Literature DB >> 26737714

Wavelet-based motion artifact removal for electrodermal activity.

Weixuan Chen, Natasha Jaques, Sara Taylor, Akane Sano, Szymon Fedor, Rosalind W Picard.   

Abstract

Electrodermal activity (EDA) recording is a powerful, widely used tool for monitoring psychological or physiological arousal. However, analysis of EDA is hampered by its sensitivity to motion artifacts. We propose a method for removing motion artifacts from EDA, measured as skin conductance (SC), using a stationary wavelet transform (SWT). We modeled the wavelet coefficients as a Gaussian mixture distribution corresponding to the underlying skin conductance level (SCL) and skin conductance responses (SCRs). The goodness-of-fit of the model was validated on ambulatory SC data. We evaluated the proposed method in comparison with three previous approaches. Our method achieved a greater reduction of artifacts while retaining motion-artifact-free data.

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Year:  2015        PMID: 26737714      PMCID: PMC5413204          DOI: 10.1109/EMBC.2015.7319814

Source DB:  PubMed          Journal:  Conf Proc IEEE Eng Med Biol Soc        ISSN: 1557-170X


  18 in total

1.  Motion artifact cancellation in NIR spectroscopy using Wiener filtering.

Authors:  Meltem Izzetoglu; Ajit Devaraj; Scott Bunce; Banu Onaral
Journal:  IEEE Trans Biomed Eng       Date:  2005-05       Impact factor: 4.538

2.  Continuous monitoring of electrodermal activity during epileptic seizures using a wearable sensor.

Authors:  Ming-Zher Poh; Tobias Loddenkemper; Nicholas C Swenson; Shubhi Goyal; Joseph R Madsen; Rosalind W Picard
Journal:  Annu Int Conf IEEE Eng Med Biol Soc       Date:  2010

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Authors:  Y Xu; J B Weaver; D M Healy; J Lu
Journal:  IEEE Trans Image Process       Date:  1994       Impact factor: 10.856

4.  Sympathetic skin response in diabetic children: do diabetic children have diabetic neuropathy?

Authors:  K Torigoe; O Numata; S Yazaki; S Hasegawa; N Boku; M Hiura; H Ino; M Matsunaga
Journal:  Pediatr Int       Date:  1999-12       Impact factor: 1.524

5.  Committee report. Publication recommendations for electrodermal measurements.

Authors:  D C Fowles; M J Christie; R Edelberg; W W Grings; D T Lykken; P H Venables
Journal:  Psychophysiology       Date:  1981-05       Impact factor: 4.016

6.  Skin-conductance orienting deficits and increased alcoholism in schizotypal criminals.

Authors:  A Raine; S Bihrle; P H Venables; S A Mednick; V Pollock
Journal:  J Abnorm Psychol       Date:  1999-05

7.  Painless fractures and thermoregulation disturbances in sensory-autonomic neuropathy: electrophysiological abnormalities and sural nerve biopsy.

Authors:  A Polo; R Aldegheri; L G Bongiovanni; T Cavallaro; N Rizzuto
Journal:  Neuropediatrics       Date:  2000-06       Impact factor: 1.947

Review 8.  Changes in skin conductance as a tool to monitor nociceptive stimulation and pain.

Authors:  Hanne Storm
Journal:  Curr Opin Anaesthesiol       Date:  2008-12       Impact factor: 2.706

9.  A continuous measure of phasic electrodermal activity.

Authors:  Mathias Benedek; Christian Kaernbach
Journal:  J Neurosci Methods       Date:  2010-05-06       Impact factor: 2.390

Review 10.  Proposal for a noradrenaline hypothesis of schizophrenia.

Authors:  Kenichi Yamamoto; Oleh Hornykiewicz
Journal:  Prog Neuropsychopharmacol Biol Psychiatry       Date:  2004-08       Impact factor: 5.067

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  4 in total

1.  Simple, Transparent, and Flexible Automated Quality Assessment Procedures for Ambulatory Electrodermal Activity Data.

Authors:  Ian R Kleckner; Rebecca M Jones; Oliver Wilder-Smith; Jolie B Wormwood; Murat Akcakaya; Karen S Quigley; Catherine Lord; Matthew S Goodwin
Journal:  IEEE Trans Biomed Eng       Date:  2017-10-02       Impact factor: 4.538

2.  An on-line processing strategy for head movement interferences removal of dynamic brain electrical impedance tomography based on wavelet decomposition.

Authors:  Ge Zhang; Weichen Li; Hang Ma; Xuechao Liu; Meng Dai; Canhua Xu; Haoting Li; Xiuzhen Dong; Xingwang Sun; Feng Fu
Journal:  Biomed Eng Online       Date:  2019-05-09       Impact factor: 2.819

3.  Skin Conductance as a Viable Alternative for Closing the Deep Brain Stimulation Loop in Neuropsychiatric Disorders.

Authors:  Dilranjan S Wickramasuriya; Md Rafiul Amin; Rose T Faghih
Journal:  Front Neurosci       Date:  2019-08-07       Impact factor: 4.677

Review 4.  Innovations in Electrodermal Activity Data Collection and Signal Processing: A Systematic Review.

Authors:  Hugo F Posada-Quintero; Ki H Chon
Journal:  Sensors (Basel)       Date:  2020-01-15       Impact factor: 3.576

  4 in total

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