Sirvi Autor "Adekunle, Lukman" järgi

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Predicting Wireless sensor readings with Neural network
(2014) Adekunle, Lukman; Srirama, Satish Narayana
Wireless sensor networks are becoming a part of our daily lives, as they act as a bridge between the physical world and the virtual world.One of the problems encountered by this type of networks while trying to fulfill their goals is the rate of energy consumption. The approach considered in this paper was that of an artificial neural network with the aim of reducing the rate of power consumption and thereby increasing the performance and durability of the network. Support vector machines backed artificial neural model was the best of all models picked. It was then compared with a linear regression model to see if there would be any good reasons to migrate to the this new approach. At the end, it was observed that the chosen network performed slightly above the level of the existing model. The implications of the observed results were that another form of prediction model can replace the existing one or alternated with one another in the process of operation of a wireless sensor network.