Real-Time Recognition of Physical Activities and Their Intensities Using Wireless Accelerometers and a Heart Rate Monitor

Author(s):  
Emmanuel Munguia Tapia ◽  
Stephen S. Intille ◽  
William Haskell ◽  
Kent Larson ◽  
Julie Wright ◽  
...  
2018 ◽  
Vol 210 ◽  
pp. 01006
Author(s):  
Miguel G. Molina ◽  
Priscila E. Garzón ◽  
Carolina J. Molina ◽  
Juan X. Nicola

With the uprising of Internet of Things (IoT) networks, new applications have taken advantage of this new concept. Having all devices and all people connected 24/7 have several advantages in a variated amount of disciplines. One of them is medicine and the e-health concept. The possibility of having a real time lecture of the vital signs of people can prevent a live threat situation. This paper describes the realization of a device capable of measuring the heart rate of a person and checking for abnormalities that may negatively affect the patient’s well-being. This project will make use of electronic devices known as microcontrollers, specifically from the Arduino family, enabling us to capture data, and, with the help of a network card and a RJ-45 cable, transfer it to a PC and visualize the heart rate in real time over its assigned IP address.


2018 ◽  
Author(s):  
Perlie John Dy ◽  
◽  
Terence Joy Lareche ◽  
Dave Daniel Coles ◽  
Meljohn Aborde

2000 ◽  
Vol 12 (4) ◽  
pp. 360-370 ◽  
Author(s):  
Alise E. Ott ◽  
Russell R. Pate ◽  
Stewart G. Trost ◽  
Dianne S. Ward ◽  
Ruth Saunders

In order to effectively measure the physical activity of children, objective monitoring devices must be able to quantify the intermittent and nonlinear movement of free play. The purpose of this study was to investigate the validity of the Computer Science and Applications (CSA) uniaxial accelerometer and the TriTrac-R3D triaxial accelerometer with respect to their ability to measure 8 “free-play” activities of different intensity. The activities ranged from light to very vigorous in intensity and included activities such as throwing and catching, hopscotch, and basketball. Twenty-eight children, ages 9 to 11, wore a CSA and a heart rate monitor while performing the activities. Sixteen children also wore a Tritrac. Counts from the CSA, Tritrac, and heart rates corresponding to the last 3 min of the 5 min spent at each activity were averaged and used in correlation analyses. Across all 8 activities, Tritrac counts were significantly correlated with predicted MET level (r = 0.69) and heart rate (r = 0.73). Correlations between CSA output, predicted MET level (0.43), and heart rate (0.64) were also significant but were lower than those observed for the Tritrac. These data indicate that accelerometers are an appropriate methodology for measuring children’s free-play physical activities.


Author(s):  
Perlie John Dy ◽  
Terence Joy Lareche ◽  
Dave Daniel Coles ◽  
Meljohn Aborde

TechnoHeart is a digital way of monitoring heart rate using a Heart Rate Monitor device and an android phone. Moreover, this is made more special through its work-out training which is designed to help users set and achieve their target heart rate and monitor at what training intensity they are during a strenuous exercise. The training is made more interactive as the application has its real-time audio coaching. The need for this application comes from three sources; First, some athletes, non-athletes and even doctors are still using the traditional way of getting the heart rate; Second, training intensity is not monitored and target heart rate is not achieved; Third, most mobile developments do not tailor the need of users who undergo work-out training. With the following needs, objectives were set; First, to connect an HRM (Heart Rate Monitoring) device to an android mobile device and display individual’s heart rate in digital form through mobile; Second, to create a work-out training program using the Karvonen Formula; Third, to enable users to know one’s target heart rate by using a Karvonen calculator; Fourth, to notify users in real-time with every sudden change and the needed action in order to keep an effective training exercise. The project is to explore this and other similar concepts to develop a design that optimally satisfies all of these objectives. The project addresses all of these objectives while meeting the constraints given. The project was deployed in three different sets of users: The University of Mindanao Athletes, The elderly users aging from 50-80 years old and the other users aging from 12-49 years old. The researchers recommend the use of TechnoHeart for athletes and non-athletes who are aiming for effective cardiovascular training. And for the next researchers, they can focus on the compatibility of the said application to other mobile platforms like iOS, Blackberry, Windows and etc. And also, they may upload the application on the internet such as in social networking sites or any features that would make this project more usable.


2019 ◽  
Vol 5 (2) ◽  
pp. 12
Author(s):  
Bagas Dwi Laksana ◽  
Surdiniaty Ugelta ◽  
Jajat Jajat

Latar belakang dan tujuan dari penelitian yaitu, untuk mengkaji apakah ada perbedaan pengaruh recovery jogging dengan recovery dinamis terhadap pulih asal denyut nadi. Metode yang digunakan pada penelitian ini adalah kausal komparatif, dan teknik pengambilan data dengan pusposive sampeling. Sampel dibagi menjadi 2 tim jogging dengan recovery dinamis. Sampel berjumlah 10 orang dan terdiri dari 2 tim futsal laki – laki yang berusia 18 – 24 tahun. Instrumen pada penelitian menggunakan alat ukur tes bantu heart rate polar Ft 7. Tujuan alat heart rate monitor ( Hrm ) adalah untuk memonitor detak jantung sampel pada tes penelitian games futsal secara langsung, atau real time, menampilkan jumlah detak jantung per menit secara langsung, selama beraktivitas jasmani. Berdasarkan hasil pengolah data menunjukan tidak ada perbedaan, bila dilihat dan dijelaskan dari hasil deskriptif terjadi perbedaan hasil  angka data yaitu, hasil penelitian recovery istirahat aktif jogging 11.0 dan recovery istirahat aktif dinamis 31.20. Penulusuran atau penelitian lebih lanjut yang spesifik dan sistematis harus diperlukan karena untuk akurasi hasil data penelitian. Disarankan agar dilakukan tes kebugaran Vo2 max lebih dahulu karena untuk mengetahui kondisi fisik sampel penelitian.


2014 ◽  
Vol 24 (1) ◽  
pp. 58-63 ◽  
Author(s):  
Sin-Ae Park ◽  
A-Young Lee ◽  
Kwan-Suk Lee ◽  
Ki-Cheol Son

The objective of this study was to determine the exercise intensities of 10 gardening tasks for men and women in their 20s. Fifteen university students [(mean ± SD) age 24.7 ± 1.4 years and body mass index 23.5 ± 4.1 kg·m−2] participated in this study. On two occasions, the subjects completed 10 gardening tasks in a high tunnel and a grassy area with weeds located near the high tunnel in Cheongju, Chungbuk, South Korea. They performed five gardening tasks randomly ordered on each occasion. Subjects did each gardening task for 5 minutes and then sat and rested in a chair for 5 minutes before the next task. Each subject wore a portable telemetric calorimeter and respired into the facemask during the gardening tasks and resting periods to measure their oxygen uptake. The subjects also wore a heart rate monitor under their breast to record heart rate data during the gardening tasks and resting periods via radiotelemetry. The 10 gardening tasks performed by the subjects were determined to be moderate- to high-intensity physical activities [3.5 ± 0.5 to 6.3 ± 1.2 metabolic equivalents (MET)]. In conclusion, the exercise intensity of gardening tasks should be useful information for developing garden exercise programs that meet the recommended physical activity for health benefits in adults.


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