Collaborative Research: SHF: Small: RUI: CMOS+X: Honey-ReRAM Enabled 3D Neuromorphic Accelerator

合作研究：SHF：小型：RUI：CMOS X：Honey-ReRAM 支持的 3D 神经形态加速器

• 批准号: 2247342
• 负责人: Feng Zhao
• 金额: $ 30万
• 依托单位: Washington State University
• 依托单位国家: 美国
• 项目类别: Standard Grant
• 财政年份: 2023
• 资助国家: 美国
• 起止时间: 2023-10-01 至 2026-09-30
• 项目状态: 未结题
• 来源: https://www.nsf.gov/awardsearch/showAward?AWD_ID=2247342&HistoricalAwards=false
• 关键词: Collaborative; Research; SHF; Small; RUI

Current computing systems are facing significant challenges including extremely high energy demand, tremendous consumption of nonrenewable materials, environmental and health issues by electronic waste, and lack of technologies to improve system performance by integration of complementary metal oxide semiconductor (CMOS) microchips with emerging device technologies (denoted X) – “CMOS+X”. This project will address these challenges by exploring an innovative technology to integrate CMOS periphery circuits with a novel memory technology - natural organic honey based resistive switching random access memory (honey-ReRAM) for a new brain-inspired neuromorphic computing system. The prototyped “CMOS + honey-ReRAM” computing system is promising to promote high performance, energy efficient, and sustainable in-memory computing capability for many high impact domains such as engineering, social science, national health, and defense. In addition, the proposed education activities offer unique training opportunities for underrepresented researchers including female, African American, and Native American students.This project targets to explore innovations in device fabrication and system integration technologies to optimize honey-ReRAM devices, establish the feasibility of 3D integration of CMOS circuits with honey-ReRAM arrays, and prototype a CMOS + honey-ReRAM enabled neuromorphic accelerator, an essential neural network hardware component for data processing in a vast range of devices in computing and artificial intelligence. The honey-ReRAM will have highly reproducible memory characteristics, thermal stability, long-term reliability, low-cost, as well as being sustainable. The honey ReRAM will also utilize an eco-friendly synthesis process and device manufacture. A novel three-dimensional (3D) architecture and fabrication technology with a formal design flow will be developed to ensure the compatibility of combining CMOS circuitry with honey-ReRAM arrays by a heterogeneous integration on the microchip. Furthermore, this research will provide a solution to the incompatibility problem in the integration between CMOS and X and effectively accelerate the development and application of CMOS+X technologies for system-level improvements in computing.This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.

当前的计算系统正面临着巨大的挑战，包括极高的能源需求，大量的不可再生材料的消耗，电子垃圾带来的环境和健康问题，以及缺乏通过将互补金属氧化物半导体(CMOS)微芯片与新兴器件技术(表示为X)集成来提高系统性能的技术--“CMOS+X”。该项目将通过探索一种创新技术，将CMOS外围电路与一种新的存储技术-天然有机蜂蜜阻性开关随机存取存储器(HONEY-ReRAM)-集成在一起，以应对这些挑战，以用于新的大脑启发的神经形态计算系统。该原型系统有望为工程、社会科学、国民健康、国防等高影响领域提升高性能、高能效、可持续的内存计算能力。此外，拟议的教育活动为未被充分代表的研究人员提供了独特的培训机会，包括女性、非裔美国人和美国原住民学生。该项目的目标是探索器件制造和系统集成技术的创新，以优化HONEY-ReRAM器件，建立与HONE-ReRAM阵列3D集成的可行性，并原型支持CMOS+HONE-ReRAM的神经形态加速器，这是计算和人工智能中广泛设备中数据处理的关键神经网络硬件组件。蜂蜜-ReRAM将具有高度可重复性的存储特性、热稳定性、长期可靠性、低成本以及可持续发展。蜂蜜ReRAM还将采用环保的合成工艺和设备制造。开发了一种具有正式设计流程的新型三维(3D)体系结构和制造工艺，以确保通过在微芯片上进行异质集成来将CMOS电路与Honest-ReRAM阵列相结合的兼容性。此外，这项研究将提供一种解决CMOS和X集成中的不兼容问题的解决方案，并有效地加速用于系统级计算改进的CMOS+X技术的开发和应用。该奖项反映了NSF的法定使命，并通过使用基金会的智力优势和更广泛的影响审查标准进行评估，被认为值得支持。