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Human Arthritis Analysis in Fog Computing Environment Using Bayesian Network Classifier and Thread Protocol

delete2020-01-01
delete27
PRE
AI
S
Sudeep Tanwar *
J
Jayneel Vora
S
Shriya Kaneriya
S
Sudhanshu Tyagi
N
Neeraj Kumar
V
Vishal Sharma
I
Ilsun You
DOI:10.1109/MCE.2019.2941456delete
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摘要

摘要

En 中文
Nowadays, many people are facing the problem of arthritis. Regular monitoring and consultation of joint health from a specialist can help patients with this chronicle disease. The ratio of orthopedic doctors to patients with arthritis is low, worldwide. Use of smart devices can support the healthcare industry a lot. Motivated by these facts, here we propose an architecture to track the hand movements of the patient. For regular monitoring of patients with arthritis, fog and cloud gateways for real-time response generation are used. Thread protocol and Bayesian network classifier have been included in the proposed architecture to achieve reliable communication and anomaly detection, respectively. A dataset of 431 patients with arthritis is taken in real time and simulated on OMNet++ simulator. Observations show that the packet delivery ratio is improved by 15-20%, the response time is reduced by 20-30%, and the packet delivery rate is improved by 25-35%, in comparison to not using the fog and thread protocol.
Keyword:
Arthritis
Protocols
Monitoring
Logic gates
Smart devices
Sensors
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期刊

IEEE Consumer Electronics Magazine 封面图
IEEE Consumer Electronics Magazine
IF:
4.1
论文数:
1.3K
被引数:
1.8K

机构

N
Nirma University
学者数:
1.5K
论文数: 1.1K
被引数: 1.3K
S
soonchunhyang university
学者数:
7.3K
论文数: 6.1K
被引数: 2
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