Thermally Driven Multilevel Non-Volatile Memory with Monolayer MoS2 for Brain-Inspired Artificial Learning

被引:29
作者
Mallik, Sameer Kumar [1 ,2 ]
Padhan, Roshan [1 ,2 ]
Sahu, Mousam Charan [1 ,2 ]
Roy, Suman [1 ,2 ]
Pradhan, Gopal K. [3 ]
Sahoo, Prasana Kumar [4 ]
Dash, Saroj Prasad [5 ]
Sahoo, Satyaprakash [1 ,2 ]
机构
[1] Inst Phys, Lab Low Dimens Mat, Bhubaneswar 751005, India
[2] Homi Bhabha Natl Inst, Mumbai 400094, India
[3] KIIT Deemed Univ, Sch Appl Sci, Dept Phys, Bhubaneswar 751024, Odisha, India
[4] Indian Inst Technol Kharagpur, Mat Sci Ctr, Quantum Mat & Device Res Lab, Kharagpur 721302, West Bengal, India
[5] Chalmers Univ Technol, Dept Microtechnol & Nanosci, Quantum Device Phys Lab, S-41296 Gothenburg, Sweden
关键词
high-temperature transport; reverse hysteresis; monolayer MoS2 transistors; multilevel non-volatilememory; neuromorphic computing; HYSTERESIS; TRANSISTORS;
D O I
10.1021/acsami.3c06336
中图分类号
TB3 [工程材料学];
学科分类号
0805 ; 080502 ;
摘要
Thedemands of modern electronic components require advanced computingplatforms for efficient information processing to realize in-memoryoperations with a high density of data storage capabilities towarddeveloping alternatives to von Neumann architectures. Herein, we demonstratethe multifunctionality of monolayer MoS2 memtransistors,which can be used as a high-geared intrinsic transistor at room temperature;however, at a high temperature (>350 K), they exhibit synapticmultilevelmemory operations. The temperature-dependent memory mechanism is governedby interfacial physics, which solely depends on the gate field modulatedion dynamics and charge transfer at the MoS2/dielectricinterface. We have proposed a non-volatile memory application usinga single Field Effect Transistor (FET) device where thermal energycan be ventured to aid the memory functions with multilevel (3-bit)storage capabilities. Furthermore, our devices exhibit linear andsymmetry in conductance weight updates when subjected to electricalpotentiation and depression. This feature has enabled us to attaina high classification accuracy while training and testing the ModifiedNational Institute of Standards and Technology datasets through artificialneural network simulation. This work paves the way toward reliabledata processing and storage using 2D semiconductors with high-packingdensity arrays for brain-inspired artificial learning.
引用
收藏
页码:36527 / 36538
页数:12
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