In this letter we propose a human-imitating control methodology for the Depth-of-Hypnosys (DoH) in total intravenous anesthesia (TIVA) where the bispectral index (BIS) is used as process variable. The method suitably combines a move-blocking model predictive controller (MPC) that minimizes the time-to-target when the BIS value is not in the required range and an event-based Proportional-Integral-Derivative (PID) controller that provides a strong filtering action when the DoH is satisfactory. A fast induction is achieved and awareness episodes are avoided with a control action that is piecewise constant so that it mimics the behavior of the anesthesiologist and is more likely to be accepted in the clinical practice.

Human-Imitating Control of Depth of Hypnosis Combining MPC and Event-Based PID Strategies

Milanesi, Marco;Latronico, Nicola;Schiavo, Michele;Visioli, Antonio
2024-01-01

Abstract

In this letter we propose a human-imitating control methodology for the Depth-of-Hypnosys (DoH) in total intravenous anesthesia (TIVA) where the bispectral index (BIS) is used as process variable. The method suitably combines a move-blocking model predictive controller (MPC) that minimizes the time-to-target when the BIS value is not in the required range and an event-based Proportional-Integral-Derivative (PID) controller that provides a strong filtering action when the DoH is satisfactory. A fast induction is achieved and awareness episodes are avoided with a control action that is piecewise constant so that it mimics the behavior of the anesthesiologist and is more likely to be accepted in the clinical practice.
2024
MIUR (compresi PRIN FIRB,FISR)
PE7_1 Control engineering
PE8_14 Industrial bioengineering
Esperti anonimi
Inglese
Internazionale
ELETTRONICO
8
580
585
6
Anesthesia control; MPC; PID control
UE
   Automatic Control of Total IntraVenous Anesthesia
   ACTIVA
   Ministero dell'Università e della Ricerca
   CUP D53D23001180006
no
Goal 3: Good health and well-being
8
info:eu-repo/semantics/article
262
Milanesi, Marco; Consolini, Luca; Credico, Giulia Di; Latronico, Nicola; Laurini, Mattia; Paltenghi, Massimiliano; Schiavo, Michele; Visioli, Antonio...espandi
1 Contributo su Rivista::1.1 Articolo in rivista
open
File in questo prodotto:
File Dimensione Formato  
Human-Imitating_Control_of_Depth_of_Hypnosis_Combining_MPC_and_Event-Based_PID_Strategies.pdf

accesso aperto

Licenza: DRM non definito
Dimensione 4.49 MB
Formato Adobe PDF
4.49 MB Adobe PDF Visualizza/Apri

I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11379/612525
 Attenzione

Attenzione! I dati visualizzati non sono stati sottoposti a validazione da parte dell'ateneo

Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus 6
  • ???jsp.display-item.citation.isi??? 5
social impact