论文标题
PDE BackStepping通过神经元增长输出反馈控制
Neuron Growth Output-Feedback Control by PDE Backstepping
论文作者
论文摘要
神经损伤主要导致神经元功能的丧失。这些神经元可能在特定的医学治疗剂(例如软骨蛋白酶ABC(CHABC))之后重新起作用,从而通过操纵细胞外基质,细胞外大分子的网络和控制小管蛋白蛋白浓度的细胞外大分子和矿物质来促进轴突伸长,从而促进轴突的延伸。我们使用轴突长度的测量和生长锥处的轴突长度和微管蛋白通量介绍了一个观察者,该观察者沿轴突以及生长锥中未衡量的小管蛋白浓度。我们在边界控制定律中采用了该观察者,该法律会在soma(核)(即在距测量位置远端的轴突末端)操纵微管蛋白浓度。对于具有移动边界的PDE系统,再加上两态ODE系统,我们在空间$ \ MATHCAL {H} _1 _1 $ -NOMM中建立了观察者和局部指数稳定的全局指数融合。结果要求将轴突生长速度界定。对于开环观察者,通过假设确保这一点(要求在soma处有限制微管蛋白涌入),而对于输出回馈系统,通过假设包括轴突长度在内的所有状态的初始条件,可以充分接近其设定值,来确保轴突的生长速率。
Neurological injuries predominantly result in loss of functioning of neurons. These neurons may regain function after particular medical therapeutics, such as Chondroitinase ABC (ChABC), that promote axon elongation by manipulating the extracellular matrix, the network of extracellular macromolecules, and minerals that control the tubulin protein concentration, which is fundamental to axon elongation. We introduce an observer for the concentration of unmeasured tubulin along the axon, as well as in the growth cone, using the measurement of the axon length and the tubulin flux at the growth cone. We employ this observer in a boundary control law which actuates the tubulin concentration at the soma (nucleus), i.e., at the end of the axon distal from the measurement location. For this PDE system with a moving boundary, coupled with a two-state ODE system, we establish global exponential convergence of the observer and local exponential stabilization of the [axon, observer] system in the spatial $\mathcal{H}_1$-norm. The results require that the axon growth speed be bounded. For an open-loop observer, this is ensured by assumption (which requires that tubulin influx at the soma be limited), whereas for the output-feedback system the growth rate of the axon is ensured by assuming that the initial conditions of all the states, including the axon length, be sufficiently close to their setpoint values.