Entropy Analysis of Electrocardiograms for Cognitive Performance Evaluation

In recent times, we have witnessed a significant expansion of the Internet of Things (IoT) and the development of machine learning algorithms for various applications. In this context, selecting relevant features is crucial. Cognitive load tests affect physiological signals such as electrocardiogram (ECG) signals. This paper deals with an initial collecting of ECGs during cognitive effect examination using a low-cost system. The signals correspond to states before and after the volunteer performs a cognitive test. Besides heart rate variability, in this paper entropy analysis is performed. The obtained effects and possibilities of distinguishing between the states before and after the cognitive test are also considered.

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Published
2024-11-26
DOI
https://doi.org/10.1109/telfor63250.2024.10819087
Citations
1
Primary Topic
Complex Systems and Time Series Analysis
Type
article
Field-Weighted Citation Impact
1.13
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article

Entropy Analysis of Electrocardiograms for Cognitive Performance Evaluation

Aleksandar Luković, Ana Gavrovska, Dragi M. Dujković, Milan S. Milivojevic
1 citations
Complex Systems and Time Series Analysis
1.13
article

Entropy Analysis of Electrocardiograms for Cognitive Performance Evaluation

Aleksandar Luković, Ana Gavrovska, Dragi M. Dujković, Milan S. Milivojevic
article en
1 citations

Abstract

In recent times, we have witnessed a significant expansion of the Internet of Things (IoT) and the development of machine learning algorithms for various applications. In this context, selecting relevant features is crucial. Cognitive load tests affect physiological signals such as electrocardiogram (ECG) signals. This paper deals with an initial collecting of ECGs during cognitive effect examination using a low-cost system. The signals correspond to states before and after the volunteer performs a cognitive test. Besides heart rate variability, in this paper entropy analysis is performed. The obtained effects and possibilities of distinguishing between the states before and after the cognitive test are also considered.

University of Belgrade (RS), University of Arts in Belgrade (RS)
Openalex Percentile: Top 10%
Complex Systems and Time Series Analysis
1.13
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