Bifurcation Analysis of Jansen's Neural Mass Model
We present a mathematical model of a neural mass developed by a number of people, including Lopes da Silva and Jansen. This model features three interacting populations of cortical neurons and is described by a six-dimensional nonlinear dynamical system. We address some aspects of its behavior throu...
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Veröffentlicht in: | Neural computation 2006-12, Vol.18 (12), p.3052-3068 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | We present a mathematical model of a neural mass developed by a number of people, including Lopes da Silva and Jansen. This model features three interacting populations of cortical neurons and is described by a six-dimensional nonlinear dynamical system. We address some aspects of its behavior through a bifurcation analysis with respect to the input parameter of the system. This leads to a compact description of the oscillatory behaviors observed in Jansen and Rit (1995) (alpha activity) and Wendling, Bellanger, Bartolomei, and Chauvel (2000) (spike-like epileptic activity). In the case of small or slow variation of the input, the model can even be described as a binary unit. Again using the bifurcation framework, we discuss the influence of other parameters of the system on the behavior of the neural mass model. |
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ISSN: | 0899-7667 1530-888X |
DOI: | 10.1162/neco.2006.18.12.3052 |