In this paper, a neural network based data aggregation approach to detect the binary events in a multi-hop Wireless Sensor network has been proposed. We envision every node in a network as a unit of neuron which gets ...
详细信息
ISBN:
(纸本)9781479921805
In this paper, a neural network based data aggregation approach to detect the binary events in a multi-hop Wireless Sensor network has been proposed. We envision every node in a network as a unit of neuron which gets trained by using the neuralnetworkbased back propagation algorithm. As compared to the LMS based Adaptive Weighted aggregation scheme for tree network, the proposed neuralnetworkbased wireless sensor networkapproach leads to a significant improvement in detection accuracy without much energy losses due to communication and computation overhead. We also compare the detection accuracy of the proposed neuralnetworkbased scheme with that of the non-adaptive Bayesian approach which requires apriori knowledge of the sensor's performance indices.
暂无评论