Journal of advanced research · 2025
Online and personalised control of the Depth of hypnosis during induction using fractional order PID.
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Mihai Marcian, Birs Isabela, Hegedus Erwin, Ynineb Amani, Copot Dana, Keyser Robain De, Ionescu Clara M, Ladaci Samir, Muresan Cristina I, Neckebroek Martine
Аннотация
INTRODUCTION: The integration of information technology and control engineering has significantly increased in clinical practice research, especially in the management of drug dosing for general anaesthesia.
OBJECTIVE: The main focus of the research is to achieve a personalised control of the Depth of Hypnosis based on a novel approach. The primary objective is to regulate the Bispectral Index by administering Propofol during the hypnotic phase of anaesthesia.
METHODS: A fractional order time delay model is proposed to replace the conventional PK-PD model. This model is estimated online during the induction phase. A fractional order Proportional-Integral-Derivative (PID) controller is then individually tuned for each patient.
RESULTS: The closed loop simulation results demonstrate that the proposed controllers effectively minimise undershoot and achieve a short time to reach the desired time-to-target for the majority of the patients. The analysis indicates that the proposed controller is capable of maintaining the BIS signal within a safe range. Comparative analyses with similar research are provided to effectively contextualise this study within the existing literature. Disturbance rejection tests during the maintenance phase are performed to demonstrate the effectiveness of personalised control.
CONCLUSION: The online adaptation that this research brings, compared to the previous attempts, allows for significantly improved results for the hypnosis phase.
OBJECTIVE: The main focus of the research is to achieve a personalised control of the Depth of Hypnosis based on a novel approach. The primary objective is to regulate the Bispectral Index by administering Propofol during the hypnotic phase of anaesthesia.
METHODS: A fractional order time delay model is proposed to replace the conventional PK-PD model. This model is estimated online during the induction phase. A fractional order Proportional-Integral-Derivative (PID) controller is then individually tuned for each patient.
RESULTS: The closed loop simulation results demonstrate that the proposed controllers effectively minimise undershoot and achieve a short time to reach the desired time-to-target for the majority of the patients. The analysis indicates that the proposed controller is capable of maintaining the BIS signal within a safe range. Comparative analyses with similar research are provided to effectively contextualise this study within the existing literature. Disturbance rejection tests during the maintenance phase are performed to demonstrate the effectiveness of personalised control.
CONCLUSION: The online adaptation that this research brings, compared to the previous attempts, allows for significantly improved results for the hypnosis phase.