Spiking Flip-Flop Memory in Resonant Tunneling Diode Neurons
We report a spiking flip-flop memory mechanism that allows controllably switching between neural-like excitable spike-firing and quiescent dynamics in a resonant tunneling diode (RTD) neuron under low-amplitude (<150 mV pulses) and high-speed (ns rate) inputs pulses. We also show that the timing of the set-reset input pulses is critical to elicit switching responses between spiking and quiescent regimes in the system. The demonstrated flip-flop spiking memory, in which spiking regimes can be controllably excited, stored, and inhibited in RTD neurons via specific low-amplitude, high-speed signals (delivered at proper time instants) offers high promise for RTD-based spiking neural networks, with the potential to be extended further to optoelectronic implementations where RTD neurons and RTD memory elements are deployed alongside for fast and efficient photonic-electronic neuromorphic computing and artificial intelligence hardware.
Authors
- J. M. L. Figueiredo (ORCID: https://orcid.org/0000-0001-5668-7073)
- Bruno Romeira (ORCID: https://orcid.org/0000-0002-1485-6665)
- Joshua Robertson (ORCID: https://orcid.org/0000-0001-6316-5265)
- Ekaterina Malysheva (ORCID: https://orcid.org/0009-0003-9751-5480)
- Antonio Hurtado (ORCID: https://orcid.org/0000-0002-4448-9034)
- Giovanni Donati (ORCID: https://orcid.org/0000-0001-6156-8394)
- Andrew Adair
- Victor Dolores-Calzadilla (ORCID: https://orcid.org/0000-0001-9774-1574)
- Dafydd Owen-Newns (ORCID: https://orcid.org/0000-0001-6592-8465)
Institutions
- University of Lisbon (PT)
- University of Strathclyde (GB)
- International Iberian Nanotechnology Laboratory (PT)
- Eindhoven University of Technology (NL)
Publication Details
- Journal
- Physical Review Letters
- Published
- 2024-12-24
- DOI
- https://doi.org/10.1103/physrevlett.133.267301
- Citations
- 4
- Primary Topic
- Advanced Memory and Neural Computing
- Type
- article
- Field-Weighted Citation Impact
- 0.83
Funders
- UK Research and Innovation
- Engineering and Physical Sciences Research Council
- Fundação para a Ciência e a Tecnologia