The Proceedings of Mechanical Engineering Congress, Japan
Online ISSN : 2424-2667
ISSN-L : 2424-2667
2013
Session ID : J013021
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J013021 Compression of Simulation Results Database Using Tensor Decomposition
Yixiang FENG
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Abstract
With the increase in the size of simulation results database, it has become a big challenge to transfer large data between different locations. In this study, we have developed a data compression method based on tensor compression. Voxel simulation results data are represented as third-order tensors and a tensor decomposition algorithm based on HOOI is applied to the tensors. After tensor decompression, the original tensor is decomposed into a core tensor and a series of basis matrices, whose summed size is considerably smaller than that of the original tensor. As a result, a compression ratio of over 60:1 is achieved for steady flow simulation and the error is below 5%. A compression ratio of over 70:1 is achieved for unsteady flow simulation and the error is below 5%. We have confirmed that no significant information is lost during the data compression process.
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© 2013 The Japan Society of Mechanical Engineers
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