Nonlinear Closed-Loop Predictive Control of Heart Rate and Blood Pressure Using Vagus Nerve Stimulation: An In Silico Study

被引:5
|
作者
Yao, Yuyu [1 ]
Kothare, Mayuresh V. [1 ]
机构
[1] Lehigh Univ, Dept Chem & Biomol Engn, Bethlehem, PA 18015 USA
基金
美国国家卫生研究院;
关键词
Cardiovascular system; model predictive control; nonlinear optimization; peripheral stimulation; vagal nerve stimulation; VNS; ATRIAL-FIBRILLATION; VENTRICULAR RATE; MODEL; FAILURE; EXERCISE;
D O I
10.1109/TBME.2023.3261744
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
We propose a nonlinear model-based control technique for regulating the heart rate and blood pressure using vagus nerve neuromodulation. The closed-loop framework is based on an in silico model of the rat cardiovascular system for the simulation of the hemodynamic response to multi-location vagal nerve stimulation. The in silico model is derived by compartmentalizing the various physiological components involved in the closed-loop cardiovascular system with intrinsic baroreflex regulation to virtually generate nominal and hypertension-related heart dynamics of rats in rest and exercise states. The controller, using a reduced cycle-averaged model, monitors the outputs from the in silico model, estimates the current state of the reduced model, and computes the optimum stimulation locations and the corresponding parameters using a nonlinear model predictive control algorithm. The results demonstrate that the proposed control strategy is robust with respect to its ability to handle setpoint tracking and disturbance rejection in different simulation scenarios.
引用
收藏
页码:2764 / 2775
页数:12
相关论文
共 50 条
  • [1] Closed-loop control of the heart rate by electrical stimulation of the vagus nerve
    Marco Tosato
    Ken Yoshida
    Egon Toft
    Vitas Nekrasas
    Johannes J. Struijk
    Medical and Biological Engineering and Computing, 2006, 44 : 161 - 169
  • [2] Closed-loop control of the heart rate by electrical stimulation of the vagus nerve
    Tosato, Marco
    Yoshida, Ken
    Toft, Egon
    Nekrasas, Vitas
    Struijk, Johannes J.
    MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2006, 44 (03) : 161 - 169
  • [3] On-off closed-loop control of vagus nerve stimulation for the adaptation of heart rate
    Ugalde, Hector Romero
    Le Rolle, Virginie
    Bel, Alain
    Bonnet, Jean-Luc
    Andreu, David
    Mabo, Philippe
    Carrault, Guy
    Hernandez, Alfredo I.
    2014 36TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2014, : 6262 - 6265
  • [4] Closed-loop vagus nerve stimulation for heart rate control evaluated in the Langendorff-perfused rabbit heart
    Haberbusch, Max
    Kronsteiner, Bettina
    Kramer, Anne-Margarethe
    Kiss, Attila
    Podesser, Bruno K.
    Moscato, Francesco
    SCIENTIFIC REPORTS, 2022, 12 (01)
  • [5] Closed-loop vagus nerve stimulation for heart rate control evaluated in the Langendorff-perfused rabbit heart
    Max Haberbusch
    Bettina Kronsteiner
    Anne-Margarethe Kramer
    Attila Kiss
    Bruno K. Podesser
    Francesco Moscato
    Scientific Reports, 12
  • [6] An ASIC System for Closed-Loop Blood Pressure Modulation Through Right Cervica Vagus Nerve Stimulation
    Shah, Jay, V
    Collar, Brett J.
    Ditslear, Ella
    Irazoqui, Pedro P.
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2022, 69 (10) : 3021 - 3028
  • [7] VAGUS NERVE STIMULATION FOR BLOOD PRESSURE AND HEART RATE REGULATION
    O'Clock, George D.
    KenKnight, Bruce H.
    Tolkacheva, Elena G.
    2018 DESIGN OF MEDICAL DEVICES CONFERENCE, 2018,
  • [8] Real-Time Closed-Loop Control of Human Heart Rate and Blood Pressure
    Tafreshi, Amirehsan Sarabadani
    Klamroth-Marganska, Verena
    Nussbaumer, Silvio
    Riener, Robert
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2015, 62 (05) : 1434 - 1442
  • [9] Closed-Loop Vagus Nerve Stimulation Based on State Transition Models
    Romero-Ugalde, Hector M.
    Le Rolle, Virginie
    Bonnet, Jean-Luc
    Henry, Christine
    Mabo, Philippe
    Carrault, Guy
    Hernandez, Alfredo I.
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2018, 65 (07) : 1630 - 1638
  • [10] Extracellular pH monitoring for use in closed-loop vagus nerve stimulation
    Cork, Simon C.
    Eftekhar, Amir
    Mirza, Khalid B.
    Zuliani, Claudio
    Nikolic, Konstantin
    Gardiner, James V.
    Bloom, Stephen R.
    Toumazou, Christofer
    JOURNAL OF NEURAL ENGINEERING, 2018, 15 (01)