SIAM Review · 2008 · 55 citations · 22 references
Deterministic Dynamical SystemSpiking ModelsNeurodynamicsComputational NeuroscienceState-dependent Impulsive ForcingDiscrete Dynamical SystemDirac Delta FunctionsNeuronal NetworkNeuroscienceDiscrete DynamicSymbolic DynamicDifferential EquationsBrain ModelingSocial SciencesImpulsive System
We illustrate the problems that can arise in writing differential equations that include Dirac delta functions to model equations with state-dependent impulsive forcing. Specifically, difficulties arise in the interpretation of the products of distributions with discontinuous functions. We suggest several methods to resolve these ambiguities, such as using limiting sequences and asymptotic analysis, with applications of the results given for discrete maps. These suggestions are applied to a popular model describing synaptic connections in the brain.
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F. H. Jackson · American Journal of Mathematics · 1910 · 1K citations
Neural Networks with Dynamic Synapses
Misha Tsodyks, Klaus Pawelzik, Henry Markram · Neural Computation · 1998 · 984 citations