Compressed data collection method for mobile wireless sensor network
A sensor network, compressing data technology, applied in network topology, wireless communication, transmission system and other directions, can solve the problems of unbalanced energy consumption, affecting the reconstruction accuracy of original sensing data, and the lack of error resistance of sensing data. life, reduce transmission cost, and reduce energy consumption
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[0031] The present invention will be described in further detail below in conjunction with the accompanying drawings.
[0032] Such as figure 1 Shown, the present invention specifically comprises the following steps:
[0033] 1. Design a Treelet-based sparse representation base by using the spatial-temporal correlation of sensor node perception data.
[0034] (1) At the bottom of the tree l=0, it is assumed that the sensory data in the sensor network can be expressed as x 0 =[x 0,1 ,...,x 0,p ] T , and its corresponding Dirac basis is denoted as Ψ 0 =[ψ 0,1 ,ψ 0,2 ,...,ψ 0,p ], where Ψ 0 Is a p×p unit matrix, and then calculate the sample variance ∑ 0 and similarity matrix M 0 .
[0035] (2) According to the similarity matrix M 0 Find the most similar sum variable, assuming Where ζ∈{1,2,...,p}, l∈{1,2,...,L}, L is the maximum number of layers of the tree.
[0036] (3) Calculate the Jacobi matrix of parameters α, β.
[0037]
[0038] where c=cos(θ l ), s=si...
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