基于可编程二极管的新型并行内存逻辑阵列

IF 2 3区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Journal of the Electron Devices Society Pub Date : 2024-09-10 DOI:10.1109/JEDS.2024.3457021
Jiabao Ye;Junyu Zhu;Jifang Cao;Haoxiong Bi;Yong Ding;Bing Chen
{"title":"基于可编程二极管的新型并行内存逻辑阵列","authors":"Jiabao Ye;Junyu Zhu;Jifang Cao;Haoxiong Bi;Yong Ding;Bing Chen","doi":"10.1109/JEDS.2024.3457021","DOIUrl":null,"url":null,"abstract":"Computing-In-Memory (CIM) is widely applied in neural networks due to its unique capability to perform multiply-and-accumulate operations within a circuit array. This process directly obtains the current value through the product of voltage and conductance, accumulating it on the bit line, thus realizing storage and computing functionalities simultaneously within a single array. This significantly reduces the power consumption and time delay in data processing. Unfortunately, implementing general-purpose logic computations in large-scale memory arrays with CIM remains a challenge. This paper introduced a novel device concept, the programmable diode—a special type of memristor with a high switching window, ideally suited for memory arrays to reduce power consumption. A compact SPICE model was developed to enable circuit-level simulations in EDA tools. We also proposed a method to efficiently control the programmable diode for logic operations in memory arrays, and in this way, we constructed a parallel 8-bit full adder to verify the feasibility of the proposed method. Finally, based on the 8-bit full adder, we built a 5KB in-memory logic array capable of executing logic computations and simulated it using EDA tools. The simulation results demonstrated that the 5KB in-memory logic array can perform fundamental Boolean logic and arithmetic operations with high repeatability and parallelism, perfectly realizing the functionality of in-memory logic computation. Our work can provide a feasible scheme for realizing large-scale general logic computation systems based on CIM.","PeriodicalId":13210,"journal":{"name":"IEEE Journal of the Electron Devices Society","volume":null,"pages":null},"PeriodicalIF":2.0000,"publicationDate":"2024-09-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10674001","citationCount":"0","resultStr":"{\"title\":\"A Novel Parallel In-Memory Logic Array Based on Programmable Diodes\",\"authors\":\"Jiabao Ye;Junyu Zhu;Jifang Cao;Haoxiong Bi;Yong Ding;Bing Chen\",\"doi\":\"10.1109/JEDS.2024.3457021\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Computing-In-Memory (CIM) is widely applied in neural networks due to its unique capability to perform multiply-and-accumulate operations within a circuit array. This process directly obtains the current value through the product of voltage and conductance, accumulating it on the bit line, thus realizing storage and computing functionalities simultaneously within a single array. This significantly reduces the power consumption and time delay in data processing. Unfortunately, implementing general-purpose logic computations in large-scale memory arrays with CIM remains a challenge. This paper introduced a novel device concept, the programmable diode—a special type of memristor with a high switching window, ideally suited for memory arrays to reduce power consumption. A compact SPICE model was developed to enable circuit-level simulations in EDA tools. We also proposed a method to efficiently control the programmable diode for logic operations in memory arrays, and in this way, we constructed a parallel 8-bit full adder to verify the feasibility of the proposed method. Finally, based on the 8-bit full adder, we built a 5KB in-memory logic array capable of executing logic computations and simulated it using EDA tools. The simulation results demonstrated that the 5KB in-memory logic array can perform fundamental Boolean logic and arithmetic operations with high repeatability and parallelism, perfectly realizing the functionality of in-memory logic computation. Our work can provide a feasible scheme for realizing large-scale general logic computation systems based on CIM.\",\"PeriodicalId\":13210,\"journal\":{\"name\":\"IEEE Journal of the Electron Devices Society\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":2.0000,\"publicationDate\":\"2024-09-10\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=10674001\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"IEEE Journal of the Electron Devices Society\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://ieeexplore.ieee.org/document/10674001/\",\"RegionNum\":3,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"ENGINEERING, ELECTRICAL & ELECTRONIC\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Journal of the Electron Devices Society","FirstCategoryId":"5","ListUrlMain":"https://ieeexplore.ieee.org/document/10674001/","RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0

摘要

内存计算(CIM)因其在电路阵列中执行乘法和累加运算的独特能力而被广泛应用于神经网络。这一过程通过电压和电导的乘积直接获得电流值,并将其累加到位线上,从而在单个阵列中同时实现存储和计算功能。这大大降低了数据处理的功耗和时间延迟。遗憾的是,利用 CIM 在大规模存储器阵列中实现通用逻辑运算仍是一项挑战。本文介绍了一种新型器件概念--可编程二极管--一种具有高开关窗口的特殊类型忆阻器,非常适合用于降低功耗的存储器阵列。我们开发了一个紧凑的 SPICE 模型,以便在 EDA 工具中进行电路级仿真。我们还提出了一种在存储器阵列中有效控制可编程二极管进行逻辑运算的方法,并以此构建了一个并行 8 位全加法器来验证所提方法的可行性。最后,在 8 位全加法器的基础上,我们构建了一个能够执行逻辑运算的 5KB 内存逻辑阵列,并使用 EDA 工具对其进行了仿真。仿真结果表明,5KB 内存逻辑阵列能以高重复性和并行性执行基本的布尔逻辑和算术运算,完美地实现了内存逻辑运算的功能。我们的工作为实现基于 CIM 的大规模通用逻辑计算系统提供了可行方案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
A Novel Parallel In-Memory Logic Array Based on Programmable Diodes
Computing-In-Memory (CIM) is widely applied in neural networks due to its unique capability to perform multiply-and-accumulate operations within a circuit array. This process directly obtains the current value through the product of voltage and conductance, accumulating it on the bit line, thus realizing storage and computing functionalities simultaneously within a single array. This significantly reduces the power consumption and time delay in data processing. Unfortunately, implementing general-purpose logic computations in large-scale memory arrays with CIM remains a challenge. This paper introduced a novel device concept, the programmable diode—a special type of memristor with a high switching window, ideally suited for memory arrays to reduce power consumption. A compact SPICE model was developed to enable circuit-level simulations in EDA tools. We also proposed a method to efficiently control the programmable diode for logic operations in memory arrays, and in this way, we constructed a parallel 8-bit full adder to verify the feasibility of the proposed method. Finally, based on the 8-bit full adder, we built a 5KB in-memory logic array capable of executing logic computations and simulated it using EDA tools. The simulation results demonstrated that the 5KB in-memory logic array can perform fundamental Boolean logic and arithmetic operations with high repeatability and parallelism, perfectly realizing the functionality of in-memory logic computation. Our work can provide a feasible scheme for realizing large-scale general logic computation systems based on CIM.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
IEEE Journal of the Electron Devices Society
IEEE Journal of the Electron Devices Society Biochemistry, Genetics and Molecular Biology-Biotechnology
CiteScore
5.20
自引率
4.30%
发文量
124
审稿时长
9 weeks
期刊介绍: The IEEE Journal of the Electron Devices Society (J-EDS) is an open-access, fully electronic scientific journal publishing papers ranging from fundamental to applied research that are scientifically rigorous and relevant to electron devices. The J-EDS publishes original and significant contributions relating to the theory, modelling, design, performance, and reliability of electron and ion integrated circuit devices and interconnects, involving insulators, metals, organic materials, micro-plasmas, semiconductors, quantum-effect structures, vacuum devices, and emerging materials with applications in bioelectronics, biomedical electronics, computation, communications, displays, microelectromechanics, imaging, micro-actuators, nanodevices, optoelectronics, photovoltaics, power IC''s, and micro-sensors. Tutorial and review papers on these subjects are, also, published. And, occasionally special issues with a collection of papers on particular areas in more depth and breadth are, also, published. J-EDS publishes all papers that are judged to be technically valid and original.
期刊最新文献
Kr-Plasma Process for Conductance Control of MFSFET With FeND-HfO2 Gate Insulator Fully Integrated GaN-on-Silicon Power-Rail ESD Clamp Circuit Without Transient Leakage Current During Normal Power-on Operation Combining Intelligence With Rules for Device Modeling: Approximating the Behavior of AlGaN/GaN HEMTs Using a Hybrid Neural Network and Fuzzy Logic Inference System Impact of Strain on Sub-3 nm Gate-all-Around CMOS Logic Circuit Performance Using a Neural Compact Modeling Approach A Novel Parallel In-Memory Logic Array Based on Programmable Diodes
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1