FALL DETECTION DEVICE BASED ON ACCELEROMETER, GYROSCOPE, GPS MODULE, AND MACHINE LEARNING MODEL
DOI:
https://doi.org/10.24867/20RB01MandicKeywords:
Fall detection, Microcontroller, GPS, Accelerometer, Gyroscope, ClassificationAbstract
In this paper, a fall detection system, whose main purpose is assistance to the elderly, is described. The paper gives an insight into all parts of the implemented fall detection system, by describing hardware components and device prototype, device design, and implementation, programming of the microcontroller for this purpose, creating the user interface, forming a database, and training different classification models.
References
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[2] X. Yu, "Approaches and principles of fall detection for elderly and patient," HealthCom 2008 - 10th International Conference on e-health Networking, Applications and Services, 2008.
[3] STMicroelectronics, "STM32F405xx, STM32F407xx datasheet," 2020. [Online]. Dostupno na: chrome-extension://efaidnbmnnnibpcajpcglclefindmkaj/https://www.st.
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[5] E. Gakstatter, "GPS World: What exactly is GPS NMEA data?" 2015. [Online]. Dostupno na: https://www.gpsworld.com/what-exactly-is-gps-nmea-data/. [pristupljenu u avgustu 2022.].
[2] X. Yu, "Approaches and principles of fall detection for elderly and patient," HealthCom 2008 - 10th International Conference on e-health Networking, Applications and Services, 2008.
[3] STMicroelectronics, "STM32F405xx, STM32F407xx datasheet," 2020. [Online]. Dostupno na: chrome-extension://efaidnbmnnnibpcajpcglclefindmkaj/https://www.st.
com/resource/en/datasheet/dm00037051.pdf. [pristupljeno u avgustu 2022.].
[4] InvenSense, "MPU-6000 and MPU-6050 Product Specification revision 3.4.," 2013. [Online]. Dostupno na: https://invensense.tdk.com/wp-%20content/uploads/2015/02/MPU-6000-Datasheet1.pdf.. [pristupljeno u avgustu 2022.]
[5] E. Gakstatter, "GPS World: What exactly is GPS NMEA data?" 2015. [Online]. Dostupno na: https://www.gpsworld.com/what-exactly-is-gps-nmea-data/. [pristupljenu u avgustu 2022.].
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Published
2022-12-07
Issue
Section
Biomedical Engineering
