Modeling of epilepsy based on chaotic artificial neural network

被引:53
作者
Panahi, Shirin [1 ]
Aram, Zainab [1 ]
Jafari, Sajad [1 ]
Ma, Jun [2 ]
Sprott, J. C. [3 ]
机构
[1] Amirkabir Univ Technol, Biomed Engn Dept, Tehran 158754413, Iran
[2] Lanzhou Univ Technol, Dept Phys, Lanzhou 730050, Gansu, Peoples R China
[3] Univ Wisconsin, Dept Phys, 1150 Univ Ave, Madison, WI 53706 USA
关键词
Neural network; Epilepsy; Chaos; Bifurcation; TEMPORAL-LOBE EPILEPSY; TRAUMATIC BRAIN-INJURY; SEIZURES; DYNAMICS; ADULTS; POPULATION; DISORDER; NEURONS; MEMORY; PEOPLE;
D O I
10.1016/j.chaos.2017.10.028
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Epilepsy is a long-term chronic neurological disorder that is characterized by seizures. One type of epilepsy is simple partial seizures that are localized to one area on one side of the brain, especially in the temporal lobe, but some may spread from there. GABA (gamma-aminobutyric acid) is an inhibitory neurotransmitter that is widely distributed in the neurons of the cortex. Scientists recently discovered the basic role of neurotransmitters in epilepsy. Synaptic reorganizations at GABAergic and glutamatergic synapses not only enable seizure occurrence, they also modify the normal information processing performed by these networks. Based on some physiological facts about epilepsy and chaos, a behavioral model is presented in this paper. This model represents the problem of undesired seizure, and also tries to suggest different valuable predictions about possible causes of epilepsy disorder. The proposed model suggests that there is a possible interaction between the role of excitatory and inhibitory neurotransmitters and epilepsy. The result of these studies might be helpful to discern epilepsy in a different way and give some guidance to predict the occurrence of seizures in patients. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码:150 / 156
页数:7
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