Internet of things based intelligent facial expression monitoring using EMG signals
2021
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Advisor: Doç. Dr. İlhan Aydın
Abstract (EN)
Facial expressions are important aspects of human behaviors used to develop automated tools to assess anger, smile, fear, or surprise. These tools are effective to replace self-reporting methods, suitable for patients who are incapable to report their health status, especially patients in critical situation or under intensive care unit (ICU) and minors. In this thesis, we propose a wearable device with a bio-sensing mask to monitor the intensity of the human status of a patient using facial surface electromyography (sEMG). Wearable devices are the wireless sensor nodes, integrated into the Internet of Things (IoT) systems for remote monitoring of patients. At 1000 Hz sampling frequency, approximately nine sEMG channels are sampled for transmission to the cloud server and cover the entire frequency range through the gateway. We also consider low energy consumption wearing devices in the design process to carry out long-term monitoring. We develop a mobile web application to transmit large amounts of real-time sEMG data. We also perform digital signal processing, visualization, and interpretation to explain real-time sick situations such as angry, fear, surprise or smile data to caregivers. The cloud platform is a bridge between the web browser and sensor nodes. It helps to manage the wireless intercommunication between the web application and server. This study proposes a real-time scalable IoT system for bio-potential monitoring, a solution that is wearable to automatically assess situation using classification and facial expressions to assess fear, surprise, anger, or smile.
Author
Dr. Masood Abdulrahman Othman
Institution
How to Cite
Masood Abdulrahman Othman (Master Thesis). Internet of things based intelligent facial expression monitoring using EMG signals, 2021, Fırat University.
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