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University of Ontario Institute of Technology

Linear regression model for continuous non-invasive blood pressure estimation for an ICU setting

Abstract

dc:description.abstract

Continuous blood pressure (BP) monitoring in critically ill patients is crucially important for clinicians. The gold standard intra-arterial method is complicated and contraindicated. Current pulse transit time (PTT)-based BP estimation methods are validated on healthy subjects using intermittent cuff-based BP measurements. Research indicates significant differences in invasive and noninvasive BP recordings in critically ill patients. Research also indicates BP variations due to clinical condition induced heart rate changes and gender and age differences. Comprehensively addressing all these issues, a novel, continuous non-invasive BP estimation model with age, gender and heart rate as covariates along with PTT to estimate ICU patient invasive BP data is presented in this pilot-study. The proposed novel model is tested for four common ICU clinical conditions. The results indicate compliance with the Association for Advancement for Medical Instrumentation standards, thus providing a potential solution for the underlying risk-factors associated with the conventional method.

Degree

thesis:*
Name thesis:degree_name
Master of Applied Science (MASc)
Discipline thesis:degree_discipline
Electrical and Computer Engineering
Grantor
University of Ontario Institute of Technology
Year dc:date.issued
2021

Author and committee

dc:creator, dc:contributor.*
Author dc:creator
  • Johnson, Mizpah Selvam S.
Advisor dc:contributor.advisor
  • Eklund, Mikael

Subjects

dc:subject × 5

Rights

Language dc:language.iso
en

Identifiers

dc:identifier.*
Handle dc:identifier.uri
https://hdl.handle.net/10155/1395
OAI identifier oai:identifier
oai:ontariotechu.scholaris.ca:10155/1395

Chain of custody

source
Harvested from
Ontario Institute of Technology
Base URL
ontariotechu.scholaris.ca/server/oai/request
Last updated
2026-07-24
Source record
OAI-PMH GetRecord
citation

Johnson, Mizpah Selvam S.. Linear regression model for continuous non-invasive blood pressure estimation for an ICU setting. University of Ontario Institute of Technology, 2021. https://hdl.handle.net/10155/1395