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InfoSys 2023 Congress
March 13, 2023 to March 17, 2023 - Barcelona, Spain
- ICNS 2023, The Nineteenth International Conference on Networking and Services
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- ENERGY 2023, The Thirteenth International Conference on Smart Grids, Green Communications and IT Energy-aware Technologies
- WEB 2023, The Eleventh International Conference on Building and Exploring Web Based Environments
- DBKDA 2023, The Fifteenth International Conference on Advances in Databases, Knowledge, and Data Applications
- SIGNAL 2023, The Eighth International Conference on Advances in Signal, Image and Video Processing
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InfoWare 2023 Congress
March 13, 2023 to March 17, 2023 - Barcelona, Spain
- ICCGI 2023, The Eighteenth International Multi-Conference on Computing in the Global Information Technology
- ICWMC 2023, The Nineteenth International Conference on Wireless and Mobile Communications
- VEHICULAR 2023, The Twelfth International Conference on Advances in Vehicular Systems, Technologies and Applications
- INTERNET 2023, The Fifteenth International Conference on Evolving Internet
- COLLA 2023, The Thirteenth International Conference on Advanced Collaborative Networks, Systems and Applications
- INTELLI 2023, The Twelfth International Conference on Intelligent Systems and Applications
- VISUAL 2023, The Eighth International Conference on Applications and Systems of Visual Paradigms
- HUSO 2023, The Ninth International Conference on Human and Social Analytics
- BRAININFO 2023, The Eighth International Conference on Neuroscience and Cognitive Brain Information
NexComm 2023 Congress
April 24, 2023 to April 28, 2023 - Venice, Italy
- ICDT 2023, The Eighteenth International Conference on Digital Telecommunications
- SPACOMM 2023, The Fifteenth International Conference on Advances in Satellite and Space Communications
- ICN 2023, The Twenty-Second International Conference on Networks
- ICONS 2023, The Eighteenth International Conference on Systems
- MMEDIA 2023, The Fifteenth International Conference on Advances in Multimedia
- PESARO 2023, The Thirteenth International Conference on Performance, Safety and Robustness in Complex Systems and Applications
- CTRQ 2023, The Sixteenth International Conference on Communication Theory, Reliability, and Quality of Service
- ALLDATA 2023, The Ninth International Conference on Big Data, Small Data, Linked Data and Open Data
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DigitalWorld 2023 Congress
April 24, 2023 to April 28, 2023 - Venice, Italy
- ICDS 2023, The Seventeenth International Conference on Digital Society
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DataSys 2023 Congress
June 26, 2023 to June 30, 2023 - Nice, Saint-Laurent-du-Var, France
- AICT 2023, The Nineteenth Advanced International Conference on Telecommunications
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ComputationWorld 2023 Congress
June 26, 2023 to June 30, 2023 - Nice, Saint-Laurent-du-Var, France
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NetWare 2023 Congress
September 25, 2023 to September 29, 2023 - Porto, Portugal
- SENSORCOMM 2023, The Seventeenth International Conference on Sensor Technologies and Applications
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NexTech 2023 Congress
September 25, 2023 to September 29, 2023 - Porto, Portugal
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TrendNews 2023 Congress
September 25, 2023 to September 29, 2023 - Porto, Portugal
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SocSys 2023 Congress
November 13, 2023 to November 17, 2023 - Valencia, Spain
SoftNet 2023 Congress
November 13, 2023 to November 17, 2023 - Valencia, Spain
- ICSEA 2023, The Eighteenth International Conference on Software Engineering Advances
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- HEALTHINFO 2023, The Eighth International Conference on Informatics and Assistive Technologies for Health-Care, Medical Support and Wellbeing
IARIA Congress 2023, The 2023 IARIA Annual Congress on Frontiers in Science, Technology, Services, and Applications
November 13, 2023 to November 17, 2023 - Valencia, Spain
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ThinkMind // SIGNAL 2023, The Eighth International Conference on Advances in Signal, Image and Video Processing // View article signal_2023_1_20_60014
Stress Detection Based on Wearable Physiological Sensors Laboratory and Real Life Pilot Scenario Application
 Authors:
Vasileios-Rafail Xefteris
Athina Tsanousa
Spyridon Symeonidis
Sotiris Diplaris
Francesco Zaffanela
Martina Monego
Maria Pacelli
Stefanos Vrochidis
Ioannis Kompatsiaris Keywords: Stress level detection, wearable sensors, smart vest, multimodal fusion Abstract:
Stress as a mental/physiological reaction of a person in a challenging situation of high discomfort can affect his/her ability to focus and perform fast and accurate decisions. Thus, stress can be a key factor in cases of emergency, when first responders need to be fast and accurate. Continuous monitoring of the stress levels of the first responders can be crucial in cases of disaster management situations. Wearable devices and physiological sensors provide real-time monitoring of physiological signals, which can be helpful for real-time stress monitoring. This work describes the stress detection module of the xR4DRAMA project and the results of its application during a disaster management pilot scenario. For this cause, a wearable smart vest equipped with an electrocardiograph (ECG) sensor, respiration (RSP) sensor, and an Inertial Measurement Unit (IMU) with an accelerometer, gyroscope, magnetometer, and quaternion sensors has been used. An initial data collection was performed to train the stress detection module, and the trained model was deployed for real-time stress detection of first responders in the pilot scenario. The training performed includes a massive feature extraction from the different modalities, and the test of four machine learning algorithms and six fusion and three feature selection techniques. The results of the continuous valued stress levels detection indicate that the best performing combination is the eXtreme Gradient Boosting (XGB) algorithm with the use of a Genetic Algorithm (GA) feature selection technique, achieving a Mean Square Error (MSE) of 0.0567. Results from the pilot show that the stress level detection module can operate in real time in real life conditions, offering reasonable results regarding the detected stress levels. Pages: 7 to 12 Copyright: Copyright (c) IARIA, 2023 Publication date: March 13, 2023 Published in: conference ISSN: 2519-8432 ISBN: 978-1-68558-057-5 Location: Barcelona, Spain Dates: from March 13, 2023 to March 17, 2023
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