A Comparison of Heart Pulsations Provided by Forcecardiography and Double Integration of Seismocardiogram
Seismocardiography (SCG) is largely regarded as the state-of-the-art technique for continuous, long-term monitoring of cardiac mechanical activity in wearable applications. SCG signals are acquired via small, lightweight accelerometers fixed on the chest. They provide timings of important cardiac ev...
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| Format: | Article |
| Language: | English |
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MDPI AG
2022-04-01
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| Series: | Bioengineering |
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| Online Access: | https://www.mdpi.com/2306-5354/9/4/167 |
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| author | Emilio Andreozzi Jessica Centracchio Daniele Esposito Paolo Bifulco |
| author_facet | Emilio Andreozzi Jessica Centracchio Daniele Esposito Paolo Bifulco |
| author_sort | Emilio Andreozzi |
| collection | DOAJ |
| description | Seismocardiography (SCG) is largely regarded as the state-of-the-art technique for continuous, long-term monitoring of cardiac mechanical activity in wearable applications. SCG signals are acquired via small, lightweight accelerometers fixed on the chest. They provide timings of important cardiac events, such as heart valves openings and closures, thus allowing the estimation of cardiac time intervals of clinical relevance. Forcecardiography (FCG) is a novel technique that records the cardiac-induced vibrations of the chest wall by means of specific force sensors, which proved capable of monitoring respiration, heart sounds and infrasonic cardiac vibrations, simultaneously from a single contact point on the chest. A specific infrasonic component captures the heart walls displacements and looks very similar to the Apexcardiogram. This low-frequency component is not visible in SCG recordings, nor it can be extracted by simple filtering. In this study, a feasible way to extract this information from SCG signals is presented. The proposed approach is based on double integration of SCG. Numerical double integration is usually very prone to large errors, therefore a specific numerical procedure was devised. This procedure yields a new displacement signal (DSCG) that features a low-frequency component (LF-DSCG) very similar to that of the FCG (LF-FCG). Experimental tests were carried out using an FCG sensor and an off-the-shelf accelerometer firmly attached to each other and placed onto the precordial region. Simultaneous recordings were acquired from both sensors, together with an electrocardiogram lead (used as a reference). Quantitative morphological comparison confirmed the high similarity between LF-FCG and LF-DSCG (normalized cross-correlation index >0.9). Statistical analyses suggested that LF-DSCG, although achieving a fair sensitivity in heartbeat detection (about 90%), has not a very high consistency within the cardiac cycle, leading to inaccuracies in inter-beat intervals estimation. Future experiments with high-performance accelerometers and improved processing methods are envisioned to investigate the potential enhancement of the accuracy and reliability of the proposed method. |
| first_indexed | 2024-03-09T11:09:28Z |
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| institution | Directory Open Access Journal |
| issn | 2306-5354 |
| language | English |
| last_indexed | 2024-03-09T11:09:28Z |
| publishDate | 2022-04-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Bioengineering |
| spelling | doaj.art-d0ce8031768941f0bd67d244ba08d70c2023-12-01T00:49:34ZengMDPI AGBioengineering2306-53542022-04-019416710.3390/bioengineering9040167A Comparison of Heart Pulsations Provided by Forcecardiography and Double Integration of SeismocardiogramEmilio Andreozzi0Jessica Centracchio1Daniele Esposito2Paolo Bifulco3Department of Electrical Engineering and Information Technologies, University of Naples Federico II, Via Claudio, 21, 80125 Napoli, ItalyDepartment of Electrical Engineering and Information Technologies, University of Naples Federico II, Via Claudio, 21, 80125 Napoli, ItalyDepartment of Electrical Engineering and Information Technologies, University of Naples Federico II, Via Claudio, 21, 80125 Napoli, ItalyDepartment of Electrical Engineering and Information Technologies, University of Naples Federico II, Via Claudio, 21, 80125 Napoli, ItalySeismocardiography (SCG) is largely regarded as the state-of-the-art technique for continuous, long-term monitoring of cardiac mechanical activity in wearable applications. SCG signals are acquired via small, lightweight accelerometers fixed on the chest. They provide timings of important cardiac events, such as heart valves openings and closures, thus allowing the estimation of cardiac time intervals of clinical relevance. Forcecardiography (FCG) is a novel technique that records the cardiac-induced vibrations of the chest wall by means of specific force sensors, which proved capable of monitoring respiration, heart sounds and infrasonic cardiac vibrations, simultaneously from a single contact point on the chest. A specific infrasonic component captures the heart walls displacements and looks very similar to the Apexcardiogram. This low-frequency component is not visible in SCG recordings, nor it can be extracted by simple filtering. In this study, a feasible way to extract this information from SCG signals is presented. The proposed approach is based on double integration of SCG. Numerical double integration is usually very prone to large errors, therefore a specific numerical procedure was devised. This procedure yields a new displacement signal (DSCG) that features a low-frequency component (LF-DSCG) very similar to that of the FCG (LF-FCG). Experimental tests were carried out using an FCG sensor and an off-the-shelf accelerometer firmly attached to each other and placed onto the precordial region. Simultaneous recordings were acquired from both sensors, together with an electrocardiogram lead (used as a reference). Quantitative morphological comparison confirmed the high similarity between LF-FCG and LF-DSCG (normalized cross-correlation index >0.9). Statistical analyses suggested that LF-DSCG, although achieving a fair sensitivity in heartbeat detection (about 90%), has not a very high consistency within the cardiac cycle, leading to inaccuracies in inter-beat intervals estimation. Future experiments with high-performance accelerometers and improved processing methods are envisioned to investigate the potential enhancement of the accuracy and reliability of the proposed method.https://www.mdpi.com/2306-5354/9/4/167ForcecardiographySeismocardiographyheart vibrationspiezoelectric sensoraccelerometercardiac monitoring |
| spellingShingle | Emilio Andreozzi Jessica Centracchio Daniele Esposito Paolo Bifulco A Comparison of Heart Pulsations Provided by Forcecardiography and Double Integration of Seismocardiogram Bioengineering Forcecardiography Seismocardiography heart vibrations piezoelectric sensor accelerometer cardiac monitoring |
| title | A Comparison of Heart Pulsations Provided by Forcecardiography and Double Integration of Seismocardiogram |
| title_full | A Comparison of Heart Pulsations Provided by Forcecardiography and Double Integration of Seismocardiogram |
| title_fullStr | A Comparison of Heart Pulsations Provided by Forcecardiography and Double Integration of Seismocardiogram |
| title_full_unstemmed | A Comparison of Heart Pulsations Provided by Forcecardiography and Double Integration of Seismocardiogram |
| title_short | A Comparison of Heart Pulsations Provided by Forcecardiography and Double Integration of Seismocardiogram |
| title_sort | comparison of heart pulsations provided by forcecardiography and double integration of seismocardiogram |
| topic | Forcecardiography Seismocardiography heart vibrations piezoelectric sensor accelerometer cardiac monitoring |
| url | https://www.mdpi.com/2306-5354/9/4/167 |
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