Renault Vincent, Thieullen Michèle, Trélat Emmanuel
Laboratoire de Probabilités et Modèles Aléatoires, CNRS UMR 7599, Sorbonne Universités, UPMC Univ Paris 06, 75005, Paris, France.
Laboratoire Jacques-Louis Lions, CNRS UMR 7598, Institut Universitaire de France, Sorbonne Universités, UPMC Univ Paris 06, 75005, Paris, France.
J Math Biol. 2018 Feb;76(3):567-608. doi: 10.1007/s00285-017-1101-1. Epub 2017 Jun 29.
We use conductance based neuron models, and the mathematical modeling of optogenetics to define controlled neuron models and we address the minimal time control of these affine systems for the first spike from equilibrium. We apply tools of geometric optimal control theory to study singular extremals, and we implement a direct method to compute optimal controls. When the system is too large to theoretically investigate the existence of singular optimal controls, we observe numerically the optimal bang-bang controls.
我们使用基于电导的神经元模型以及光遗传学的数学建模来定义受控神经元模型,并研究这些仿射系统从平衡状态出发产生第一个尖峰的最短时间控制问题。我们应用几何最优控制理论工具来研究奇异极值,并采用一种直接方法来计算最优控制。当系统规模过大以至于无法从理论上研究奇异最优控制的存在性时,我们通过数值方法观察最优的开关控制。