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Pulse rhythm

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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.
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A Novel Digital Platform for a Monitored Home-based Cardiac Rehabilitation Program
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Smart Garment for Continuous Respiration Monitoring in Canines.

Seokkyoon Hong1, Taewoong Park1, Youngjun Lee1

  • 1Weldon School of Biomedical Engineering, Purdue University, West Lafayette, Indiana 47907, United States.

ACS Sensors
|March 3, 2026
PubMed
Summary
This summary is machine-generated.

A new smart garment enables continuous, non-invasive at-home canine respiration monitoring. This technology accurately tracks vital signs and activity, offering insights into pet health and potentially benefiting other animals.

Keywords:
machine learningrespiration monitoring in companion animalssmart garmentveterinary telehealthwearable biomedical devices

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Area of Science:

  • Veterinary Medicine
  • Biomedical Engineering
  • Wearable Technology

Background:

  • Canines require continuous respiration monitoring for health insights, but current methods are invasive or uncomfortable.
  • Breed-specific anatomy and active lifestyles contribute to canine respiratory issues.

Purpose of the Study:

  • To develop a smart garment for continuous, non-invasive monitoring of canine respiration, body temperature, and physical activity.
  • To validate the system's accuracy across different breeds and activity levels.

Main Methods:

  • Integration of a spongy strain sensor and data acquisition module into canine apparel.
  • Validation using Labrador and Boxer breeds to capture respiration patterns.
  • Application of convolutional neural network (CNN)-assisted machine learning (ML) for pattern classification.

Main Results:

  • The smart garment successfully captured breed- and activity-specific respiration patterns, including breathing rate, amplitude, and panting.
  • The CNN-ML system achieved over 94.3% accuracy in classifying respiratory patterns.
  • Demonstrated potential for monitoring body temperature and physical activity alongside respiration.

Conclusions:

  • The smart garment provides a viable solution for continuous, non-invasive at-home canine health monitoring.
  • This platform shows promise for broader applications in companion animal veterinary care, including cats.