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 |
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Format: | Artikel |
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. |
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ISSN: | 0741-3106 1558-0563 |
DOI: | 10.1109/LED.2023.3335142 |