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63254

Adaptive Heart Rate Regulation Using Implantable Pacemaker with Artificial Neural Network-Based Backstepping Controller

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Last updated: 25 Dec 2024

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Abstract

Implantable cardiac pacemaker is a standard medical device to
treat heart rhythm disorders. In this paper, a new adaptive
backstepping controller is developed to enhance the performance
of dual-sensor pacemakers for regulating the heart rate, based on
radial basis function neural networks. The robust design of
adaptive backstepping controller using Lyapunov functions allows
guaranteeing the stability and performance of the rate-adaptive
pacing system for accurately accomplishing the heart rate
regulation at different preset values. This developed control
system has been retrospectively tested on six datasets of two
patients with a pacemaker during three body activities of the rest,
walking, and exercising. The resulting root mean square error
(RMSE) and maximum error are less than 0.36 and 0.50 %,
respectively. In addition, comparative results of this study showed
that the performance of developed backstepping controller is
superior to other pacemaker controllers in the previous studies.

DOI

10.21608/mjeer.2018.63254

Authors

First Name

Mohamed Esmail

Last Name

Karar

MiddleName

-

Affiliation

Dept. of Industrial Elect. and Control Eng., Faculty of Elect. Eng., Menoufia University

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Orcid

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Volume

27

Article Issue

2

Related Issue

9505

Issue Date

2018-07-01

Receive Date

2017-09-12

Publish Date

2018-07-01

Page Start

259

Page End

274

Print ISSN

1687-1189

Online ISSN

2682-3535

Link

https://mjeer.journals.ekb.eg/article_63254.html

Detail API

https://mjeer.journals.ekb.eg/service?article_code=63254

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12

Type

Original Article

Type Code

1,088

Publication Type

Journal

Publication Title

Menoufia Journal of Electronic Engineering Research

Publication Link

https://mjeer.journals.ekb.eg/

MainTitle

Adaptive Heart Rate Regulation Using Implantable Pacemaker with Artificial Neural Network-Based Backstepping Controller

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Type

Article

Created At

22 Jan 2023