuit that increases the correlation between two stochastic numbers. Experimental results show that our correlator outperforms other works in correlating the bit-streams with negligible effect on the encoded probabilities.","PeriodicalId":179072,"journal":{"name":"2022 International Conference on Smart Systems and Power Management (IC2SPM)","volume":"52 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-11-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"A New Correlation Manipulation Circuit for Stochastic Computing\",\"authors\":\"H. Abdellatef, Abdallah Abdellatif, N. Ramaha\",\"doi\":\"10.1109/IC2SPM56638.2022.9988884\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Stochastic Computing (SC) is an alternative computing technique that offers low-area and error-tolerant im-plementations of complex functions. However, in multilevel SC circuits or systems correlation levels between stochastic bit-streams are changing, hence, creating severe correlation-induced errors that degrade the SC system's overall accuracy. In many scenarios, the input bitstreams should be correlated for SC arithmetic to obtain accurate results. This work proposes a new correlation manipulation circuit that increases the correlation between two stochastic numbers. Experimental results show that our correlator outperforms other works in correlating the bit-streams with negligible effect on the encoded probabilities.\",\"PeriodicalId\":179072,\"journal\":{\"name\":\"2022 International Conference on Smart Systems and Power Management (IC2SPM)\",\"volume\":\"52 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-11-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 International Conference on Smart Systems and Power Management (IC2SPM)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/IC2SPM56638.2022.9988884\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 International Conference on Smart Systems and Power Management (IC2SPM)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IC2SPM56638.2022.9988884","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
A New Correlation Manipulation Circuit for Stochastic Computing
Stochastic Computing (SC) is an alternative computing technique that offers low-area and error-tolerant im-plementations of complex functions. However, in multilevel SC circuits or systems correlation levels between stochastic bit-streams are changing, hence, creating severe correlation-induced errors that degrade the SC system's overall accuracy. In many scenarios, the input bitstreams should be correlated for SC arithmetic to obtain accurate results. This work proposes a new correlation manipulation circuit that increases the correlation between two stochastic numbers. Experimental results show that our correlator outperforms other works in correlating the bit-streams with negligible effect on the encoded probabilities.