Physical Reservoir Based on a Leaky-FeFET Using the Temporal Memory Effect

In this work, a leaky-Ferroelectric Field Effect Transistor (FeFET) neuron is introduced as a physical reservoir in a reservoir computing scheme. Compared to a conventional FeFET reservoir control sample, which did not show leaky behavior, the proposed leaky-FeFET neuron-based physical reservoir exh...

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Veröffentlicht in:IEEE electron device letters 2024-01, Vol.45 (1), p.108-111
Hauptverfasser: Lee, Gyusoup, Kang, Changyeon, Kim, Seongho, Park, Youngkeun, Shin, Eui Joong, Cho, Byung Jin
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Sprache:eng
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Zusammenfassung:In this work, a leaky-Ferroelectric Field Effect Transistor (FeFET) neuron is introduced as a physical reservoir in a reservoir computing scheme. Compared to a conventional FeFET reservoir control sample, which did not show leaky behavior, the proposed leaky-FeFET neuron-based physical reservoir exhibited 78.6% and 62.9% improvements in memory capacity for Short Term Memory (STM) and Parity Check (PC) tasks, respectively. The improvements are attributed to the temporal memory effect induced by the leaky-integrating neuronal behavior, which originates from the retention degradation of the FeFET.
ISSN:0741-3106
1558-0563
DOI:10.1109/LED.2023.3335142