An Efficient Approach to Define the Input Stimuli to Suppress Epileptic Seizures Described by the Epileptor Model

被引:12
|
作者
Ferres Brogin, Joao Angelo [1 ]
Faber, Jean [2 ]
Bueno, Douglas Domingues [3 ]
机构
[1] Sao Paulo State Univ UNESP, Sch Engn Ilha Solteira, Dept Mech Engn, 56 Brasil Ave, BR-15385000 Ilha Solteira, SP, Brazil
[2] Fed Univ Sao Paulo UNIFESP, Dept Neurol & Neurosurg, 667 Pedro Toledo St, BR-04039032 Sao Paulo, Brazil
[3] Sao Paulo State Univ UNESP, Sch Engn Ilha Solteira, Dept Math, 56 Brasil Ave, BR-15385000 Ilha Solteira, SP, Brazil
关键词
Epileptic seizure suppression; Epileptor model; fuzzy Takagi-Sugeno modeling; linear matrix inequalities; TRANSCRANIAL MAGNETIC STIMULATION; FUZZY CONTROL-SYSTEMS; ELECTRICAL-STIMULATION; IDENTIFICATION; NEUROFEEDBACK; STABILIZATION; FOUNDATION; DYNAMICS; SPIKING;
D O I
10.1142/S0129065720500628
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Epilepsy affects about 70 million people in the world. Every year, approximately 2.4 million people are diagnosed with epilepsy, two-thirds of them will not know the etiology of their disease, and 1% of these individuals will decease as a consequence of it. Due to the inherent complexity of predicting and explaining it, the mathematical model Epileptor was recently developed to reproduce seizure-like events, also providing insights to improve the understanding of the neural dynamics in the interictal and ictal periods, although the physics behind each parameter and variable of the model is not fully established in the literature. This paper introduces an approach to design a feedback-based controller for suppressing epileptic seizures described by Epileptor. Our work establishes how the nonlinear dynamics of this disorder can be written in terms of a combination of linear sub-models employing an exact solution. Additionally, we show how a feedback control gain can be computed to suppress seizures, as well as how specific shapes applied as input stimuli for this purpose can be obtained. The practical application of the approach is discussed and the results show that the proposed technique is promising for developing controllers in this field.
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页数:17
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