Source abstract
Abstract
Combining the intrinsic superiorities of two-dimensional materials and the emerging demand for neuromorphic computing, two-dimensional memristors have achieved huge advances in materials exploration and synaptic functionality emulation. However, their neuromorphic applications are still in the early stage since digital memristive behaviors for most of them are inconsistent with gradual biological synaptic plasticity. Here, we developed a simple approach to realize analog and thermal tunable memristive behaviors by introducing sulfur vacancies in CVD-grown In 2 Se 3 nanoflakes through secondary sulfurization treatment. The density functional theory and ab initio molecular dynamics simulations confirm that sulfurized and defective In 2 Se 3 can remain thermal stability at elevated temperatures up to 550 K. Therefore, we systematically investigated the temperature-dependent analog and tunable memristive behaviors and realized linear weight update with ultrawide dynamic range in sulfurized In 2 Se 3 at high temperatures. The developed memristive device successfully emulates bio-realistic synaptic functionalities including transformation from short- to long-term plasticity, paired-pulse facilitation, posttetanic potentiation, spike-amplitude-dependent plasticity, spike-rate-dependent plasticity, and spike-time-dependent plasticity effects. It is unveiled that the formation energy of sulfur vacancy is greatly smaller than that of selenium, while their roughly same migration barriers can be modulated by electric field and temperature. Therefore, we put forward that the applied electric field can mediate vacancy migration in the sulfurized In 2 Se 3 to gradually regulate the conductance, thereby realizing the emulation of synaptic plasticity. This work provides a promising approach to designing bio-plausible memristive devices for robust neuromorphic applications at high temperatures.
Source: openalex_inverted_index · Quality: baseline
Affiliations
School of Optoelectronic Engineering and Instrumentation Science, Dalian University of Technology, No. 2, Linggong Rd, 116024 Dalian, Liaoning Province, China
State Key Laboratory of Bioelectronics, School of Biological Science and Medical Engineering, Southeast University, 210096 Nanjing, Jiangsu Province, China
School of Microelectronics, Center for Semiconductor Sensors and Integrated Microsystem, Dalian University of Technology, No. 2, Linggong Rd, 116024 Dalian, Liaoning Province, China
Funding
National Key Research and Development Program of China · Fundamental Research Funds for the Central Universities · National Natural Science Foundation of China