This paper examines the shaping of a drug's delivery—in this case, nicotine—to maximize its efficacy. Previous research: (i) furnishes a pharmacokinetic–pharmacodynamic (PKPD) model of this drug's metabolism; (ii) shows that the drug-delivery problem is proper, meaning that its optimal solution is periodic; (iii) shows that the underlying PKPD model is differentially flat; and (iv) exploits differential flatness to solve the problem by optimizing the coefficients of a truncated Fourier expansion of the flat output trajectory. In contrast, the work in this article provides insight into the structure of the theoretical solution to this optimal periodic control (OPC) problem. First, we argue for the existence of a bijection between feasible periodic input and state trajectories of the problem. Second, we exploit Pontryagin's maximum principle to show that the optimal periodic solution has a bang–singular–bang structure. Building on these insights, this article proposes two different numerical methods for solving this OPC problem. One method uses nonlinear programming (NLP) to optimize the states at which the optimal solution transitions between the different solution arcs. The second method approximates the control input trajectory as piecewise constant and optimizes the discrete values of the input sequence. The paper concludes by discussing the computational costs of these two algorithms as well as the importance of the associated insights into the structure of the optimal solution trajectory.
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July 2017
Research-Article
On the Structure of the Optimal Solution to a Periodic Drug-Delivery Problem
Mohammad Ghanaatpishe,
Mohammad Ghanaatpishe
Department of Mechanical Engineering,
The Pennsylvania State University,
University Park, PA 16802
e-mail: mug198@psu.edu
The Pennsylvania State University,
University Park, PA 16802
e-mail: mug198@psu.edu
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Hosam K. Fathy
Hosam K. Fathy
Department of Mechanical Engineering,
The Pennsylvania State University,
University Park, PA 16802
e-mail: hkf2@psu.edu
The Pennsylvania State University,
University Park, PA 16802
e-mail: hkf2@psu.edu
Search for other works by this author on:
Mohammad Ghanaatpishe
Department of Mechanical Engineering,
The Pennsylvania State University,
University Park, PA 16802
e-mail: mug198@psu.edu
The Pennsylvania State University,
University Park, PA 16802
e-mail: mug198@psu.edu
Hosam K. Fathy
Department of Mechanical Engineering,
The Pennsylvania State University,
University Park, PA 16802
e-mail: hkf2@psu.edu
The Pennsylvania State University,
University Park, PA 16802
e-mail: hkf2@psu.edu
1Corresponding author.
Contributed by the Dynamic Systems Division of ASME for publication in the JOURNAL OF DYNAMIC SYSTEMS, MEASUREMENT, AND CONTROL. Manuscript received February 17, 2016; final manuscript received December 6, 2016; published online April 13, 2017. Assoc. Editor: Ming Xin.
J. Dyn. Sys., Meas., Control. Jul 2017, 139(7): 071001 (8 pages)
Published Online: April 13, 2017
Article history
Received:
February 17, 2016
Revised:
December 6, 2016
Citation
Ghanaatpishe, M., and Fathy, H. K. (April 13, 2017). "On the Structure of the Optimal Solution to a Periodic Drug-Delivery Problem." ASME. J. Dyn. Sys., Meas., Control. July 2017; 139(7): 071001. https://doi.org/10.1115/1.4035459
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