Application of artificial intelligence in wearable devices: Opportunities and challenges

被引:97
|
作者
Nahavandi, Darius [1 ]
Alizadehsani, Roohallah [1 ]
Khosravi, Abbas [1 ]
Acharya, U. Rajendra [2 ,3 ,4 ]
机构
[1] Deakin Univ, Inst Intelligent Syst Res & Innovat IISRI, Waurn Ponds, Vic 3216, Australia
[2] Ngee Ann Polytech, Dept Elect & Comp Engn, Singapore, Singapore
[3] Singapore Univ Social Sci, Sch Sci & Technol, Dept Biomed Engn, Singapore, Singapore
[4] Asia Univ, Dept Bioinforrnat & Med Engn, Taichung, Taiwan
关键词
Wearable devices; Healthcare; Machine learning; Deep learning; Internet of things; NEURAL-NETWORK; DISEASE; SENSOR; RECOGNITION; MODEL; CLASSIFICATION; TECHNOLOGY; SELECTION; FEATURES; DESIGN;
D O I
10.1016/j.cmpb.2021.106541
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Background and objectives: : Wearable technologies have added completely new and fast emerging tools to the popular field of personal gadgets. Aside from being fashionable and equipped with advanced hardware technologies such as communication modules and networking, wearable devices have the potential to fuel artificial intelligence (AI) methods with a wide range of valuable data. Methods: : Various AI techniques such as supervised, unsupervised, semi-supervised and reinforcement learning (RL) have already been used to carry out various tasks. This paper reviews the recent applications of wearables that have leveraged AI to achieve their objectives. Results: : Particular example applications of supervised and unsupervised learning for medical diagnosis are reviewed. Moreover, examples combining the internet of things, wearables, and RL are reviewed. Application examples of wearables will be also presented for specific domains such as medical, industrial, and sport. Medical applications include fitness, movement disorder, mental health, etc. Industrial applications include employee performance improvement with the aid of wearables. Sport applications are all about providing better user experience during workout sessions or professional gameplays. Conclusion: : The most important challenges regarding design and development of wearable devices and the computation burden of using AI methods are presented. Finally, future challenges and opportunities for wearable devices are presented.
引用
收藏
页数:19
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