Effective pre-processing of long term noisy audio recordings: An aid to clinical monitoring
Nowadays, great attention is devoted to minimizing the discomfort caused by connection of patients to sensors for long-term monitoring of physiological parameters. Hence, the need for contact-less monitoring systems is increasingly recognized in clinical investigation. To this aim, audio signals rec...
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| Published in | Biomedical signal processing and control Vol. 8; no. 6; pp. 799 - 810 |
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| Main Authors | , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
Elsevier Ltd
01.11.2013
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| Subjects | |
| Online Access | Get full text |
| ISSN | 1746-8094 1746-8108 |
| DOI | 10.1016/j.bspc.2013.07.009 |
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| Abstract | Nowadays, great attention is devoted to minimizing the discomfort caused by connection of patients to sensors for long-term monitoring of physiological parameters. Hence, the need for contact-less monitoring systems is increasingly recognized in clinical investigation. To this aim, audio signals recorded by ambient microphones are an appealing and increasing field of research: in the biomedical field, application of contact-less audio recording of long duration may concern obstructive apnoea syndrome, preterm newborns in Intensive Care Units, daily monitoring in occupational dysphonia, speech therapy, Parkinson and Alzheimer disease, monitoring of psychiatric and autistic subjects, etc. However, a significant amount of ambient noise is inevitably included in the records.
Especially in the case of recordings that take a long time, manual extraction of clinically useful information from a whole record is a time-consuming operator-dependent task, the length of a whole recording (even several hours) being prohibitive both for perceptual analysis made by listening to it and for visual inspection of signal patterns. Moreover, objective measures of signal characteristics may serve clinicians as a common ground for diagnosis. Hence, automatic methods are needed to speed up and objectify the analysis task.
The present work describes a new, automatic, fast and reliable method for extracting “voiced candidates” from audio recordings of long duration for both clinical and home applications.
To demonstrate its effectiveness, the method is compared to existing software tools commonly used in biomedical applications using synthetic signals. |
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| AbstractList | Nowadays, great attention is devoted to minimizing the discomfort caused by connection of patients to sensors for long-term monitoring of physiological parameters. Hence, the need for contact-less monitoring systems is increasingly recognized in clinical investigation. To this aim, audio signals recorded by ambient microphones are an appealing and increasing field of research: in the biomedical field, application of contact-less audio recording of long duration may concern obstructive apnoea syndrome, preterm newborns in Intensive Care Units, daily monitoring in occupational dysphonia, speech therapy, Parkinson and Alzheimer disease, monitoring of psychiatric and autistic subjects, etc. However, a significant amount of ambient noise is inevitably included in the records.
Especially in the case of recordings that take a long time, manual extraction of clinically useful information from a whole record is a time-consuming operator-dependent task, the length of a whole recording (even several hours) being prohibitive both for perceptual analysis made by listening to it and for visual inspection of signal patterns. Moreover, objective measures of signal characteristics may serve clinicians as a common ground for diagnosis. Hence, automatic methods are needed to speed up and objectify the analysis task.
The present work describes a new, automatic, fast and reliable method for extracting “voiced candidates” from audio recordings of long duration for both clinical and home applications.
To demonstrate its effectiveness, the method is compared to existing software tools commonly used in biomedical applications using synthetic signals. |
| Author | Rruqja, N. Schoentgen, J. Orlandi, S. Dejonckere, P.H. Manfredi, C. Lebacq, J. |
| Author_xml | – sequence: 1 givenname: S. surname: Orlandi fullname: Orlandi, S. organization: Department of Information Engineering, Università degli Studi di Firenze, Firenze, Italy – sequence: 2 givenname: P.H. surname: Dejonckere fullname: Dejonckere, P.H. organization: Catholic University of Leuven, Neurosciences, Exp. ORL, Belgium – sequence: 3 givenname: J. surname: Schoentgen fullname: Schoentgen, J. organization: Laboratories of Images, Signals and Telecommunication Devices, Faculty of Applied Sciences, Université Libre de Bruxelles, Brussels, Belgium – sequence: 4 givenname: J. surname: Lebacq fullname: Lebacq, J. organization: Institute of Neuroscience CEMO, Université Catholique de Louvain, Avenue Hippocrate 55 bte B1.55.12, B-1200 Brussels, Belgium – sequence: 5 givenname: N. surname: Rruqja fullname: Rruqja, N. organization: Department of Information Engineering, Università degli Studi di Firenze, Firenze, Italy – sequence: 6 givenname: C. surname: Manfredi fullname: Manfredi, C. email: claudia.manfredi@unifi.it, manfredi@det.unifi.it organization: Department of Information Engineering, Università degli Studi di Firenze, Firenze, Italy |
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| CitedBy_id | crossref_primary_10_1016_j_bspc_2019_04_011 crossref_primary_10_1016_j_bspc_2019_101561 crossref_primary_10_1016_j_jvoice_2015_08_007 crossref_primary_10_1016_j_jvoice_2024_03_009 crossref_primary_10_1016_j_bspc_2014_07_006 crossref_primary_10_1007_s11045_016_0404_5 crossref_primary_10_1016_j_bspc_2020_102302 crossref_primary_10_1186_s13636_018_0124_x crossref_primary_10_1016_j_bspc_2016_12_012 crossref_primary_10_24012_dumf_498727 crossref_primary_10_3109_14015439_2014_970228 crossref_primary_10_1016_j_bspc_2018_05_033 crossref_primary_10_1088_1361_6579_ab0096 crossref_primary_10_1109_ACCESS_2019_2911427 crossref_primary_10_1016_j_bspc_2015_04_011 |
| Cites_doi | 10.1121/1.2390676 10.1109/TSMC.1979.4310076 10.1044/jslhr.4204.850 10.3109/14015439.2011.578078 10.1136/jnnp.71.4.493 10.1016/j.specom.2011.01.011 10.1016/j.bspc.2011.05.002 10.1121/1.4751536 10.1121/1.402840 10.1088/0967-3334/27/10/010 10.3109/14015439.2011.578077 10.1016/j.medengphy.2008.10.003 10.1109/TBME.2010.2061846 10.1121/1.1612485 10.1016/0165-5876(95)01273-7 10.1044/1092-4388(2005/054) 10.1017/S0022215110001970 10.1109/TBME.2010.2100096 10.1016/j.jvoice.2006.04.003 10.1016/j.bspc.2011.06.004 10.1121/1.396114 10.1016/j.bspc.2011.07.003 10.1016/j.otohns.2006.06.1268 |
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| Keywords | Newborn infant cry Synthetic signals Long duration recordings Otsu method Voiced/unvoiced selection Voice analysis Biomedical signal processing |
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