Matches in SemOpenAlex for { <https://semopenalex.org/work/W4285411942> ?p ?o ?g. }
Showing items 1 to 93 of
93
with 100 items per page.
- W4285411942 endingPage "18" @default.
- W4285411942 startingPage "3" @default.
- W4285411942 abstract "Artificial neural networks (ANNs) have been extensively used for the description of problems arising from biological systems and for constructing neuromorphic computing models. The third generation of ANNs, namely, spiking neural networks (SNNs), inspired by biological neurons enable a more realistic mimicry of the human brain. A large class of the problems from these domains is characterized by the necessity to deal with the combination of neurons, spikes and synapses via integrate-and-fire neuron models. Motivated by important applications of the integrate-and-fire of neurons in neuromorphic computing for bio-medical studies, the main focus of the present work is on the analysis of the effects of additive and multiplicative types of random input currents together with a random refractory period on a leaky integrate-and-fire (LIF) synaptic conductance neuron model. Our analysis is carried out via Langevin stochastic dynamics in a numerical setting describing a cell membrane potential. We provide the details of the model, as well as representative numerical examples, and discuss the effects of noise on the time evolution of the membrane potential as well as the spiking activities of neurons in the LIF synaptic conductance model scrutinized here. Furthermore, our numerical results demonstrate that the presence of a random refractory period in the LIF synaptic conductance system may substantially influence an increased irregularity of spike trains of the output neuron." @default.
- W4285411942 created "2022-07-14" @default.
- W4285411942 creator A5003568868 @default.
- W4285411942 creator A5021987234 @default.
- W4285411942 date "2022-01-01" @default.
- W4285411942 modified "2023-09-23" @default.
- W4285411942 title "Effects of Noise on Leaky Integrate-and-Fire Neuron Models for Neuromorphic Computing Applications" @default.
- W4285411942 cites W1967313092 @default.
- W4285411942 cites W1969456244 @default.
- W4285411942 cites W1999868800 @default.
- W4285411942 cites W2020819324 @default.
- W4285411942 cites W2054895342 @default.
- W4285411942 cites W2109596721 @default.
- W4285411942 cites W2125516745 @default.
- W4285411942 cites W2131215403 @default.
- W4285411942 cites W2159171406 @default.
- W4285411942 cites W2160239507 @default.
- W4285411942 cites W2167876724 @default.
- W4285411942 cites W2744013291 @default.
- W4285411942 cites W2913500132 @default.
- W4285411942 cites W2950833128 @default.
- W4285411942 cites W2963424728 @default.
- W4285411942 cites W2995053202 @default.
- W4285411942 cites W3003305240 @default.
- W4285411942 cites W3025703747 @default.
- W4285411942 cites W3114250266 @default.
- W4285411942 cites W3118891173 @default.
- W4285411942 cites W3169281869 @default.
- W4285411942 cites W3185149102 @default.
- W4285411942 cites W3190686567 @default.
- W4285411942 cites W3204806626 @default.
- W4285411942 cites W3211704677 @default.
- W4285411942 cites W3217151447 @default.
- W4285411942 cites W4200468158 @default.
- W4285411942 cites W4231081240 @default.
- W4285411942 cites W4241499463 @default.
- W4285411942 doi "https://doi.org/10.1007/978-3-031-10522-7_1" @default.
- W4285411942 hasPublicationYear "2022" @default.
- W4285411942 type Work @default.
- W4285411942 citedByCount "0" @default.
- W4285411942 crossrefType "book-chapter" @default.
- W4285411942 hasAuthorship W4285411942A5003568868 @default.
- W4285411942 hasAuthorship W4285411942A5021987234 @default.
- W4285411942 hasBestOaLocation W42854119422 @default.
- W4285411942 hasConcept C115903868 @default.
- W4285411942 hasConcept C115961682 @default.
- W4285411942 hasConcept C11731999 @default.
- W4285411942 hasConcept C151927369 @default.
- W4285411942 hasConcept C154945302 @default.
- W4285411942 hasConcept C186060115 @default.
- W4285411942 hasConcept C186565885 @default.
- W4285411942 hasConcept C2776990819 @default.
- W4285411942 hasConcept C2781390188 @default.
- W4285411942 hasConcept C41008148 @default.
- W4285411942 hasConcept C50644808 @default.
- W4285411942 hasConcept C80444323 @default.
- W4285411942 hasConcept C86803240 @default.
- W4285411942 hasConcept C96011364 @default.
- W4285411942 hasConcept C99498987 @default.
- W4285411942 hasConceptScore W4285411942C115903868 @default.
- W4285411942 hasConceptScore W4285411942C115961682 @default.
- W4285411942 hasConceptScore W4285411942C11731999 @default.
- W4285411942 hasConceptScore W4285411942C151927369 @default.
- W4285411942 hasConceptScore W4285411942C154945302 @default.
- W4285411942 hasConceptScore W4285411942C186060115 @default.
- W4285411942 hasConceptScore W4285411942C186565885 @default.
- W4285411942 hasConceptScore W4285411942C2776990819 @default.
- W4285411942 hasConceptScore W4285411942C2781390188 @default.
- W4285411942 hasConceptScore W4285411942C41008148 @default.
- W4285411942 hasConceptScore W4285411942C50644808 @default.
- W4285411942 hasConceptScore W4285411942C80444323 @default.
- W4285411942 hasConceptScore W4285411942C86803240 @default.
- W4285411942 hasConceptScore W4285411942C96011364 @default.
- W4285411942 hasConceptScore W4285411942C99498987 @default.
- W4285411942 hasLocation W42854119421 @default.
- W4285411942 hasLocation W42854119422 @default.
- W4285411942 hasOpenAccess W4285411942 @default.
- W4285411942 hasPrimaryLocation W42854119421 @default.
- W4285411942 hasRelatedWork W2792380461 @default.
- W4285411942 hasRelatedWork W2964185124 @default.
- W4285411942 hasRelatedWork W2999805574 @default.
- W4285411942 hasRelatedWork W3162939457 @default.
- W4285411942 hasRelatedWork W4226054269 @default.
- W4285411942 hasRelatedWork W4281391548 @default.
- W4285411942 hasRelatedWork W4283011525 @default.
- W4285411942 hasRelatedWork W4285411942 @default.
- W4285411942 hasRelatedWork W4294786480 @default.
- W4285411942 hasRelatedWork W4318262282 @default.
- W4285411942 isParatext "false" @default.
- W4285411942 isRetracted "false" @default.
- W4285411942 workType "book-chapter" @default.