Related Experiment Video
Updated: Aug 5, 2026

08:07
Assembly and Characterization of Biomolecular Memristors Consisting of Ion Channel-doped Lipid Membranes
Published on: March 9, 2019
Ionic Pathways to Neuromorphic Function: Direct Visualization of Oxygen Migration in Interface Synaptic Memristive
Atif Jan1,2, Babak Bakhit1,3, Judith MacManus-Driscoll1
1Department of Materials Science and Metallurgy, University of Cambridge, Cambridge CB3 0FS, UK.
ACS Applied Materials & Interfaces
|July 27, 2026
Summary
Engineered HfO2 memristors with co-doping and tailored interfaces exhibit stable, high-performance neuromorphic computing. This study visualizes ionic motion, linking defect engineering to controllable synaptic plasticity and device endurance.
Area of Science:
- Materials Science
- Neuroscience
- Electrical Engineering
Background:
- Neuromorphic computing aims to replicate biological synapse efficiency.
- Understanding atomic-scale ionic mechanisms in synaptic devices is crucial but underexplored.
- Oxygen migration in oxide resistive switching devices controls conductance but is difficult to visualize.
Purpose of the Study:
- To investigate the atomic-scale ionic mechanisms in HfO2-based memristors for neuromorphic applications.
- To demonstrate how co-doping and engineered interfaces enhance memristor performance and stability.
- To establish a direct link between ionic motion, defect engineering, and neuromorphic functionality.
Main Methods:
- Fabrication of co-doped HfO2 memristors with engineered oxide-metal interfaces.
- In-operando optical spectroscopies (Raman, photoluminescence, dark-field) for cycle-resolved visualization of ionic dynamics.
- Correlation of electrical performance with spectroscopic signatures.
Main Results:
- Co-doped HfO2 devices function as p-n-like memristors with reversible interfacial ionic motion.
- Engineered interfaces and co-doping stabilize oxygen vacancies and facilitate migration, enabling tunable conductance states.
- Direct visualization confirmed the link between defect engineering, ionic motion, and synaptic plasticity.
Conclusions:
- Co-doping and interface engineering are effective strategies for creating high-performance, stable oxide memristors.
- This work provides the first direct, cycle-resolved evidence of controllable ionic motion driving neuromorphic functionality.
- The findings offer a generalizable approach for designing high-endurance, optically trackable memristive devices.

