Overview
A set of resources to aid the beginner and expert alike in understanding photoplethysmography.
An introduction to photoplethysmography
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A comprehensive overview: This review paper summarises the fundamentals of photoplethysmography, its use in wearables, signal processing, and its potential clinical applications.
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A very quick overview: This short video provides an introduction to photoplethysmography in a minute (and a bit).
Wearable photoplethysmography devices
- The state-of-the-art in wearable photoplethysmography: Our book chapter on wearable photoplethysmography devices provides an overview of the state-of-the-art.
Signal processing
- A comprehensive overview of PPG signal processing: Our book chapter on photoplethysmography signal processing provides an overview of a wide range of techniques for processing the photoplethysmogram (PPG) signal.
- Detecting heartbeats in PPG signals: If you’re interested in detecting beats in PPG signals, then see our project on PPG beat detection, including open-source algorithms.
- Respiratory rate estimation: If you’re interested in estimating respiratory rate from the PPG, then see our review paper on the topic for an introduction, and our project on respiratory rate estimation algorithms.
- Vascular age: If you’re interested in assessing vascular age from the PPG, then see our review paper on the topic. Includes: blood pressure estimation, assessing arterial stiffness, and identifying peripheral arterial disease. If you’re interested in this topic, then you might consider joining this working group, part of VascAgeNet, a network for research into vascular ageing.
Clinical applications
- Opportunities for photoplethysmography in public health: This presentation provides an overview of some potential applications of photoplethysmography in Public Health.
The latest developments in photoplethysmography
- Webinars: To stay up to date with the latest developments in photoplethysmography by attending this free webinar series.
Related
- PPG Beat Detection
- PulseAnalyse
- A new framework to estimate breathing rate from electrocardiogram, photoplethysmogram, and blood pressure signals
- Advanced waveform analysis of the photoplethysmogram signal using complementary signal processing techniques for the extraction of biomarkers of cardiovascular function
- Analysing cardiovascular signals to assess vascular age
Posts
Peter Charlton and his colleagues gave a few presentations and ran a Special Session at the 2024 Engineering in Computing in Cardiology Conference.
Peter Charlton
Sep 6, 2024
2 min read
The 2023 Wearable Photoplethysmography Roadmap is out now
Peter Charlton
Nov 29, 2023
1 min read
A list of publicly available datasets containing photoplethysmogram signals.
Peter Charlton
Aug 2, 2022
5 min read
A workshop on cuffless blood pressure estimation using the MIMIC Database, presented at the 2022 IEEE EMBC Conference
Peter Charlton
May 25, 2022
2 min read
Publications
A Python toolbox for comprehensive photoplethysmography signal analysis
Marton A. Goda,
Peter Charlton,
Joachim Behar
An update on wearable photoplethysmography.
Peter Charlton,
Panicos Kyriacou
In this Roadmap, experts provide their perspectives on the future development of wearable photoplethysmography.
Peter Charlton,
John Allen,
Raquel Bailon,
Stephanie Baker,
Joachim A Behar,
Fei Chen,
Gari D Clifford,
David A Clifton,
Harry J Davies,
Cheng Ding,
Xiaorong Ding,
Jessilyn Dunn,
Mohamed Elgendi,
Munia Ferdoushi,
Daniel Franklin,
Eduardo Gil,
Md Farhad Hassan,
Jussi Hernesniemi,
Xiao Hu,
Nan Ji,
Yasser Khan,
Spyridon Kontaxis,
Ilkka Korhonen,
Panayiotis A Kyriacou,
Pablo Laguna,
Jesus Lazaro,
Chungkeun Lee,
Jeremy Levy,
Yumin Li,
Chengyu Liu,
Jing Liu,
Lei Lu,
Danilo P Mandic,
Vaidotas Marozas,
Elisa Mejia-Mejia,
Ramakrishna Mukkamala,
Meir Nitzan,
Tania Pereira,
Carmen C Y Poon,
Jessica C Ramella-Roman,
Harri Saarinen,
Md Mobashir Hasan Shandhi,
Hangsik Shin,
Gerard Stansby,
Toshiyo Tamura,
Antti Vehkaoja,
Will Ke Wang,
Yuan-Ting Zhang,
Ni Zhao,
Dingchang Zheng,
Tingting Zhu
A review of the impact of skin pigmentation on the accuracy of pulse oximetry, with recommendations for future developments.
Raghda Al-Halawani,
Peter Charlton,
Meha Qassem,
Panicos Kyriacou
An editorial on whether it would be possible and beneficial to establish best practices for photoplethysmography signal acquisition and processing.
Peter Charlton,
Kristjan Pilt,
Panicos Kyriacou
Editorial on inaccuracies of pulse oximetry in patients with various degrees of skin pigmentation.
Panicos Kyriacou,
Peter Charlton,
Raghda Al-Halawani,
Kirk H. Shelley
A review of wearable photoplethysmgoraphy, considering the technology, signal processing, and clinical applications.
Peter Charlton,
Panicos Kyriacou,
Jonathan Mant,
Vaidotas Marozas,
Phil Chowienczyk,
Jordi Alastruey
A comprehensive overview of signal processing techniques for the photoplethysmogram signal.
Elisa Mejia-Mejia,
John Allen,
Karthik Budidha,
Chadi El-Hajj,
Panayiotis A. Kyriacou,
Peter Charlton
A comprehensive overview of the state-of-the-art of wearable photoplethysmography devices.
Peter Charlton,
Vaidotas Marozas
Events
A summary of the road ahead to making the most of wearable photoplethysmography in health and fitness.
Oct 2, 2023 10:45 AM — 11:00 AM
Atlanta, USA
Peter Charlton
A workshop providing an introduction to the analysis of cardiovascular signals for vascular ageing assessment.
May 9, 2023 3:00 PM — 4:00 PM
Limassol, Cyprus
Peter Charlton
An interactive, online workshop providing an introduction to the fundamentals of biomedical signal processing and learning for wearable signals of multiple modalities.
Mar 15, 2023 10:00 AM — Mar 15, 2022 12:00 PM
Online
Peter Charlton
A talk summarising the current status of wearable photoplethysmography devices, and future perspectives.
Nov 8, 2022 10:00 AM — 10:40 AM
Helsinki
Peter Charlton
An overview of wearable photoplethysmography devices for cardiovascular monitoring
Jul 13, 2022 10:30 AM — 12:00 PM
Glasgow
Peter Charlton
An introduction to open research in Biomedical Signal Processing focusing on using the MIMIC-IV Database and WFDB Toolbox
Jul 11, 2022 8:30 AM — 12:30 PM
Glasgow
Peter Charlton
The state-of-the-art and future directions in using wearable photoplethysmography for health monitoring
Apr 26, 2022 1:00 PM — 2:00 PM
Kaunas University of Technology
Peter Charlton
The state-of-the-art and future directions in using wearable photoplethysmography for health monitoring
Apr 12, 2022 12:00 PM — 1:00 PM
University of Coventry
Peter Charlton
An overview of opportunities for photoplethysmography-based devices in Public Health
Feb 25, 2022 8:00 AM — 11:30 AM
Budapest, Hungary (and Online)
Peter Charlton
The state-of-the-art and future for consumer devices in clinical assessment
Jul 19, 2021 4:00 PM — 5:00 PM
Department of Public Health and Primary Care, University of Cambridge
Peter Charlton
A brief introduction to photoplethysmography
May 18, 2021 3:00 PM — 3:30 PM
Online
Peter Charlton
A presentation on realising the potential of consumer wearables for health monitoring.
Mar 18, 2021 11:00 AM — 12:00 PM
Webinar hosted by City, University of London
Peter Charlton