S. Dutta, H. Ye, W. Chakraborty, Y. Luo, M. Jose, B. Grisafe, A. Khanna, I. Lightcap, S. Shinde, S. Yu, S. Datta
{"title":"用于加速内存中计算的高耐用多比特铁电场效应管单片三维集成","authors":"S. Dutta, H. Ye, W. Chakraborty, Y. Luo, M. Jose, B. Grisafe, A. Khanna, I. Lightcap, S. Shinde, S. Yu, S. Datta","doi":"10.1109/IEDM13553.2020.9371974","DOIUrl":null,"url":null,"abstract":"We demonstrate, for the first time, monolithic 3D (M3D) integration of back-end-of-line (BEOL) compatible Hf0.5Zr0.5O2 (HZO) ferroelectric FET (FeFET) with front-end-of-line (FEOL) high-k/metal gate (HKMG) Si-NMOS. We use low thermal budget (<4000C) processing to integrate HZO with 1% Tungsten (W)-doped amorphous In2O3 (IWO) semiconducting oxide channel and demonstrate high remnant polarization charge density 2PR, of 40μC/cm2 reliable with switching characteristics. We report (a) read memory window of 0.45V in ultra-scaled 20nm channel length IWO FeFET, (b) write speed of 100ns, and (c) write endurance >108 cycle. We further demonstrate a 2bit/cell synaptic weight cell with well separated conductance states. System-level analysis of compute-in-memory (CIM) accelerators for performing inference on CIFAR-10 image dataset using VGG-8 model shows that 22nm BEOL FeFET achieves 3× higher energy-efficiency than 7nm SRAM while occupying a smaller memory array area due to area folding enabled by M3D architecture.","PeriodicalId":415186,"journal":{"name":"2020 IEEE International Electron Devices Meeting (IEDM)","volume":"18 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"38","resultStr":"{\"title\":\"Monolithic 3D Integration of High Endurance Multi-Bit Ferroelectric FET for Accelerating Compute-In-Memory\",\"authors\":\"S. Dutta, H. Ye, W. Chakraborty, Y. Luo, M. Jose, B. Grisafe, A. Khanna, I. Lightcap, S. Shinde, S. Yu, S. Datta\",\"doi\":\"10.1109/IEDM13553.2020.9371974\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"We demonstrate, for the first time, monolithic 3D (M3D) integration of back-end-of-line (BEOL) compatible Hf0.5Zr0.5O2 (HZO) ferroelectric FET (FeFET) with front-end-of-line (FEOL) high-k/metal gate (HKMG) Si-NMOS. We use low thermal budget (<4000C) processing to integrate HZO with 1% Tungsten (W)-doped amorphous In2O3 (IWO) semiconducting oxide channel and demonstrate high remnant polarization charge density 2PR, of 40μC/cm2 reliable with switching characteristics. We report (a) read memory window of 0.45V in ultra-scaled 20nm channel length IWO FeFET, (b) write speed of 100ns, and (c) write endurance >108 cycle. We further demonstrate a 2bit/cell synaptic weight cell with well separated conductance states. System-level analysis of compute-in-memory (CIM) accelerators for performing inference on CIFAR-10 image dataset using VGG-8 model shows that 22nm BEOL FeFET achieves 3× higher energy-efficiency than 7nm SRAM while occupying a smaller memory array area due to area folding enabled by M3D architecture.\",\"PeriodicalId\":415186,\"journal\":{\"name\":\"2020 IEEE International Electron Devices Meeting (IEDM)\",\"volume\":\"18 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-12-12\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"38\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2020 IEEE International Electron Devices Meeting (IEDM)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/IEDM13553.2020.9371974\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 IEEE International Electron Devices Meeting (IEDM)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IEDM13553.2020.9371974","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Monolithic 3D Integration of High Endurance Multi-Bit Ferroelectric FET for Accelerating Compute-In-Memory
We demonstrate, for the first time, monolithic 3D (M3D) integration of back-end-of-line (BEOL) compatible Hf0.5Zr0.5O2 (HZO) ferroelectric FET (FeFET) with front-end-of-line (FEOL) high-k/metal gate (HKMG) Si-NMOS. We use low thermal budget (<4000C) processing to integrate HZO with 1% Tungsten (W)-doped amorphous In2O3 (IWO) semiconducting oxide channel and demonstrate high remnant polarization charge density 2PR, of 40μC/cm2 reliable with switching characteristics. We report (a) read memory window of 0.45V in ultra-scaled 20nm channel length IWO FeFET, (b) write speed of 100ns, and (c) write endurance >108 cycle. We further demonstrate a 2bit/cell synaptic weight cell with well separated conductance states. System-level analysis of compute-in-memory (CIM) accelerators for performing inference on CIFAR-10 image dataset using VGG-8 model shows that 22nm BEOL FeFET achieves 3× higher energy-efficiency than 7nm SRAM while occupying a smaller memory array area due to area folding enabled by M3D architecture.