GithubHelp home page GithubHelp logo

heart-rate-monitoring_ppg's Introduction

Heart-Rate-Monitoring_PPG

Star this repo if you want to use the code. Happy coding!

Background

Fitness tracking is gaining massive popularity due to the advent of wearable devices that can track your vital signs. Heart rate monitoring is one such feature in many devices such as smart-watches and wristbands. The heart rate is estimated in real time and can guide exercises to adjust their workload and training programs, which is especially useful in rehabilitation. Most of the recording is done using photoplethysmographic (PPG) signals which are recorded from the wearer’s wrist. The PPG signal is recorded using embedded pulse oximeters. A pulse oximeter records a signal by illuminating the skin with an LED and measuring the intensity changes as the light reflects off the exercises during the wearer’s skin, forming a PPG signal. Each cycle of the PPG signal corresponds to a cardiac cycle, thus the heart rate can be estimated from the periodicity of the PPG signal.

Problem Statement

Two-channel PPG signals, three-axis acceleration signals, and one-channel ECG signals were simultaneously recorded from subjects with age from 18 to 35. For each subject, the PPG signals were recorded from wrist by two pulse oximeters with green LEDs (wavelength: 515nm). Their distance (from center to center) was 2 cm. The acceleration signal was also recorded from wrist by a three-axis accelerometer. Both the pulse oximeter and the accelerometer were embedded in a wristband, which was comfortably worn. The ECG signal was recorded simultaneously from the chest using wet ECG sensors. All signals were sampled at 125 Hz and sent to a nearby computer via Bluetooth.

TROIKA: A General Framework for Heart Rate Monitoring Using Wrist-Type Photoplethysmographic Signals During Intensive Physical Exercise

https://ieeexplore.ieee.org/document/6905737/

PPG

https://soulfit.io/blog/how-does-ppg-technology-works/

An Efficient Method for Heart Rate Monitoring Using Wrist-Type Photoplethysmographic Signals During Intensive Physical Exercise

https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7760124&tag=1

Heart rate monitoring from wrist-type photoplethysmographic (PPG) signals during intensive physical exercise

https://ieeexplore.ieee.org/document/7032208/

SPO2

https://l.facebook.com/l.php?u=https%3A%2F%2Fin.mathworks.com%2Fmatlabcentral%2Ffileexchange%2F53364-heart-rate--spo2-using-ppg&h=ATNyrI3Dtqsiau7wqegq_50_roPOE9qBbwsguvPnuvNdZc86N64fuD-_qiYJ2CkCnWJp5KDGlShVlaq6rifz5TpYUv4vdTVun4wzOMHXHGSryQ

heart-rate-monitoring_ppg's People

Contributors

yudhik11 avatar anveshc05 avatar

Watchers

James Cloos avatar  avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.