TY - JOUR
T1 - Scaling of whole-brain dynamics reproduced by high-order moments of turbulence indicators
AU - Perl, Yonatan Sanz
AU - Mininni, Pablo
AU - Tagliazucchi, Enzo
AU - Kringelbach, Morten L.
AU - Deco, Gustavo
N1 - Publisher Copyright:
© 2023 authors. Published by the American Physical Society. Published by the American Physical Society under the terms of the Creative Commons Attribution 4.0 International license. Further distribution of this work must maintain attribution to the author(s) and the published article's title, journal citation, and DOI.
PY - 2023/7
Y1 - 2023/7
N2 - We investigate how brain activity can be supported by a turbulent regime based on the deviations of a self-similar scaling of high-order structure functions within the phenomenological Kolmogorov's theory. By analyzing a large neuroimaging data set, we establish the relationship between scaling exponents and their order, showing that brain activity has more than one invariant scale, and thus orders higher than 2 are needed to accurately describe its underlying statistical properties. Furthermore, we build whole-brain models of coupled oscillators to show that high-order information allows for a better description of the brain's empirical information transmission and reactivity.
AB - We investigate how brain activity can be supported by a turbulent regime based on the deviations of a self-similar scaling of high-order structure functions within the phenomenological Kolmogorov's theory. By analyzing a large neuroimaging data set, we establish the relationship between scaling exponents and their order, showing that brain activity has more than one invariant scale, and thus orders higher than 2 are needed to accurately describe its underlying statistical properties. Furthermore, we build whole-brain models of coupled oscillators to show that high-order information allows for a better description of the brain's empirical information transmission and reactivity.
UR - http://www.scopus.com/inward/record.url?scp=85172894932&partnerID=8YFLogxK
U2 - 10.1103/PhysRevResearch.5.033183
DO - 10.1103/PhysRevResearch.5.033183
M3 - Article
AN - SCOPUS:85172894932
SN - 2643-1564
VL - 5
JO - Physical Review Research
JF - Physical Review Research
IS - 3
M1 - 033183
ER -