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一种针对预期环境光照变化的昼夜节律相位模型预测控制的预期方案。

An Anticipatory Scheme for the Model Predictive Control of Circadian Phase for Expected Environmental Light Changes.

作者信息

Brown Lindsey S, Klerman Elizabeth B, Doyle Francis J

机构信息

Harvard John A. Paulson School of Engineering and Applied Sciences (SEAS), Allston, MA 02134, USA.

Division of Sleep Medicine, Harvard Medical School (HMS), Boston, MA 02115, USA and Division of Sleep and Circadian Disorders, Department of Medicine, Brigham and Women's Hospital, Boston, MA 02115, USA.

出版信息

IEEE Control Syst Lett. 2022;6:1616-1621. doi: 10.1109/LCSYS.2021.3129475. Epub 2021 Nov 22.

Abstract

The circadian system is critical to timing biological functions in anticipation of daily environmental light changes, but much previous work on the development of molecular control inputs to shift the phase of the circadian system has applied model predictive control (MPC) without considering expected environmental light changes. We augment the MPC algorithm to develop an anticipatory control algorithm, which has advantages over MPC in achieving scheduled phase shifts (as occurs with jet lag and shiftwork). We further extend the algorithm in a model switching control scheme to account for changes in the light environment. Taken together, these two enhancements to the standard MPC framework allow for better control of the circadian oscillator in more realistic environments by anticipating environmental light changes.

摘要

昼夜节律系统对于在预期每日环境光照变化的情况下安排生物功能的时间至关重要,但先前许多关于开发分子控制输入以改变昼夜节律系统相位的工作都应用了模型预测控制(MPC),而没有考虑预期的环境光照变化。我们对MPC算法进行扩充,开发了一种预期控制算法,该算法在实现预定的相位偏移(如时差反应和轮班工作中出现的情况)方面比MPC具有优势。我们进一步在模型切换控制方案中扩展该算法,以考虑光照环境的变化。总之,对标准MPC框架的这两项改进通过预测环境光照变化,能够在更现实的环境中更好地控制昼夜节律振荡器。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/da15/10857817/1d3129e5d750/nihms-1963044-f0001.jpg

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本文引用的文献

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Optimal adjustment of the human circadian clock in the real world.在现实世界中优化人体生物钟的调整。
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A Cerebellum-Inspired Learning Approach for Adaptive and Anticipatory Control.基于小脑的自适应与前瞻性控制学习方法
Int J Neural Syst. 2020 Jan;30(1):1950028. doi: 10.1142/S012906571950028X. Epub 2019 Sep 25.
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Circadian misalignment and health.昼夜节律失调与健康。
Int Rev Psychiatry. 2014 Apr;26(2):139-54. doi: 10.3109/09540261.2014.911149.
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Identification of small molecule activators of cryptochrome.鉴定隐花色素的小分子激活剂。
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