Robust Non-Invasive Cardiac Index Prediction via Feature Integration and Data-Augmented Neural Networks

Chih Hao Chang; Mei Ling Chan; Yu Hung Fang; Po Lin Huang; Tsung Yi Chen; Tsun Kuang Chi; I. Elizabeth Cha; Tzong Rong Ger; Kuo Chen Li; Shih Lun Chen; Liang Hung Wang; Jia Ching Wang; Patricia Angela R. Abu

doi:10.3390/bioengineering13040477

Robust Non-Invasive Cardiac Index Prediction via Feature Integration and Data-Augmented Neural Networks

Chih Hao Chang
, Mei Ling Chan
, Yu Hung Fang
, Po Lin Huang
, Tsung Yi Chen
, Tsun Kuang Chi
, I. Elizabeth Cha
, Tzong Rong Ger
, Kuo Chen Li
, Shih Lun Chen
, Liang Hung Wang
, Jia Ching Wang
, Patricia Angela R. Abu

Department of Information Systems and Computer Science

National Central University
Jiaying University
Chang Gung Memorial Hospital
Feng Chia University
Ming Chi University of Technology
Chung Yuan Christian University
National Yang Ming Chiao Tung University
Fuzhou University

Research output: Contribution to journal › Article › peer-review

Original language	English
Article number	477
Journal	Bioengineering
Volume	13
Issue number	4
DOIs	https://doi.org/10.3390/bioengineering13040477
State	Published - Apr 2026

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 3 Good Health and Well-being

ASJC Scopus Subject Areas

Bioengineering

Keywords

artificial neural networks
cardiac index
cardiovascular disease assessment
data augmentation
IoMT
IoT
machine learning
non-invasive sensing
physiological signal processing

Access to Document

10.3390/bioengineering13040477

Cite this

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title = "Robust Non-Invasive Cardiac Index Prediction via Feature Integration and Data-Augmented Neural Networks",

keywords = "artificial neural networks, cardiac index, cardiovascular disease assessment, data augmentation, IoMT, IoT, machine learning, non-invasive sensing, physiological signal processing",

author = "Chang, \{Chih Hao\} and Chan, \{Mei Ling\} and Fang, \{Yu Hung\} and Huang, \{Po Lin\} and Chen, \{Tsung Yi\} and Chi, \{Tsun Kuang\} and Cha, \{I. Elizabeth\} and Ger, \{Tzong Rong\} and Li, \{Kuo Chen\} and Chen, \{Shih Lun\} and Wang, \{Liang Hung\} and Wang, \{Jia Ching\} and Abu, \{Patricia Angela R.\}",

note = "Publisher Copyright: {\textcopyright} 2026 by the authors.",

year = "2026",

month = apr,

doi = "10.3390/bioengineering13040477",

language = "English",

volume = "13",

journal = "Bioengineering",

issn = "2306-5354",

publisher = "Multidisciplinary Digital Publishing Institute (MDPI)",

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T1 - Robust Non-Invasive Cardiac Index Prediction via Feature Integration and Data-Augmented Neural Networks

AU - Chang, Chih Hao

AU - Chan, Mei Ling

AU - Fang, Yu Hung

AU - Huang, Po Lin

AU - Chen, Tsung Yi

AU - Chi, Tsun Kuang

AU - Cha, I. Elizabeth

AU - Ger, Tzong Rong

AU - Li, Kuo Chen

AU - Chen, Shih Lun

AU - Wang, Liang Hung

AU - Wang, Jia Ching

AU - Abu, Patricia Angela R.

PY - 2026/4

Y1 - 2026/4

KW - artificial neural networks

KW - cardiac index

KW - cardiovascular disease assessment

KW - data augmentation

KW - IoMT

KW - IoT

KW - machine learning

KW - non-invasive sensing

KW - physiological signal processing

UR - https://www.scopus.com/pages/publications/105037026795

UR - https://www.scopus.com/pages/publications/105037026795#tab=citedBy

U2 - 10.3390/bioengineering13040477

DO - 10.3390/bioengineering13040477

M3 - Article

C2 - 42072271

AN - SCOPUS:105037026795

SN - 2306-5354

VL - 13

JO - Bioengineering

JF - Bioengineering

IS - 4

M1 - 477

ER -

Robust Non-Invasive Cardiac Index Prediction via Feature Integration and Data-Augmented Neural Networks

UN SDGs

ASJC Scopus Subject Areas

Keywords

Access to Document

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