Symmetric pulse-enabled highly linear analog switching in ALD-grown HfO2/Ta2O5-based memristor for multi-level storage and synaptic applications

Analog memristors with multilevel cells are suitable for analog in-memory and neuromorphic applications. Herein, we report a 2-bit/cell complementary-metal-oxide-semiconductor (CMOS)-compatible HfO 2 /Ta 2 O 5 bilayer memristor with both TiN electrodes fabricated via single thermal atomic layer deposition at 300 °C. The fabricated devices exhibit stable bipolar switching characteristics distinguished between both low resistance state and the high resistance state with a P/E endurance of 10 5 WRITE cycles, as well as show better retention property beyond 10 4 s. The devices exhibited excellent uniformity in terms of low device-to-device (D2D) and low cycle-to-cycle (C2C) variation. Furthermore, analog switching responses are implemented with the pulse width from 2 ms to 500 µs, and the corresponding percentage change in the device resistance was measured. The results exhibit a significant change in the device resistance even at 500 µs, with an overall change in the device resistance in the range of 10%–17%. In addition, the performance of the devices has been verified for neuromorphic applications using the experimentally extracted data. The non-linearity of 0.07, including highly stable synaptic plasticity, has been achieved using symmetric pulses, making the devices compatible for designing an analog memristor-based neuromorphic computing system hardware.

Authors

Institutions

Publication Details

Journal
Frontiers in Nanotechnology
Published
2026-03-23
DOI
https://doi.org/10.3389/fnano.2026.1788527
Primary Topic
Advanced Memory and Neural Computing
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Symmetric pulse-enabled highly linear analog switching in ALD-grown HfO2/Ta2O5-based memristor for multi-level storage and synaptic applications

Parthasarathi Pal, Sanjay Kumar, Themis Prodromakis
Frontiers in Nanotechnology
Advanced Memory and Neural Computing
article

Symmetric pulse-enabled highly linear analog switching in ALD-grown HfO2/Ta2O5-based memristor for multi-level storage and synaptic applications

Parthasarathi Pal, Sanjay Kumar, Themis Prodromakis
article en

Abstract

Analog memristors with multilevel cells are suitable for analog in-memory and neuromorphic applications. Herein, we report a 2-bit/cell complementary-metal-oxide-semiconductor (CMOS)-compatible HfO 2 /Ta 2 O 5 bilayer memristor with both TiN electrodes fabricated via single thermal atomic layer deposition at 300 °C. The fabricated devices exhibit stable bipolar switching characteristics distinguished between both low resistance state and the high resistance state with a P/E endurance of 10 5 WRITE cycles, as well as show better retention property beyond 10 4 s. The devices exhibited excellent uniformity in terms of low device-to-device (D2D) and low cycle-to-cycle (C2C) variation. Furthermore, analog switching responses are implemented with the pulse width from 2 ms to 500 µs, and the corresponding percentage change in the device resistance was measured. The results exhibit a significant change in the device resistance even at 500 µs, with an overall change in the device resistance in the range of 10%–17%. In addition, the performance of the devices has been verified for neuromorphic applications using the experimentally extracted data. The non-linearity of 0.07, including highly stable synaptic plasticity, has been achieved using symmetric pulses, making the devices compatible for designing an analog memristor-based neuromorphic computing system hardware.

Frontiers in NanotechnologyVol. 8
Indian Institute of Technology Patna (IN), University of Edinburgh (GB)
Affordable and clean energy
Openalex Percentile: Top 12%
Advanced Memory and Neural Computing
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Symmetric pulse-enabled highly linear analog switching in ALD-grown HfO2/Ta2O5-based memristor for multi-level storage and synaptic applications — Parthasarathi Pal, Sanjay Kumar, et al. · Frontiers in Nanotechnology (2026) | TGRS Research Map | TGRS