Title :
Diffusion of time-varying signals in cortical networks
Author :
Rodrigues, F.A. ; da F.Costa, L.
Author_Institution :
Inst. de Fis. de Sao Carlos, Univ. de Sao Paulo, Sao Paulo, Brazil
Abstract :
The relationship between the structure and function of cortical networks is analyzed in terms of signal transmission between different cortical regions in the brains of cat and macaque, as modeled by the fundamental dynamics of diffusion. We investigated the relationship between modular network organization and diffused signal reception and verified that cortical areas in the same topological communities tend to receive signals with similar alterations. In addition, we modeled the diffusion dynamics on the network by a FIR filter whose coefficients correspond to the number of walks of different lengths between the source and destination nodes. Such an approach underlies the possibility to recover, at the destination node, the original signal provided the distribution of paths is known. We verified that the system functions obtained for regions belonging to different cortical communities present distinct roots, reinforcing the strict relationship between the structure and function in cortical networks.
Keywords :
FIR filters; biodiffusion; brain; neurophysiology; principal component analysis; time-varying systems; FIR filter; brain cortical network region; cortical communities; diffused signal reception; diffusion fundamental dynamics; modular network organization; principal component analysis; signal transmission; time-varying signals; Animal structures; Brain modeling; Finite impulse response filter; Intelligent networks; Neurons; Resource management; Signal analysis; Signal processing; Time varying systems; Wiring;
Conference_Titel :
Digital Signal Processing, 2009 16th International Conference on
Conference_Location :
Santorini-Hellas
Print_ISBN :
978-1-4244-3297-4
Electronic_ISBN :
978-1-4244-3298-1
DOI :
10.1109/ICDSP.2009.5201115