{"title":"State Estimation for Memristive Neural Networks with Observer","authors":"Moxuan Guo, Song Zhu","doi":"10.1109/icaci55529.2022.9837560","DOIUrl":null,"url":null,"abstract":"This work explores state estimation considering Memristive Neural Networks (MNNs) with time-varying delays and bounded disturbances. Some sufficient conditions for algebraic criteria are derived from achieving exponential stability. Establishing two kinds of observers defined by two matrix multiplications, Hadamard product and matmul product, we obtain the estimation of state solutions such that the error system stability. Finally, the availability of the results is verified via a numerical simulation.","PeriodicalId":412347,"journal":{"name":"2022 14th International Conference on Advanced Computational Intelligence (ICACI)","volume":"829 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-07-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 14th International Conference on Advanced Computational Intelligence (ICACI)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/icaci55529.2022.9837560","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
This work explores state estimation considering Memristive Neural Networks (MNNs) with time-varying delays and bounded disturbances. Some sufficient conditions for algebraic criteria are derived from achieving exponential stability. Establishing two kinds of observers defined by two matrix multiplications, Hadamard product and matmul product, we obtain the estimation of state solutions such that the error system stability. Finally, the availability of the results is verified via a numerical simulation.
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