journal article·2026-01-27Open access

Combinatorial Screening of Anodically Formed Ti–Hf Oxides for Interfacial Memristive Switching

Elena Atanasova, Alexey Minenkov, Andreas Greul, Achim Walter Hassel, Andrei Ionut Mardare

Abstract

High Resolution Image Download MS PowerPoint Slide This work presents an investigation of the memristive properties of anodically formed Ti–Hf mixed oxide fabricated from a simultaneously sputtered Ti–Hf combinatorial alloy library spanning 15–90 at.% Hf. The specimens exhibit electroforming-free, volatile, analog switching with strong self-rectification and compositional tunability. Electrical characterization revealed a systematic increase in the SET voltages and a corresponding decrease in the RESET voltages with increasing Hf content. Three distinct compositional regions were identified: Zone 1 (15–30 at.% Hf) showing excellent endurance (≥10 6 cycles) and moderate ON/OFF ratios, Zone 2 (30–50 at.% Hf) with high multilevel switching capabilities but poor endurance and stability, and Zone 3 (50–90 at.% Hf) with enhanced ON/OFF ratios and stable switching thresholds. Current conduction analysis confirmed Schottky emission in both high and low resistive states, in agreement with the interfacial switching characteristics revealed by the electrical performance of the devices. These results, supported by detailed structural and chemical characterization via high-resolution transmission electron microscopy techniques and X-ray photoelectron spectroscopy, demonstrate the prominent potential of using anodic Ti–Hf oxides for stable, tunable, and filament-free memristive devices with applications in analog switching for neuromorphic computing.
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Research context

OpenAlex topics: Advanced Memory and Neural Computing · Ferroelectric and Negative Capacitance Devices · Ferroelectric and Piezoelectric Materials

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Institute of Chemical Technology of Inorganic Materials, Johannes Kepler University Linz, Altenberger Straße 69, 4040 Linz, Austria

Christian Doppler Laboratory for Nanoscale Phase Transformations, Center for Surface and Nanoanalytics, Johannes Kepler University Linz, Altenberger Straße 69, 4040 Linz, Austria

Faculty of Medicine and Dentistry, Danube Private University, Steiner Landstraße 124, 3500 Krems an der Donau, Austria

National Institute for Lasers, Plasma and Radiation Physics, Atomistilor Straße 409, 077125 Magurele, Romania

Funding

Christian Doppler Forschungsgesellschaft · ?sterreichische Nationalstiftung f?r Forschung, Technologie und Entwicklung · Bundesministerium f?r Wirtschaft, Energie und Tourismus · Linz Institute of Technology

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