Apparatus and method for compressing data, apparatus and method for analyzing data, and data management system
There are provided an apparatus and a method for compressing data, an apparatus and a method for analyzing data and a data management system, which are capable of compressing huge data and accurately reproducing the char
Patent Number
US 7664715
Status
Active
Filing Date
April 28, 2005
Grant Date
February 16, 2010
Expiration
~April 2025 (estimated)
Claims
6
Assignee
Caterpillar Japan Ltd
Inventors
Gantcho Lubenov Vatchkov, Koji Komatsu, Satoshi Fujii, Isao Murota
Citations
0 forward · 29 backward
What it covers
There are provided an apparatus and a method for compressing data, an apparatus and a method for analyzing data and a data management system, which are capable of compressing huge data and accurately reproducing the characteristics of the original data from the compressed data. The data compressing apparatus includes detection means for detecting a multiplicity of data sets, each including n parameter values that vary according to an operation of an object, where n is a natural number; and data compressing means for compressing the data sets by inputting the data sets into an n-dimensional space, arranging neurons smaller in number than the data sets in the n-dimensional space, carrying out unsupervised learning for a neural network on the neurons, and converting the data sets into a neuron model parameter characterizing a neuron model obtained by the unsupervised learning.
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