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Deep learning-based ambient assisted living for self-management of cardiovascular conditions
被引:0
|作者:
Maria Ahmed Qureshi
Kashif Naseer Qureshi
Gwanggil Jeon
Francesco Piccialli
机构:
[1] Griffith University South Bank Campus,Department of Computer Science
[2] Bahria University,Department of Embedded Systems Engineering
[3] Incheon National University,Department of Mathematics and Applications “R. Caccioppoli”
[4] University of Naples Federico II,undefined
来源:
Neural Computing and Applications
|
2022年
/
34卷
关键词:
Deep learning;
Artificial intelligence;
Cardiovascular;
Healthcare systems;
Sensors;
Wearable technologies;
D O I:
暂无
中图分类号:
学科分类号:
摘要:
According to the World Health Organization, cardiovascular diseases contribute to 17.7 million deaths per year and are rising with a growing ageing population. In order to handle these challenges, the evolved countries are now evolving workable solutions based on new communication technologies such as ambient assisted living. In these solutions, the most well-known solutions are wearable devices for patient monitoring, telemedicine and mHealth systems. This systematic literature review presents the detailed literature on ambient assisted living solutions and helps to understand how ambient assisted living helps and motivates patients with cardiovascular diseases for self-management to reduce associated morbidity and mortalities. Preferred reporting items for systematic reviews and meta-analyses technique are used to answer the research questions. The paper is divided into four main themes, including self-monitoring wearable systems, ambient assisted living in aged populations, clinician management systems and deep learning-based systems for cardiovascular diagnosis. For each theme, a detailed investigation shows (1) how these new technologies are nowadays integrated into diagnostic systems and (2) how new technologies like IoT sensors, cloud models, machine and deep learning strategies can be used to improve the medical services. This study helps to identify the strengths and weaknesses of novel ambient assisted living environments for medical applications. Besides, this review assists in reducing the dependence on caregivers and the healthcare systems.
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页码:10449 / 10467
页数:18
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