Neuronal synapse as a memristor: Modeling pair- and triplet-based STDP rule
Publikation: Beitrag in Fachzeitschrift › Forschungsartikel › Beigetragen › Begutachtung
Beitragende
Abstract
We propose a new memristive model for the neuronal synapse based on the spike-timing-dependent plasticity (STDP) protocol, considering both long-term and short-term plasticity in the synapse. Higher-order behavior is modeled by a memristor with adaptive thresholds, which realizes the well-established suppression principle of Froemke. We assume a mechanism of variable thresholds adapting to synaptic potentiation (LTP) and depression (LTD), which reproduces the refractory time in the weight modification. The corresponding dynamical process is governed by a set of ordinary differential equations. Interestingly, the Froemke's model and our memristive model, based on two completely different mechanisms, are found to be quantitatively equivalent for the 'pre-post-pre' case and 'post-pre-post' case. A relation of the adaptive thresholds to short-term plasticity is addressed.
Details
| Originalsprache | Englisch |
|---|---|
| Aufsatznummer | 6840862 |
| Seiten (von - bis) | 87-95 |
| Seitenumfang | 9 |
| Fachzeitschrift | IEEE transactions on biomedical circuits and systems |
| Jahrgang | 9 |
| Ausgabenummer | 1 |
| Publikationsstatus | Veröffentlicht - 1 Feb. 2015 |
| Peer-Review-Status | Ja |
Externe IDs
| PubMed | 24960611 |
|---|---|
| ORCID | /0000-0001-7436-0103/work/172566306 |
Schlagworte
ASJC Scopus Sachgebiete
Schlagwörter
- Memristor, neuromorphic system, spike-timing-dependent plasticity (STDP)