Persistence and failure of mean-field approximations adapted to a class of systems of delay-coupled excitable units
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2014
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We consider the approximations behind the typical mean-field model derived for a class of systems made up of type II excitable units influenced by noise and coupling delays. The formulation of the two approximations, referred to as the Gaussian and the quasi-independence approximation, as well as the fashion in which their validity is verified, are adapted to reflect the essential properties of the underlying system. It is demonstrated that the failure of the mean-field model associated with the breakdown of the quasi-independence approximation can be predicted by the noise-induced bistability in the dynamics of the mean-field system. As for the Gaussian approximation, its violation is related to the increase of noise intensity, but the actual condition for failure can be cast in qualitative, rather than quantitative terms. We also discuss how the fulfillment of the mean-field approximations affects the statistics of the first return times for the local and global variables, further ex...ploring the link between the fulfillment of the quasi-independence approximation and certain forms of synchronization between the individual units.
Izvor:
Physical Review E, 2014, 89, 2Izdavač:
- Amer Physical Soc, College Pk
Finansiranje / projekti:
- Modeliranje i numeričke simulacije složenih višečestičnih sistema (RS-MESTD-Basic Research (BR or ON)-171017)
DOI: 10.1103/PhysRevE.89.022926
ISSN: 1539-3755
PubMed: 25353564
WoS: 000332182800010
Scopus: 2-s2.0-84896924667
Institucija/grupa
PharmacyTY - JOUR AU - Franović, Igor AU - Todorović, Kristina AU - Vasović, Nebojša AU - Burić, Nikola PY - 2014 UR - https://farfar.pharmacy.bg.ac.rs/handle/123456789/2181 AB - We consider the approximations behind the typical mean-field model derived for a class of systems made up of type II excitable units influenced by noise and coupling delays. The formulation of the two approximations, referred to as the Gaussian and the quasi-independence approximation, as well as the fashion in which their validity is verified, are adapted to reflect the essential properties of the underlying system. It is demonstrated that the failure of the mean-field model associated with the breakdown of the quasi-independence approximation can be predicted by the noise-induced bistability in the dynamics of the mean-field system. As for the Gaussian approximation, its violation is related to the increase of noise intensity, but the actual condition for failure can be cast in qualitative, rather than quantitative terms. We also discuss how the fulfillment of the mean-field approximations affects the statistics of the first return times for the local and global variables, further exploring the link between the fulfillment of the quasi-independence approximation and certain forms of synchronization between the individual units. PB - Amer Physical Soc, College Pk T2 - Physical Review E T1 - Persistence and failure of mean-field approximations adapted to a class of systems of delay-coupled excitable units VL - 89 IS - 2 DO - 10.1103/PhysRevE.89.022926 ER -
@article{ author = "Franović, Igor and Todorović, Kristina and Vasović, Nebojša and Burić, Nikola", year = "2014", abstract = "We consider the approximations behind the typical mean-field model derived for a class of systems made up of type II excitable units influenced by noise and coupling delays. The formulation of the two approximations, referred to as the Gaussian and the quasi-independence approximation, as well as the fashion in which their validity is verified, are adapted to reflect the essential properties of the underlying system. It is demonstrated that the failure of the mean-field model associated with the breakdown of the quasi-independence approximation can be predicted by the noise-induced bistability in the dynamics of the mean-field system. As for the Gaussian approximation, its violation is related to the increase of noise intensity, but the actual condition for failure can be cast in qualitative, rather than quantitative terms. We also discuss how the fulfillment of the mean-field approximations affects the statistics of the first return times for the local and global variables, further exploring the link between the fulfillment of the quasi-independence approximation and certain forms of synchronization between the individual units.", publisher = "Amer Physical Soc, College Pk", journal = "Physical Review E", title = "Persistence and failure of mean-field approximations adapted to a class of systems of delay-coupled excitable units", volume = "89", number = "2", doi = "10.1103/PhysRevE.89.022926" }
Franović, I., Todorović, K., Vasović, N.,& Burić, N.. (2014). Persistence and failure of mean-field approximations adapted to a class of systems of delay-coupled excitable units. in Physical Review E Amer Physical Soc, College Pk., 89(2). https://doi.org/10.1103/PhysRevE.89.022926
Franović I, Todorović K, Vasović N, Burić N. Persistence and failure of mean-field approximations adapted to a class of systems of delay-coupled excitable units. in Physical Review E. 2014;89(2). doi:10.1103/PhysRevE.89.022926 .
Franović, Igor, Todorović, Kristina, Vasović, Nebojša, Burić, Nikola, "Persistence and failure of mean-field approximations adapted to a class of systems of delay-coupled excitable units" in Physical Review E, 89, no. 2 (2014), https://doi.org/10.1103/PhysRevE.89.022926 . .