Mimicking the Synaptic Weights and Human Forgetting Curve Using Hydrothermally Grown Nanostructured CuO Memristor Device

被引:26
|
作者
Dongale, T. D. [1 ]
Pawar, P. S. [1 ]
Tikke, R. S. [1 ]
Mullani, N. B. [1 ]
Patil, V. B. [1 ]
Teli, A. M. [2 ]
Khot, K. V. [3 ,4 ]
Mohite, S. V. [2 ]
Bagade, A. A. [2 ]
Kumbhar, V. S. [2 ]
Rajpure, K. Y. [2 ]
Bhosale, P. N. [3 ]
Kamat, R. K. [5 ]
Patil, P. S. [2 ]
机构
[1] Shivaji Univ, Sch Nanosci & Biotechnol, Computat Elect & Nanosci Res Lab, Kolhapur 416004, Maharashtra, India
[2] Shivaji Univ, Dept Phys, Kolhapur 416004, Maharashtra, India
[3] Shivaji Univ, Dept Chem, Kolhapur 416004, Maharashtra, India
[4] Sharad Inst Technol, Coll Engn, Yadrav 416115, India
[5] Shivaji Univ, Dept Elect, Kolhapur 416004, Maharashtra, India
关键词
Memristor; Synapse; Neuromorphic Computing; Copper Oxide; Thin Film; Hydrothermal Method; OXIDE;
D O I
10.1166/jnn.2018.14264
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
In the present investigation, we have fabricated copper oxide (CuO) thin film memristor by employing a hydrothermal method for neuromorphic application. The X-ray diffraction pattern confirms the films are polycrystalline in nature with the monoclinic crystal structure. The developed devices show analog memory and synaptic property similar to biological neuron. The size dependent synaptic behavior is investigated for as-prepared and annealed CuO memristor. The results suggested that the magnitude of synaptic weights and resistive switching voltages are dependent on the thickness of the active layer. Synaptic weights are improved in the case of the as-prepared device whereas they are inferior for annealed CuO memristor. The rectifying property similar to a biological neuron is observed only for the as-prepared device, which suggested that as-prepared devices have better computational and learning capabilities than annealed CuO memristor. Moreover, the retention loss of the CuO memristor is in good agreement with the forgetting curve of human memory. The results suggested that hydrothermally grown CuO thin film memristor is a potential candidate for the neuromorphic device development.
引用
收藏
页码:984 / 991
页数:8
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  • [1] Bio-mimicking the synaptic weights, analog memory, and forgetting effect using spray deposited WO3 memristor device
    Dongale, T. D.
    Mohite, S. V.
    Bagade, A. A.
    Kamat, R. K.
    Rajpure, K. Y.
    [J]. MICROELECTRONIC ENGINEERING, 2017, 183 : 12 - 18