{"title":"垂直磁化异质结构中的磁离子物理储层计算。","authors":"Md Mahadi Rajib,Dhritiman Bhattacharya,Christopher J Jensen,Gong Chen,Fahim F Chowdhury,Shouvik Sarker,Kai Liu,Jayasimha Atulasimha","doi":"10.1021/acs.nanolett.5c03889","DOIUrl":null,"url":null,"abstract":"Recent progress in magneto-ionics offers exciting potential to leverage its energy efficiency for implementing physical reservoir computing (PRC). In this work, we experimentally demonstrate the classification of temporal data using a perpendicularly magnetized magneto-ionic (MI) heterostructure. The device was specifically engineered to induce nonlinear ion migration dynamics, which in turn imparted nonlinearity and short-term memory (STM) to the magnetization. These key features for enabling reservoir computing were investigated, and the role of the ion migration mechanism, along with its history-dependent influence on STM, was explained. These attributes were utilized to distinguish between sine and square waveforms within a randomly distributed set of pulses. Additionally, two important performance metrics─STM and parity check capacity ─were quantified, yielding promising values of 1.44 and 2 for 24 virtual nodes, respectively, comparable to those of other state-of-the-art reservoirs. Our work paves the way for exploiting the relaxation dynamics of solid-state MI platforms and developing energy-efficient MI reservoir computing devices.","PeriodicalId":53,"journal":{"name":"Nano Letters","volume":"64 1","pages":""},"PeriodicalIF":9.1000,"publicationDate":"2025-10-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Magneto-Ionic Physical Reservoir Computing in Perpendicularly Magnetized Heterostructures.\",\"authors\":\"Md Mahadi Rajib,Dhritiman Bhattacharya,Christopher J Jensen,Gong Chen,Fahim F Chowdhury,Shouvik Sarker,Kai Liu,Jayasimha Atulasimha\",\"doi\":\"10.1021/acs.nanolett.5c03889\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Recent progress in magneto-ionics offers exciting potential to leverage its energy efficiency for implementing physical reservoir computing (PRC). In this work, we experimentally demonstrate the classification of temporal data using a perpendicularly magnetized magneto-ionic (MI) heterostructure. The device was specifically engineered to induce nonlinear ion migration dynamics, which in turn imparted nonlinearity and short-term memory (STM) to the magnetization. These key features for enabling reservoir computing were investigated, and the role of the ion migration mechanism, along with its history-dependent influence on STM, was explained. These attributes were utilized to distinguish between sine and square waveforms within a randomly distributed set of pulses. Additionally, two important performance metrics─STM and parity check capacity ─were quantified, yielding promising values of 1.44 and 2 for 24 virtual nodes, respectively, comparable to those of other state-of-the-art reservoirs. Our work paves the way for exploiting the relaxation dynamics of solid-state MI platforms and developing energy-efficient MI reservoir computing devices.\",\"PeriodicalId\":53,\"journal\":{\"name\":\"Nano Letters\",\"volume\":\"64 1\",\"pages\":\"\"},\"PeriodicalIF\":9.1000,\"publicationDate\":\"2025-10-09\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Nano Letters\",\"FirstCategoryId\":\"88\",\"ListUrlMain\":\"https://doi.org/10.1021/acs.nanolett.5c03889\",\"RegionNum\":1,\"RegionCategory\":\"材料科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"CHEMISTRY, MULTIDISCIPLINARY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Nano Letters","FirstCategoryId":"88","ListUrlMain":"https://doi.org/10.1021/acs.nanolett.5c03889","RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CHEMISTRY, MULTIDISCIPLINARY","Score":null,"Total":0}
Magneto-Ionic Physical Reservoir Computing in Perpendicularly Magnetized Heterostructures.
Recent progress in magneto-ionics offers exciting potential to leverage its energy efficiency for implementing physical reservoir computing (PRC). In this work, we experimentally demonstrate the classification of temporal data using a perpendicularly magnetized magneto-ionic (MI) heterostructure. The device was specifically engineered to induce nonlinear ion migration dynamics, which in turn imparted nonlinearity and short-term memory (STM) to the magnetization. These key features for enabling reservoir computing were investigated, and the role of the ion migration mechanism, along with its history-dependent influence on STM, was explained. These attributes were utilized to distinguish between sine and square waveforms within a randomly distributed set of pulses. Additionally, two important performance metrics─STM and parity check capacity ─were quantified, yielding promising values of 1.44 and 2 for 24 virtual nodes, respectively, comparable to those of other state-of-the-art reservoirs. Our work paves the way for exploiting the relaxation dynamics of solid-state MI platforms and developing energy-efficient MI reservoir computing devices.
期刊介绍:
Nano Letters serves as a dynamic platform for promptly disseminating original results in fundamental, applied, and emerging research across all facets of nanoscience and nanotechnology. A pivotal criterion for inclusion within Nano Letters is the convergence of at least two different areas or disciplines, ensuring a rich interdisciplinary scope. The journal is dedicated to fostering exploration in diverse areas, including:
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