Williams-García Rashid V, Moore Mark, Beggs John M, Ortiz Gerardo
Department of Physics, Indiana University, Bloomington, Indiana 47405, USA.
Phys Rev E Stat Nonlin Soft Matter Phys. 2014 Dec;90(6):062714. doi: 10.1103/PhysRevE.90.062714. Epub 2014 Dec 23.
Is the brain really operating at a critical point? We study the nonequilibrium properties of a neural network which models the dynamics of the neocortex and argue for optimal quasicritical dynamics on the Widom line where the correlation length and information transmission are optimized. We simulate the network and introduce an analytical mean-field approximation, characterize the nonequilibrium phase transitions, and present a nonequilibrium phase diagram, which shows that in addition to an ordered and disordered phase, the system exhibits a "quasiperiodic" phase corresponding to synchronous activity in simulations, which may be related to the pathological synchronization associated with epilepsy.
大脑真的在临界点运行吗?我们研究了一个模拟新皮层动力学的神经网络的非平衡特性,并论证了在维德姆线上的最优准临界动力学,在该线上关联长度和信息传输得到了优化。我们对网络进行了模拟,并引入了一种解析平均场近似,表征了非平衡相变,并给出了一个非平衡相图,该图表明,除了有序相和无序相之外,系统还呈现出一个“准周期”相,这与模拟中的同步活动相对应,可能与癫痫相关的病理同步有关。