Title :
Modeling of Synchronized Burst in Dissociated Cortical Tissue: An Exploration of Parameter Space
Author :
Park, Il ; Xu, Dongming ; DeMarse, Thomas B. ; Principe, Jose C.
Author_Institution :
Florida Univ., Gainesville
Abstract :
In vitro neuronal culture is a potentially powerful tool for investigation of information processing of neurons. However, in a mature dissociated neuronal culture, synchronized bursting is often observed. Bursting strongly drives the dynamics of the network, thus making it difficult to investigate the computational properties. A quantitative modeling of the dynamics would provide a means for understanding the processes that produce bursts and a means to manipulate the dynamics to control them. A simulated network composed of leaky integrate and Are neurons and dynamic synapses is used to model the phenomenon. We investigate the variability of burst dynamics according to parameters such as connectivity, recovery time constant, and noise.
Keywords :
bioelectric phenomena; biological tissues; brain models; neurophysiology; noise; connectivity; dissociated cortical tissue; dynamic synapses; information processing; leaky integrate-and-fire neurons; neuronal culture; noise; parameter space; recovery time constant; synchronized burst; Biological system modeling; Computational modeling; Computer networks; Discrete cosine transforms; Frequency synchronization; In vitro; In vivo; Information processing; Manipulator dynamics; Neurons;
Conference_Titel :
Neural Networks, 2006. IJCNN '06. International Joint Conference on
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-9490-9
DOI :
10.1109/IJCNN.2006.246734