{"title":"用于内存进程架构的辐射免疫自旋电子二进制突触和神经元","authors":"Milad Tanavardi Nasab;Abdolah Amirany;Mohammad Hossein Moaiyeri;Kian Jafari","doi":"10.1109/LMAG.2024.3356815","DOIUrl":null,"url":null,"abstract":"This letter proposes a single event upset (SEU)-hardened task-scheduling logic-in-memory \n<sc>xnor/xor</small>\n neuron and synapse circuit. Using a C-element and a magnetic tunnel junction enhances immunity against SEU injection. Also, using logic-in-memory architecture eliminates the need to access external memory and decreases power and delay. Furthermore, using a carbon nanotube field-effect transistor leads to lower leakage and static current caused by higher gate control in these transistors. Compared to the state-of-the-art counterparts, the developed design offers at least 31%, 17%, and 3% improvement in power, power delay product, and power delay area product, respectively.","PeriodicalId":13040,"journal":{"name":"IEEE Magnetics Letters","volume":"15 ","pages":"1-5"},"PeriodicalIF":1.1000,"publicationDate":"2024-01-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Radiation-Immune Spintronic Binary Synapse and Neuron for Process-in-Memory Architecture\",\"authors\":\"Milad Tanavardi Nasab;Abdolah Amirany;Mohammad Hossein Moaiyeri;Kian Jafari\",\"doi\":\"10.1109/LMAG.2024.3356815\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This letter proposes a single event upset (SEU)-hardened task-scheduling logic-in-memory \\n<sc>xnor/xor</small>\\n neuron and synapse circuit. Using a C-element and a magnetic tunnel junction enhances immunity against SEU injection. Also, using logic-in-memory architecture eliminates the need to access external memory and decreases power and delay. Furthermore, using a carbon nanotube field-effect transistor leads to lower leakage and static current caused by higher gate control in these transistors. Compared to the state-of-the-art counterparts, the developed design offers at least 31%, 17%, and 3% improvement in power, power delay product, and power delay area product, respectively.\",\"PeriodicalId\":13040,\"journal\":{\"name\":\"IEEE Magnetics Letters\",\"volume\":\"15 \",\"pages\":\"1-5\"},\"PeriodicalIF\":1.1000,\"publicationDate\":\"2024-01-22\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IEEE Magnetics Letters\",\"FirstCategoryId\":\"101\",\"ListUrlMain\":\"https://ieeexplore.ieee.org/document/10410898/\",\"RegionNum\":4,\"RegionCategory\":\"物理与天体物理\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q4\",\"JCRName\":\"ENGINEERING, ELECTRICAL & ELECTRONIC\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Magnetics Letters","FirstCategoryId":"101","ListUrlMain":"https://ieeexplore.ieee.org/document/10410898/","RegionNum":4,"RegionCategory":"物理与天体物理","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0
摘要
这封信提出了一种单事件干扰(SEU)加固的任务调度逻辑内存 xnor/xor 神经元和突触电路。使用 C 元素和磁隧道结增强了对 SEU 注入的免疫力。同时,使用内存逻辑架构无需访问外部存储器,从而降低了功耗和延迟。此外,使用碳纳米管场效应晶体管可降低漏电流和静态电流,因为这些晶体管的栅极控制能力更强。与最先进的同类产品相比,所开发的设计在功率、功率延迟积和功率延迟面积积方面分别至少提高了 31%、17% 和 3%。
Radiation-Immune Spintronic Binary Synapse and Neuron for Process-in-Memory Architecture
This letter proposes a single event upset (SEU)-hardened task-scheduling logic-in-memory
xnor/xor
neuron and synapse circuit. Using a C-element and a magnetic tunnel junction enhances immunity against SEU injection. Also, using logic-in-memory architecture eliminates the need to access external memory and decreases power and delay. Furthermore, using a carbon nanotube field-effect transistor leads to lower leakage and static current caused by higher gate control in these transistors. Compared to the state-of-the-art counterparts, the developed design offers at least 31%, 17%, and 3% improvement in power, power delay product, and power delay area product, respectively.
期刊介绍:
IEEE Magnetics Letters is a peer-reviewed, archival journal covering the physics and engineering of magnetism, magnetic materials, applied magnetics, design and application of magnetic devices, bio-magnetics, magneto-electronics, and spin electronics. IEEE Magnetics Letters publishes short, scholarly articles of substantial current interest.
IEEE Magnetics Letters is a hybrid Open Access (OA) journal. For a fee, authors have the option making their articles freely available to all, including non-subscribers. OA articles are identified as Open Access.