Návrh nositelného zařízení pro potřeby monitorování osob
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Vysoká škola báňská – Technická univerzita Ostrava
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Abstract
This thesis focuses on the design and implementation of a wearable device for real-time monitoring
of human physical activity. The main objective is to develop a functional prototype capable of acquiring
data using an inertial measurement unit, transmitting the data wirelessly, and subsequently
processing and analyzing it. The theoretical part provides an overview of available motion monitoring
technologies with an emphasis on inertial sensors and wireless communication. It also discusses
criteria for selecting suitable devices and methods for data processing, including approaches to human
activity classification. The practical part includes the design of a hardware prototype, firmware
development, and the implementation of a data acquisition application. Based on experimental
measurements, the acquired data are processed and used for activity classification using machine
learning methods. The results demonstrate that the proposed system is capable of reliable motion
data acquisition and analysis and enables effective classification of activities in both experimental
conditions and real-world scenarios.
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wearable device, inertial measurement unit, accelerometer, gyroscope, magnetometer, motion monitoring, human activity recognition, machine learning, support vector machine, multilayer perceptron, wireless data transmission, Wi-Fi, TCP