Dept. Electrical, Computer, and Systems Engineering, Rensselaer Polytechnic Institute, Troy, NY, United States of America.
Lighting Enabled Systems and Applications (LESA) Engineering Research Center, Rensselaer Polytechnic Institute, Troy, NY, United States of America.
PLoS One. 2019 Dec 18;14(12):e0225988. doi: 10.1371/journal.pone.0225988. eCollection 2019.
The circadian rhythm functions as a master clock that regulates many physiological processes in humans including sleep, metabolism, hormone secretion, and neurobehavioral processes. Disruption of the circadian rhythm is known to have negative impacts on health. Light is the strongest circadian stimulus that can be used to regulate the circadian phase. In this paper, we consider the mathematical problem of time-optimal circadian (re)entrainment, i.e., computing the lighting schedule to drive a misaligned circadian phase to a reference circadian phase as quickly as possible. We represent the dynamics of the circadian rhythm using the Jewett-Forger-Kronauer (JFK) model, which is a third-order nonlinear differential equation. The time-optimal circadian entrainment problem has been previously solved in settings that involve either a reduced-order JFK model or open-loop optimal solutions. In this paper, we present (1) a general solution for the time-optimal control problem of fastest entrainment that can be applied to the full order JFK model (2) an evaluation of the impacts of model reduction on the solutions of the time-optimal control problem, and (3) optimal feedback control laws for fastest entrainment for the full order Kronauer model and evaluate their robustness under some modeling errors.
昼夜节律作为主时钟,调节人体的许多生理过程,包括睡眠、代谢、激素分泌和神经行为过程。昼夜节律的紊乱已知对健康有负面影响。光作为最强的昼夜节律刺激,可以用来调节昼夜节律相位。在本文中,我们考虑了时间最优昼夜节律(再)同步的数学问题,即计算照明时间表,以使不匹配的昼夜节律相位尽快达到参考昼夜节律相位。我们使用 Jewett-Forger-Kronauer(JFK)模型来表示昼夜节律的动态,这是一个三阶非线性微分方程。以前已经在涉及简化 JFK 模型或开环最优解的环境中解决了时间最优昼夜节律同步问题。在本文中,我们提出了(1)一种适用于全阶 JFK 模型的最快同步时间最优控制问题的通用解,(2)评估模型简化对时间最优控制问题解的影响,以及(3)全阶 Kronauer 模型的最快同步最优反馈控制律,并评估它们在一些建模误差下的鲁棒性。