Pulse-modulated feedback is utilized in drug dosing to mimic sustained over a longer period of time manual discrete dose administration, the latter is in contrast with continuous drug infusion. The intermittent mode of dosing calls for a hybrid (continuous-discrete) modeling of the closed-loop system, where the pharmacokinetics and pharmacodynamics of the drug are captured by differential equations whereas the control law is described by difference equations. Hybrid dynamics are highly nonlinear which complicates formal design of pulse-modulated feedback. This paper demonstrates complex nonlinear dynamical phenomena arising in a simple control system of dosing a neuromuscular blockade agent in anesthesia. Along with the nominal periodic regimen, undesirable nonlinear behaviors, i.e. periodic solutions of high multiplicity, multistability, as well as deterministic chaos, are shown to exist. It is concluded that design of feedback drug dosing algorithms based on a hybrid paradigm has to be informed by a thorough bifurcation analysis in order to secure patient safety.Clinical Relevance-The paper highlights potential patient safety risks posed by complex nonlinear phenomena in closed-loop drug administration. It also presents a systematic approach to mitigate them at the controller design phase.
Nonlinear dynamics in pulse-modulated feedback drug dosing / Medvedev, Alexander; Proskurnikov, Anton V.; Zhusubaliyev, Zhanybai T.. - 2025:(2025), pp. 1-7. ( 2025 47th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) Copenaghen (Dan) 14-17 luglio, 2025) [10.1109/embc58623.2025.11253135].
Nonlinear dynamics in pulse-modulated feedback drug dosing
Proskurnikov, Anton V.;
2025
Abstract
Pulse-modulated feedback is utilized in drug dosing to mimic sustained over a longer period of time manual discrete dose administration, the latter is in contrast with continuous drug infusion. The intermittent mode of dosing calls for a hybrid (continuous-discrete) modeling of the closed-loop system, where the pharmacokinetics and pharmacodynamics of the drug are captured by differential equations whereas the control law is described by difference equations. Hybrid dynamics are highly nonlinear which complicates formal design of pulse-modulated feedback. This paper demonstrates complex nonlinear dynamical phenomena arising in a simple control system of dosing a neuromuscular blockade agent in anesthesia. Along with the nominal periodic regimen, undesirable nonlinear behaviors, i.e. periodic solutions of high multiplicity, multistability, as well as deterministic chaos, are shown to exist. It is concluded that design of feedback drug dosing algorithms based on a hybrid paradigm has to be informed by a thorough bifurcation analysis in order to secure patient safety.Clinical Relevance-The paper highlights potential patient safety risks posed by complex nonlinear phenomena in closed-loop drug administration. It also presents a systematic approach to mitigate them at the controller design phase.| File | Dimensione | Formato | |
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Nonlinear_dynamics_in_pulse-modulated_feedback_drug_dosing.pdf
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https://hdl.handle.net/11583/3005689
