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An Open-Source Feature Extraction Tool for the Analysis of Peripheral Physiological Data
Mohsen Nabian1,2, Yu Yin1, Jolie Wormwood3
1Augmented Cognition LabElectrical and Computer Engineering DepartmentNortheastern UniversityBostonMA02115USA.
Researchers developed an open-source biosignal processing toolbox (Bio-SP tool) for analyzing physiological signals like ECG and blood pressure. This tool aids in health tracking and disease diagnosis by extracting relevant features semi-automatically.
Area of Science:
- Physiological signal processing
- Affective computing
- Digital health
Background:
- Peripheral physiological signals (biosignals) are crucial in psychological studies and healthcare.
- Applications include health tracking, sleep assessment, disease diagnosis, and understanding emotions.
Purpose of the Study:
- To develop a biosignal-specific processing toolbox (Bio-SP tool) for preprocessing and feature extraction.
- To assist researchers in affective computing, digital health, and telemedicine.
- To enable semi-automatic and reliable extraction of physiological patterns.
Main Methods:
- Developed algorithms for signal-specific quality checking, artifact/noise filtering, and segmentation.
- Incorporated features relevant to category discrimination in healthcare.
- Created an open-source MATLAB software with a user-friendly GUI.
Main Results:
- The Bio-SP tool successfully implements state-of-the-art algorithms for biosignal processing.
- Features extracted are relevant for discriminating between disease and non-disease patterns.
- The GUI is compatible with MathWorks Classification Learner for model development.
Conclusions:
- The Bio-SP tool provides a reliable and accessible method for physiological signal analysis.
- It supports researchers in extracting meaningful features for various healthcare applications.
- The open-source nature and GUI facilitate future development and application in digital health and telemedicine.
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