摘要
得益于铁电材料的非易失性和快速擦写,铁电突触晶体管(FST)在神经形态计算应用中很有前景.然而,在低能耗下同时实现大电导动态范围(G_(max)/G_(min))和多级有效电导态仍是一个挑战.在此,本文首次提出了由铁电Hf_(0.5)Zr_(0.5)O_(2)(HZO)栅介质结合溶液处理的氧化铟(In_(2)O_(3))突触晶体管以解决上述问题.通过精细调控的铁电相以及对铁电体和铁电/半导体界面的电荷注入良好抑制,实现了优异的突触特性.在每个尖峰事件490 fJ的低能耗下,该FST成功模拟了高达101个有效电导状态的长时程增强/抑制(LTP/D),且具有大电导动态范围(G_(max)/G_(min)=32.2)和优异耐久性(>1000个循环).此外,模拟实现了96.5%的手写数字识别准确率,这是现有报道的FST的最高记录.这项工作为开发低成本、高性能和节能的铁电突触晶体管提供了一条新途径.
Benefiting from the nonvolatile and fast programming operations of ferroelectric materials,ferroelectric synaptic transistors(FSTs)are promising in neuromorphic computing.However,it is challenging to realize conductance with a large dynamic range(G_(max)/G_(min))and multilevel states simultaneously under low energy consumption.Here,solution-processed indium oxide(In_(2)O_(3))synaptic transistors gated by ferroelectric Hf_(0.5)Zr_(0.5)O_(2)(HZO)are proposed for the first time to address the above problems.Excellent synaptic characteristics were realized through the delicately regulated ferroelectric phase and good inhibition of charge injection in ferroelectric bulk and ferroelectric/semiconductor interface.Long-term potentiation/depression(LTP/D)up to 101 effective conductance states and excellent endurance(1000 cycles)with large G_(max)/G_(min)=32.2 were successfully mimicked under a low energy consumption of 490 fJ per spike event.Besides,the simulation achieved 96.5%recognition accuracy of handwriting digit,which is the highest record for existing FSTs.This work provides a new pathway for developing low-cost,high-performance,and energy-efficient FSTs.
作者
罗春来
张岩
帅文韬
贺可心
李明
陶瑞强
陈德扬
樊贞
张斌
周小元
戴吉岩
周国富
陆旭兵
刘俊明
Chunlai Luo;Yan Zhang;Wentao Shuai;Kexin He;Ming Li;Ruiqiang Tao;Deyang Chen;Zhen Fan;Bin Zhang;Xiaoyuan Zhou;Ji-Yan Dai;Guofu Zhou;Xubing Lu;Jun-Ming Liu(Institute for Advanced Materials,Guangdong Provincial Key Laboratory of Optical Information Materials and Technology,South China Academy of Advanced Optoelectronics,South China Normal University,Guangzhou 510006,China;College of Physics and Analytical and Testing Center,Chongqing University,Chongqing 401331,China;Department of Applied Physics,The Hong Kong Polytechnic University,Hong Kong,China;Guangdong Provincial Key Laboratory of Optical Information Materials and Technology and Institute of Electronic Paper Displays,South China Academy of Advanced Optoelectronics,South China Normal University,Guangzhou 510006,China;Laboratory of Solid State Microstructures and Innovation Center of Advanced Microstructures,Nanjing University,Nanjing 210093,China)
基金
supported by the National Natural Science Foundation of China(62174059,52250281 and 91963102)
the Hong Kong Research Grant Council(15300619)
the Science and Technology Projects in Guangzhou(202201000008)
Guangdong Science and Technology Project-International Cooperation(2021A0505030064)
Guangdong Provincial Key Laboratory of Optical Information Materials and Technology(2017B030301007)
the Joint Funds of Basic and Applied Basic Research Foundation of Guangdong Province(2019A1515110605)。
关键词
动态范围
半导体界面
电荷注入
栅介质
氧化铟
非易失性
铁电材料
电突触
ferroelectric synaptic transistor
ferroelectric Hf_(0.5)Zr_(0.5)O_(2)
conductance dynamic-range
multilevel states
oxide semiconductor