Dear Nest Users,
Has anyone used any NEST Synapse Models to create Gamma Rhythms during a simulation with the NEST Izhikevich Neuron model?
My simulation, which uses the Stdp-Synapse model (additive type) does not appear to be converging into gamma rhythms (w/bi-model wt distribution) using super-threshold poisson point process (ref: Polychronization Computation With Spikes (Izhikevich, 2006), - DOI: 10.1162/089976606775093882 https://doi.org/10.1162/089976606775093882) - - -
-
Thanks for any suggestions,
Best Regards, --Allen
Dear Allen,
The Izhikevich model (as published by the author) has some numerical issues, which the Izhikevich model (in the NEST source) does not have. Some of the phenomena reported in the polychronization papers can be accounted for by these instabilities in the implementation. Also, the STDP model used in the original paper does not perfectly match the STDP synapse shipped with NEST. We investigated this quite thoroughly in this paper:
https://www.frontiersin.org/articles/10.3389/fninf.2018.00046/full
for which the complete code (including the relevant STDP synapse variant) is available:
https://github.com/INM-6/reproducing-polychronization
Hope this helps!
All the best,
Abigail
On 22.11.21 03:57, Allen Rabayda wrote: Dear Nest Users,
Has anyone used any NEST Synapse Models to create Gamma Rhythms during a simulation with the NEST Izhikevich Neuron model?
My simulation, which uses the Stdp-Synapse model (additive type) does not appear to be converging into gamma rhythms (w/bi-model wt distribution) using super-threshold poisson point process (ref: Polychronization Computation With Spikes (Izhikevich, 2006), * DOI: 10.1162/089976606775093882https://doi.org/10.1162/089976606775093882) * * *
*
Thanks for any suggestions,
Best Regards, --Allen
_______________________________________________ NEST Users mailing list -- users@nest-simulator.orgmailto:users@nest-simulator.org To unsubscribe send an email to users-leave@nest-simulator.orgmailto:users-leave@nest-simulator.org
-- Prof. Dr. Abigail Morrison
IAS-6 / INM-6 / SimLab Neuroscience Jülich Research Center
&
Computer Science 3 - Software Engineering RWTH Aachen
http://www.fz-juelich.de/inm/inm-6 http://www.fz-juelich.de/ias/jsc/slns http://www.se-rwth.de
Office: +49 2428 8097504 Fax # : +49 2461 61-9460 Pronouns: she/her
------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------ Forschungszentrum Juelich GmbH 52425 Juelich Sitz der Gesellschaft: Juelich Eingetragen im Handelsregister des Amtsgerichts Dueren Nr. HR B 3498 Vorsitzender des Aufsichtsrats: MinDir Volker Rieke Geschaeftsfuehrung: Prof. Dr.-Ing. Wolfgang Marquardt (Vorsitzender), Karsten Beneke (stellv. Vorsitzender), Prof. Dr. Astrid Lambrecht, Prof. Dr. Frauke Melchior ------------------------------------------------------------------------------------------------ ------------------------------------------------------------------------------------------------
Abigail, Thank you. Will re-look at the link and implementation. Best Regards, --Allen
On Mon, Nov 22, 2021 at 3:34 AM Abigail Morrison morrison@fz-juelich.de wrote:
Dear Allen,
The Izhikevich model (as published by the author) has some numerical issues, which the Izhikevich model (in the NEST source) does not have. Some of the phenomena reported in the polychronization papers can be accounted for by these instabilities in the implementation. Also, the STDP model used in the original paper does not perfectly match the STDP synapse shipped with NEST. We investigated this quite thoroughly in this paper:
https://www.frontiersin.org/articles/10.3389/fninf.2018.00046/full
for which the complete code (including the relevant STDP synapse variant) is available:
https://github.com/INM-6/reproducing-polychronization
Hope this helps!
All the best,
Abigail
On 22.11.21 03:57, Allen Rabayda wrote:
Dear Nest Users,
Has anyone used any NEST Synapse Models to create Gamma Rhythms during a simulation with the NEST Izhikevich Neuron model?
My simulation, which uses the Stdp-Synapse model (additive type) does not appear to be converging into gamma rhythms (w/bi-model wt distribution) using super-threshold poisson point process (ref: Polychronization Computation With Spikes (Izhikevich, 2006),
- DOI: 10.1162/089976606775093882
https://doi.org/10.1162/089976606775093882)
Thanks for any suggestions,
Best Regards, --Allen
NEST Users mailing list -- users@nest-simulator.org To unsubscribe send an email to users-leave@nest-simulator.org
-- Prof. Dr. Abigail Morrison
IAS-6 / INM-6 / SimLab Neuroscience Jülich Research Center
&
Computer Science 3 - Software Engineering RWTH Aachen http://www.fz-juelich.de/inm/inm-6http://www.fz-juelich.de/ias/jsc/slnshttp:...
Office: +49 2428 8097504 Fax # : +49 2461 61-9460 Pronouns: she/her
Forschungszentrum Juelich GmbH 52425 Juelich Sitz der Gesellschaft: Juelich Eingetragen im Handelsregister des Amtsgerichts Dueren Nr. HR B 3498 Vorsitzender des Aufsichtsrats: MinDir Volker Rieke Geschaeftsfuehrung: Prof. Dr.-Ing. Wolfgang Marquardt (Vorsitzender), Karsten Beneke (stellv. Vorsitzender), Prof. Dr. Astrid Lambrecht, Prof. Dr. Frauke Melchior
NEST Users mailing list -- users@nest-simulator.org To unsubscribe send an email to users-leave@nest-simulator.org