Spatial Frequency Extraction using Gradient-liked Operator

碩士 === 國立交通大學 === 資訊科學與工程研究所 === 106 === The multi-dimensional ensemble empirical mode decomposition (MEEMD) is usually used for temporal-spatial data decomposition. One of the major issue is its high time complexity. A new gradient-liked approach to mimic similar spatial data decomposition results...

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Main Authors: Lin, Yi-Hao, 林以鎬
Other Authors: Hsiao, Tzu-Chien
Format: Others
Language:en_US
Published: 2018
Online Access:http://ndltd.ncl.edu.tw/handle/23fy97
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spelling ndltd-TW-106NCTU53941332019-11-28T05:22:26Z http://ndltd.ncl.edu.tw/handle/23fy97 Spatial Frequency Extraction using Gradient-liked Operator 空間頻率擷取使用類梯度運算子 Lin, Yi-Hao 林以鎬 碩士 國立交通大學 資訊科學與工程研究所 106 The multi-dimensional ensemble empirical mode decomposition (MEEMD) is usually used for temporal-spatial data decomposition. One of the major issue is its high time complexity. A new gradient-liked approach to mimic similar spatial data decomposition results with more than 10x speedup. The GPGPU version of our approach can reach 500x speedup. Our novel approach use gradient-liked operator to evaluate the spatial frequency on different radius and integral the gradient result to spatial frame which is similar to BIMFs of MEEMD. Hsiao, Tzu-Chien 蕭子健 2018 學位論文 ; thesis 30 en_US
collection NDLTD
language en_US
format Others
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description 碩士 === 國立交通大學 === 資訊科學與工程研究所 === 106 === The multi-dimensional ensemble empirical mode decomposition (MEEMD) is usually used for temporal-spatial data decomposition. One of the major issue is its high time complexity. A new gradient-liked approach to mimic similar spatial data decomposition results with more than 10x speedup. The GPGPU version of our approach can reach 500x speedup. Our novel approach use gradient-liked operator to evaluate the spatial frequency on different radius and integral the gradient result to spatial frame which is similar to BIMFs of MEEMD.
author2 Hsiao, Tzu-Chien
author_facet Hsiao, Tzu-Chien
Lin, Yi-Hao
林以鎬
author Lin, Yi-Hao
林以鎬
spellingShingle Lin, Yi-Hao
林以鎬
Spatial Frequency Extraction using Gradient-liked Operator
author_sort Lin, Yi-Hao
title Spatial Frequency Extraction using Gradient-liked Operator
title_short Spatial Frequency Extraction using Gradient-liked Operator
title_full Spatial Frequency Extraction using Gradient-liked Operator
title_fullStr Spatial Frequency Extraction using Gradient-liked Operator
title_full_unstemmed Spatial Frequency Extraction using Gradient-liked Operator
title_sort spatial frequency extraction using gradient-liked operator
publishDate 2018
url http://ndltd.ncl.edu.tw/handle/23fy97
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AT línyǐhào kōngjiānpínlǜxiéqǔshǐyònglèitīdùyùnsuànzi
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