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Synaptic plasticity, metaplasticity and memory effects in hybrid organic-inorganic bismuth-based materials
Tomasz Mazur1, Piotr Zawal, Konrad Szaciłowski
1Academic Centre for Materials and Nanotechnology AGH University of Science and Technology al. A. Mickiewicza 30, 30-059 Kraków, Poland. tmazur@agh.edu.pl zawal@agh.edu.pl szacilow@agh.edu.pl.
Abstract:
Since the discovery of memristors, their application in computing systems utilizing multivalued logic and a neuromimetic approach is of great interest. A thin film device made of methylammonium bismuth iodide exhibits a wide variety of neuromorphic effects simultaneously, and is thus able to mimic synaptic behaviour and learning phenomena. Standard learning protocols, such as spike-timing dependent plasticity and spike-rate dependent plasticity might be further modulated via metaplasticity in order to amplify or alter changes in the synaptic weight. Moreover, transfer of information from short-term to long-term memory is observed. These effects show that the diversity of functions of memristive devices can be strongly affected by the pre-treatment of the sample. Modulation of the resistive switching amplitude is of great importance for the application of memristive elements in computational applications, as additional sub-states might be utilized in multi-valued logic systems and metaplasticity and memory consolidation will contribute to the development of more efficient bioinspired computational schemes.
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