DocumentCode
2294208
Title
Accelerated genetic algorithm for bandwidth allocation in view of EMI for wireless healthcare
Author
Lin, Di ; Labeau, Fabrice
Author_Institution
Dept. of Electr. & Comput. Eng., McGill Univ., Montréal, QC, Canada
fYear
2012
fDate
1-4 April 2012
Firstpage
3312
Lastpage
3317
Abstract
To enhance the capacity of patients supported by wireless in-hospital monitoring systems, a bandwidth allocation scheme for the transmission of medical data in the wireless local area network (WLAN) is proposed. The problem of bandwidth allocation, subject to limited wireless bandwidth, quality of service (QoS) requirements of medical data transmission, as well as electromagnetic interference, is modeled as a non-polynomial (NP) optimization problem. To save the computation time of this NP problem, we propose an accelerated genetic algorithm by dynamically adjusting both the inheritance probability and the mutation probability, and then compare it with other off-the-shelf genetic algorithms. Our study shows that our proposed algorithm can save computation time and attain the same result of bandwidth allocation in comparison with other algorithms.
Keywords
biomedical telemetry; electromagnetic interference; genetic algorithms; probability; quality of service; radiotelemetry; wireless LAN; EMI; NP optimization problem; QoS requirements; WLAN; accelerated genetic algorithm; bandwidth allocation scheme; electromagnetic interference; inheritance probability; limited wireless bandwidth; medical data transmission; mutation probability; nonpolynomial optimization problem; off-the-shelf genetic algorithms; patient capacity enhancement; quality of service requirements; wireless healthcare; wireless in-hospital monitoring systems; wireless local area network; Bandwidth; Biomedical equipment; Electromagnetic interference; Genetic algorithms; Medical services; Monitoring; Wireless LAN; NP optimization problem; Wireless healthcare monitoring; electromagnetic interference; genetic algorithm;
fLanguage
English
Publisher
ieee
Conference_Titel
Wireless Communications and Networking Conference (WCNC), 2012 IEEE
Conference_Location
Shanghai
ISSN
1525-3511
Print_ISBN
978-1-4673-0436-8
Type
conf
DOI
10.1109/WCNC.2012.6214380
Filename
6214380
Link To Document