Title :
QoS mapping from user to network requirements in WMSN: A fuzzy logic based approach
Author :
Nagesha ; Manvi, Sunilkumar S.
Author_Institution :
Instrum. Technol., JSS Acad. of Tech. Educ., Bangalore, India
Abstract :
Wireless Multimedia Sensor Networks (WMSNs) are resource constrained (compared to the requirement of video communication), where the sensor nodes have limited bandwidth, energy, processing power and memory. Resource mapping is required in such networks, which is based on user requirements to offer better communication services as well as to use optimal resources. This paper proposes Mamdani´s fuzzy inference system (FIS) to map the user requirement to resource demands by considering video/image. The input fuzzy parameters used are: available node energy, available bandwidth, and user quality needs. Output fuzzy parameter is frames to be transmitted per second (fps). By using `fps´ and the resolution of an image, the sensor node computes bandwidth and buffer requirements. The various defuzzification methods: centroid, smallest of maximum, and mean of maximum are used to get the response from the fuzzy inference system, and later they are compared.
Keywords :
bandwidth allocation; fuzzy logic; fuzzy reasoning; fuzzy set theory; image resolution; multimedia communication; quality of service; video communication; wireless sensor networks; FIS; Mamdani fuzzy inference system; QoS mapping; WMSN; bandwidth requirements; buffer requirements; centroid; communication services; defuzzification methods; fuzzy logic based approach; image resolution; network requirements; node energy; optimal resources; output fuzzy parameter; resource demands; resource mapping; sensor nodes; user quality needs; user requirements; video communication; wireless multimedia sensor networks; Bandwidth; Fuzzy logic; Method of moments; Multimedia communication; Quality of service; Streaming media; Wireless sensor networks; fuzzy inference systems; resource management; resource mapping; wireless multimedia sensor networks;
Conference_Titel :
Advance Computing Conference (IACC), 2014 IEEE International
Conference_Location :
Gurgaon
Print_ISBN :
978-1-4799-2571-1
DOI :
10.1109/IAdCC.2014.6779308