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Adaptive reduction of motion artifact from photoplethysmographic recordings using a variable step-size LMS filter
Photoplethysmography (PPG) is widely used for the continuous monitoring of peripheral circulation. However, the quality of the PPG signal is degraded drastically by motion artifact caused during dynamic recordings. In this paper, a LMS filter with automatic step-size control is proposed to mitigate...
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Published in: | Proceedings of IEEE Sensors 2002, Vol.2, p.1343-1346 vol.2 |
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container_title | Proceedings of IEEE Sensors |
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creator | Chan, K.W. Zhang, Y.T. |
description | Photoplethysmography (PPG) is widely used for the continuous monitoring of peripheral circulation. However, the quality of the PPG signal is degraded drastically by motion artifact caused during dynamic recordings. In this paper, a LMS filter with automatic step-size control is proposed to mitigate the effects of motion artifact in PPG recordings for long-term patient monitoring. Experimental results show that the proposed variable step-size LMS filter can provide better performance than the LMS filter with fixed step-size. |
doi_str_mv | 10.1109/ICSENS.2002.1037314 |
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However, the quality of the PPG signal is degraded drastically by motion artifact caused during dynamic recordings. In this paper, a LMS filter with automatic step-size control is proposed to mitigate the effects of motion artifact in PPG recordings for long-term patient monitoring. Experimental results show that the proposed variable step-size LMS filter can provide better performance than the LMS filter with fixed step-size.</description><identifier>ISBN: 0780374541</identifier><identifier>ISBN: 9780780374546</identifier><identifier>DOI: 10.1109/ICSENS.2002.1037314</identifier><language>eng</language><publisher>IEEE</publisher><subject>Adaptive filters ; Convergence ; Fingers ; Least squares approximation ; Light emitting diodes ; Motion detection ; Optoelectronic and photonic sensors ; Phototransistors ; Probes ; Transversal filters</subject><ispartof>Proceedings of IEEE Sensors, 2002, Vol.2, p.1343-1346 vol.2</ispartof><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c204t-3140286d24f79ae38e3f1a8d6f7240b41f799beb5dbde257e582b1332c91f4ac3</citedby></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/1037314$$EHTML$$P50$$Gieee$$H</linktohtml><link.rule.ids>309,310,780,784,789,790,2058,4050,4051,27925,54920</link.rule.ids><linktorsrc>$$Uhttps://ieeexplore.ieee.org/document/1037314$$EView_record_in_IEEE$$FView_record_in_$$GIEEE</linktorsrc></links><search><creatorcontrib>Chan, K.W.</creatorcontrib><creatorcontrib>Zhang, Y.T.</creatorcontrib><title>Adaptive reduction of motion artifact from photoplethysmographic recordings using a variable step-size LMS filter</title><title>Proceedings of IEEE Sensors</title><addtitle>ICSENS</addtitle><description>Photoplethysmography (PPG) is widely used for the continuous monitoring of peripheral circulation. However, the quality of the PPG signal is degraded drastically by motion artifact caused during dynamic recordings. In this paper, a LMS filter with automatic step-size control is proposed to mitigate the effects of motion artifact in PPG recordings for long-term patient monitoring. Experimental results show that the proposed variable step-size LMS filter can provide better performance than the LMS filter with fixed step-size.</description><subject>Adaptive filters</subject><subject>Convergence</subject><subject>Fingers</subject><subject>Least squares approximation</subject><subject>Light emitting diodes</subject><subject>Motion detection</subject><subject>Optoelectronic and photonic sensors</subject><subject>Phototransistors</subject><subject>Probes</subject><subject>Transversal filters</subject><isbn>0780374541</isbn><isbn>9780780374546</isbn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2002</creationdate><recordtype>article</recordtype><sourceid>6IE</sourceid><recordid>eNotUM1OwzAYi4SQgLEn2CUv0JK__h2nasCkAofCeUqTL2tQu5QkmzSenmrMF1uWbFlGaEVJSimpnrZ1u3lvU0YISynhBafiBj2Qopy1yAS9Q8sQvskMXuWciXv0s9ZyivYE2IM-qmjdATuDR3dR0kdrpIrYeDfiqXfRTQPE_hxGt_dy6q2ac8p5bQ_7gI9hJizxSXoruwFwiDAlwf4Cbt5abOwQwT-iWyOHAMsrL9DX8-azfk2aj5dtvW4SxYiIyTydsDLXTJiiksBL4IbKUuemYIJ0gs521UGX6U4DywrIStZRzpmqqBFS8QVa_fdaANhN3o7Sn3fXV_gfWaVbPg</recordid><startdate>2002</startdate><enddate>2002</enddate><creator>Chan, K.W.</creator><creator>Zhang, Y.T.</creator><general>IEEE</general><scope>6IE</scope><scope>6IH</scope><scope>CBEJK</scope><scope>RIE</scope><scope>RIO</scope></search><sort><creationdate>2002</creationdate><title>Adaptive reduction of motion artifact from photoplethysmographic recordings using a variable step-size LMS filter</title><author>Chan, K.W. ; Zhang, Y.T.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c204t-3140286d24f79ae38e3f1a8d6f7240b41f799beb5dbde257e582b1332c91f4ac3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2002</creationdate><topic>Adaptive filters</topic><topic>Convergence</topic><topic>Fingers</topic><topic>Least squares approximation</topic><topic>Light emitting diodes</topic><topic>Motion detection</topic><topic>Optoelectronic and photonic sensors</topic><topic>Phototransistors</topic><topic>Probes</topic><topic>Transversal filters</topic><toplevel>online_resources</toplevel><creatorcontrib>Chan, K.W.</creatorcontrib><creatorcontrib>Zhang, Y.T.</creatorcontrib><collection>IEEE Electronic Library (IEL) Conference Proceedings</collection><collection>IEEE Proceedings Order Plan (POP) 1998-present by volume</collection><collection>IEEE Xplore All Conference Proceedings</collection><collection>IEEE Xplore</collection><collection>IEEE Proceedings Order Plans (POP) 1998-present</collection><jtitle>Proceedings of IEEE Sensors</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext_linktorsrc</fulltext></delivery><addata><au>Chan, K.W.</au><au>Zhang, Y.T.</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Adaptive reduction of motion artifact from photoplethysmographic recordings using a variable step-size LMS filter</atitle><jtitle>Proceedings of IEEE Sensors</jtitle><stitle>ICSENS</stitle><date>2002</date><risdate>2002</risdate><volume>2</volume><spage>1343</spage><epage>1346 vol.2</epage><pages>1343-1346 vol.2</pages><isbn>0780374541</isbn><isbn>9780780374546</isbn><abstract>Photoplethysmography (PPG) is widely used for the continuous monitoring of peripheral circulation. However, the quality of the PPG signal is degraded drastically by motion artifact caused during dynamic recordings. In this paper, a LMS filter with automatic step-size control is proposed to mitigate the effects of motion artifact in PPG recordings for long-term patient monitoring. Experimental results show that the proposed variable step-size LMS filter can provide better performance than the LMS filter with fixed step-size.</abstract><pub>IEEE</pub><doi>10.1109/ICSENS.2002.1037314</doi></addata></record> |
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subjects | Adaptive filters Convergence Fingers Least squares approximation Light emitting diodes Motion detection Optoelectronic and photonic sensors Phototransistors Probes Transversal filters |
title | Adaptive reduction of motion artifact from photoplethysmographic recordings using a variable step-size LMS filter |
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