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  • Open Access

    ARTICLE

    Parameter-Tuned Deep Learning-Enabled Activity Recognition for Disabled People

    Mesfer Al Duhayyim*

    CMC-Computers, Materials & Continua, Vol.75, No.3, pp. 6287-6303, 2023, DOI:10.32604/cmc.2023.033045 - 29 April 2023

    Abstract Elderly or disabled people can be supported by a human activity recognition (HAR) system that monitors their activity intervenes and patterns in case of changes in their behaviors or critical events have occurred. An automated HAR could assist these persons to have a more independent life. Providing appropriate and accurate data regarding the activity is the most crucial computation task in the activity recognition system. With the fast development of neural networks, computing, and machine learning algorithms, HAR system based on wearable sensors has gained popularity in several areas, such as medical services, smart homes,… More >

  • Open Access

    ARTICLE

    Deep Transfer Learning Driven Automated Fall Detection for Quality of Living of Disabled Persons

    Nabil Almalki1,2, Mrim M. Alnfiai1,3, Fahd N. Al-Wesabi4, Mesfer Alduhayyem5, Anwer Mustafa Hilal6,*, Manar Ahmed Hamza6

    CMC-Computers, Materials & Continua, Vol.74, No.3, pp. 6719-6736, 2023, DOI:10.32604/cmc.2023.034417 - 28 December 2022

    Abstract Mobile communication and the Internet of Things (IoT) technologies have recently been established to collect data from human beings and the environment. The data collected can be leveraged to provide intelligent services through different applications. It is an extreme challenge to monitor disabled people from remote locations. It is because day-to-day events like falls heavily result in accidents. For a person with disabilities, a fall event is an important cause of mortality and post-traumatic complications. Therefore, detecting the fall events of disabled persons in smart homes at early stages is essential to provide the necessary… More >

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