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Article
Journal of
Nanoscience and Nanotechnology
Vol. 18, 7912–7916, 2018
www.aspbs.com/jnn
Ag/TiO
2
NPs/TiO
2
TF/Si Based Non-Volatile Memristor
Device for Neuromorphic Computing Applications
Shubhro Chakrabartty
1
, Sandeep Kumar
2
, Hanjung Song
2 ∗
, and Minhyon Jeon
2
1
Department of Electronics and Communication Engineering, National Institute of Technology Goa, Goa 403401, India
2
Department of Nanoscience and Engineering, Centre for Nano Manufacturing, INJE University Gimhae, 50834, Republic of Korea
Memristor device is a very promising emerging component for a revolution of the memory and com-
puting applications in the recent years. It could be enhancing the field of artificial intelligence and
helping the patients, suffering from various kinds of autism disorders, as well as in neuromorphic
computing, neural networks, etc. This research article proposes fabricated non-volatile memristor
device for neuromorphic computing applications. The demonstrate memory is based on Ag/TiO
2
NPs/TiO
2
TF/Si layers’ structure and achieves better conductivity and storage capacity, which could
improve the performance of the neuromorphic computing as compared to conventional ones. The
fabrication method of the proposed multi-layer memristor is examine with well precise techniques,
which overcome the previous challenges. The surface morphology of the device is analysed by
field emission gun scanning electron microscopy (FEGSEM) and Energy dispersive X-ray system.
The rise time (Tr) of 2.5 s and fall time (Tf) of 3 s are demonstrated under ON/OFF white light
illumination. While X-ray diffraction depicted that titanium dioxide nano particle, (TiO
2
NPs) are crys-
talline in nature. Moreover, Photoluminescence and Raman analysis justify crystalline nature also
and increasing oxygen vacancies concentration with the heating effect of TiO
2
NPs. The electrical
analysis reveals the driving mechanism under different sweeping voltages during SET and RESET
resulting in low resistance state (‘ON’). Finally, capacitance-voltage characteristic of the proposed
memory device shows excellent charge storage capacity within the dynamic range of operation.
Keywords: Titanium Dioxide Thin Film (TiO
2
TF), Titanium Dioxide Nano Particles (TiO
2
NPs),
Memristor Devices, Neuromorphic Computing.
1. INTRODUCTION
Nowadays resistive switching non-volatile memory (RSM)
devices initiated new research avenue in the field of
the semiconductor industry with an expansive spectrum
of possible mechanisms.
1–4
The ardent qualities fascinate
to researchers have shown interest in non-volatile mem-
ory because they are simple composition and compatible
processing with predictable complementary metal-oxide-
semiconductor (CMOS) fabrication.
5 6
While two terminal
devices such as memristor etc. are extensively explored
its characteristics towards oxides, metal oxides, organic
polymers and solid electrolytes
7–9
and these turned out to
be next-generation solutions for the problem of scaling
existing semiconductor memories such as flash to smaller
dimensions.
10
Still mostly silicon (Si) and germanium (Ge)
semiconductors are used to fabricate the memory devices
∗
Author to whom correspondence should be addressed.
due to their sensitivity towards the thermal process but
they are limiting the performance of storage device.
11–13
Titanium dioxide is a ubiquitous compound and covered
several sectors such as photocatalyst, solar cell, superca-
pacitors and energy storage device.
14
For a couple of years,
TiO
2
has proven to be the most promising candidate for
various applications such as RRAM, memristors, recon-
figurable analog integrated circuits, neuromorphic comput-
ing etc.
15–22
Most of the research groups extensively used
metal nano particles such as Pt,
23
Cu,
24
Au
25
on the TiO
2
film which increases the oxygen-related defect states for
memory storage applications. However, on the long run,
it could not meet the necessary requirements. In order to
prevent degrade the performance of parent device, mem-
ory with oxide thin film covered by metal NPs are now
replaced by metal oxide NPs.
26
In this work, two layers of TiO
2
TF/TiO
2
NPs are pre-
pared on the n-type Si substrate with Ag top electrode.
7912 J. Nanosci. Nanotechnol. 2018, Vol. 18, No. 11 1533-4880/2018/18/7912/005 doi:10.1166/jnn.2018.15556