Real time heart rate estimation from severely corrupted PPG signal by motion artifact

dc.contributor.advisorChowdhury, Sayeed Shafayet
dc.contributor.authorImtiaz, Mohammad Masuk
dc.contributor.authorTina, Tahmina Ahmed
dc.date.accessioned2017-12-18T05:19:06Z
dc.date.available2017-12-18T05:19:06Z
dc.date.issued2017-08
dc.descriptionCataloged from PDF version of thesis.
dc.descriptionIncludes bibliographical references (page 51).
dc.descriptionThis thesis report is submitted in partial fulfilment of the requirements for the degree of Bachelor of Science in Electrical and Electronic Engineering, 2017.
dc.description.abstractHeart rate is a very important cardio logical data. It is considered to be one of the most important vital sign of a human body. Real time heart rate monitoring provides a great advantage over many aspects. PPG is a low cost and simple method to measure volumetric changes in blood vessel. It consist of vital physiological data along with heart rate. But PPG data gets extremely corrupted with motion artifacts, thus it is difficult to achieve clean PPG data which has been distorted by all sorts of motion. Our method of removing motion artifacts and estimating heart rate included 3 major parts. Adaptive noise cancellation based of four different motion artifact source. Peak tracking method from the four different heart rate estimate for every real time window. Last step was a systematic verification method so that the abrupt changes in PPG does not lead the estimation of heart rate in the wrong direction. Our method of estimating heart rate had an absolute error of about 1.73 beats per min, which is a satisfactory result. This method provides a very robust system in measuring heart rate and also promises result with unbelievingly high accuracy. It can be concluded that this method provides high level of accuracy which can be implemented in today’s high tech health monitoring devices.
dc.identifier.otherID 13121152
dc.identifier.otherID 13121021
dc.identifier.otherhttps://dspace.bracu.ac.bd/server/api/core/items/e30a981c-3efc-4414-b464-4e04ea9207b3
dc.identifier.urihttp://hdl.handle.net/10361/8610
dc.language.isoen
dc.publisherBRAC University
dc.sourceBRAC University Institutional Repository
dc.subjectPPG
dc.subjectHeart rate
dc.subjectPhotoplethysmography
dc.subjectMotion artifact
dc.titleReal time heart rate estimation from severely corrupted PPG signal by motion artifact
dc.typeThesis

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