Jove
Visualize
Contact Us
JoVE
x logofacebook logolinkedin logoyoutube logo
ABOUT JoVE
OverviewLeadershipBlogJoVE Help Center
AUTHORS
Publishing ProcessEditorial BoardScope & PoliciesPeer ReviewFAQSubmit
LIBRARIANS
TestimonialsSubscriptionsAccessResourcesLibrary Advisory BoardFAQ
RESEARCH
JoVE JournalMethods CollectionsJoVE Encyclopedia of ExperimentsArchive
EDUCATION
JoVE CoreJoVE BusinessJoVE Science EducationJoVE Lab ManualFaculty Resource CenterFaculty Site
Terms & Conditions of Use
Privacy Policy
Policies

Related Experiment Video

Updated: Jan 9, 2026

A Novel Digital Platform for a Monitored Home-based Cardiac Rehabilitation Program
04:24

A Novel Digital Platform for a Monitored Home-based Cardiac Rehabilitation Program

Published on: April 19, 2019

12.2K

On-Device, Continuous, Cuffless, and Accelerometer-Based Blood Pressure Monitoring.

Swapnil Sayan Saha, Muhammed Anwar Puthenveedu, Mahesh Chowdhary

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
    |December 3, 2025
    PubMed
    Summary
    This summary is machine-generated.

    Related Concept Videos

    Equipments Used To Measure Blood Pressure01:30

    Equipments Used To Measure Blood Pressure

    3.0K
    Direct Method
    This invasive approach involves cannulating a peripheral artery. During each cardiac contraction, pressure generates mechanical motion within the catheter, transmitted through rigid, fluid-filled tubing to a transducer. This transducer converts mechanical motion into electrical signals displayed as waveforms on a monitor. An automatic flushing system prevents blood backflow. Due to the potential risk of unexpected arterial blood loss, this method is primarily used in intensive...
    3.0K
    Sites for measruring blood pressure01:21

    Sites for measruring blood pressure

    3.3K
    Blood pressure measurement is a fundamental clinical procedure, providing crucial data for assessing cardiovascular health. Among the various sites for this measurement, the brachial and popliteal arteries are predominantly utilized due to their accessibility and the reliability of their readings. This lesson delves into the anatomical significance, methodology, and considerations of measuring blood pressure at these locations.
    The Brachial Artery: Primary Site for Blood Pressure Measurement
    3.3K
    Measurement of Blood Pressure01:17

    Measurement of Blood Pressure

    2.6K
    Assessing blood pressure is a standard procedure executed in virtually all medical environments. The method utilized today was established over a hundred years ago by an innovative Russian doctor, Dr. Nikolai Korotkoff. The soft ticking noise, known as Korotkoff sounds, heard while taking blood pressure readings results from turbulent blood flow within the vessels. The apparatus required for this procedure includes a sphygmomanometer, a blood pressure cuff attached to a gauge, and a...
    2.6K
    Pulse rhythm01:30

    Pulse rhythm

    1.3K
    Pulse rhythm refers to the pattern of pulsations within specific intervals, offering valuable insights into the regularity or irregularity of the heart's beats as observed through the pattern of pulsation within specific intervals. A regular pulse exhibits a consistent heart rate with uniform waveforms and pulsation force, variations of which can be classified as normal, weak, or bounding.
    Conversely, an irregular pulse pattern is termed dysrhythmia, stemming from disruptions in cardiac...
    1.3K
    Special considerations while measuring blood pressure01:28

    Special considerations while measuring blood pressure

    1.1K
    When assessing blood pressure (BP), healthcare professionals must consider various factors and potential unexpected outcomes to ensure accurate readings and provide proper patient care. Adhering to these guidelines is essential to achieving the most reliable results.
    Monitoring Both Arms:
    Monitoring BP in both arms during the initial assessment is advisable, as the systolic value may differ by five to ten mm Hg between arms. For subsequent BP assessments, use the arm with the higher reading.
    1.1K
    Assessing Blood pressure using a doppler ultrasound01:19

    Assessing Blood pressure using a doppler ultrasound

    2.3K
    To obtain accurate blood pressure measurements in clinical settings, especially when traditional methods are insufficient, healthcare professionals utilize the Doppler ultrasound technique. This method uses high-frequency sound waves to detect blood flow within the arteries, which is crucial for patients with conditions that complicate circulatory system assessment.
    Pre-Procedural Guidelines for Doppler Ultrasound Blood Pressure Assessment:
    Preparation of Equipment:
    2.3K

    You might also read

    Related Articles

    Articles linked to this work by shared authors, journal, and citation graph.

    Sort by
    Same author

    In-Sensor Movement Variability Tracking.

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
    Same author

    LocoMote: AI-driven Sensor Tags for Fine-Grained Undersea Localization and Sensing.

    IEEE sensors journal·2024
    Same author

    TinyNS: Platform-Aware Neurosymbolic Auto Tiny Machine Learning.

    ACM transactions on embedded computing systems : TECS·2024
    Same author

    Auritus: An Open-Source Optimization Toolkit for Training and Development of Human Movement Models and Filters Using Earables.

    Proceedings of the ACM on interactive, mobile, wearable and ubiquitous technologies·2024
    Same author

    TinyOdom: Hardware-Aware Efficient Neural Inertial Navigation.

    Proceedings of the ACM on interactive, mobile, wearable and ubiquitous technologies·2024
    Same author

    Inertial Navigation on Extremely Resource-Constrained Platforms: Methods, Opportunities and Challenges.

    IEEE/ION Position Location and Navigation Symposium : [proceedings]. IEEE/ION Position Location and Navigation Symposium·2023
    Same journal

    Analysis of End-Tidal CO2 Variability During Plateau Waves Episodes: An Information Theoretic Approach<sup></sup>.

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
    Same journal

    AI and Tomosynthesis for Breast Cancer Molecular Subtyping: A step toward precision medicine<sup></sup>.

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
    Same journal

    Towards Sustainable Protein Recovery from Biological Waste: Assessing Polyethersulfone-based Microfiltration.

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
    Same journal

    Analysis of the cardiovascular response to standardized polymicrobial peritonitis experimental model.

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
    Same journal

    Automated Wrist Ultrasound Image Bone Enhancement and Segmentation Using Deep Learning.

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
    Same journal

    A Deep Learning approach for Depressive Symptoms assessment in Parkinson's disease patients using facial videos.

    Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference·2025
    See all related articles

    This study presents a new cuffless blood pressure monitor using AI and inertial sensors. It offers accurate, continuous, and non-invasive readings for cardiovascular disease management.

    Area of Science:

    • Biomedical Engineering
    • Artificial Intelligence in Healthcare
    • Cardiovascular Monitoring

    Background:

    • Traditional blood pressure monitoring relies on cuffs, limiting continuous and practical use.
    • Non-invasive, cuffless methods are crucial for effective cardiovascular disease management.
    • Existing cuffless technologies often lack accuracy, personalization, or real-world applicability.

    Purpose of the Study:

    • To introduce an intelligent inertial blood pressure measurement device.
    • To enable accurate, continuous, and non-invasive blood pressure estimation using novel sensor fusion and AI.
    • To facilitate practical cardiovascular disease management in non-clinical settings.

    Main Methods:

    • Utilized pulse transit time and ballistocardiography with two accelerometers on the common carotid artery.

    More Related Videos

    An Application for Pairing with Wearable Devices to Monitor Personal Health Status
    06:58

    An Application for Pairing with Wearable Devices to Monitor Personal Health Status

    Published on: February 3, 2022

    3.3K
    Home-Based Monitor for Gait and Activity Analysis
    07:24

    Home-Based Monitor for Gait and Activity Analysis

    Published on: August 8, 2019

    7.2K

    Related Experiment Videos

    Last Updated: Jan 9, 2026

    A Novel Digital Platform for a Monitored Home-based Cardiac Rehabilitation Program
    04:24

    A Novel Digital Platform for a Monitored Home-based Cardiac Rehabilitation Program

    Published on: April 19, 2019

    12.2K
    An Application for Pairing with Wearable Devices to Monitor Personal Health Status
    06:58

    An Application for Pairing with Wearable Devices to Monitor Personal Health Status

    Published on: February 3, 2022

    3.3K
    Home-Based Monitor for Gait and Activity Analysis
    07:24

    Home-Based Monitor for Gait and Activity Analysis

    Published on: August 8, 2019

    7.2K
  • Developed a lightweight, on-device neural network for systolic and diastolic blood pressure estimation.
  • Employed platform-aware neural architecture search and transfer learning for model optimization and personalization (30-second calibration).

    • Main Results:

    • Achieved < ±2 mmHg systolic and diastolic error in preclinical trials (18 patients).
    • The neural network model requires <100 kB of memory, enabling on-device processing.
    • The device provides 3 blood pressure readings per second, wirelessly via a smartphone interface.

    Conclusions:

    • The developed cuffless blood pressure monitoring device is accurate, non-invasive, personalizable, and practical.
    • This framework supports continuous blood pressure monitoring in non-clinical settings for expert and non-expert users.
    • The intelligent inertial device represents a significant advancement in remote cardiovascular health management.