implementation of dtw and ddtw algorithm on cell
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Implementation of DTW and DDTW algorithm on Cell Broadband Engine - PowerPoint PPT Presentation

Jan 04, 2024 •100 likes •213 views

IBM - CVUT Student Research Projects Implementation of DTW and DDTW algorithm on Cell Broadband Engine Pavel Bazika (bazikp1@fel.cvut.cz) What do DTW and DDTW do? DTW (dynamic time warping) is dynamic programming based algorithm

  1. IBM - CVUT Student Research Projects Implementation of DTW and DDTW algorithm on Cell Broadband Engine Pavel Bazika (bazikp1@fel.cvut.cz)

  2. What do DTW and DDTW do? • DTW (dynamic time warping) is dynamic programming based algorithm • compares two time series of different length and computes similarity measure • DDTW is an improved version of DTW algorithm Corresponding points IBM - CVUT Student Research Projects 2

  3. DTW and DDTW applications • Speech recognition • Handwritten signature verification IBM - CVUT Student Research Projects 3

  4. DTW calculation scheme Time seq 2 Time seq 1 Minimum evaluation Computed relation between series SIMDized (minimum cost path) distance computation IBM - CVUT Student Research Projects 4

  5. Computing Euclidean distance • Four distances in one step are computed • Distance matrix is distributed across available SPU's • Each SPU then calculates part of the matrix IBM - CVUT Student Research Projects 5

  6. Proposed SIMDization of DTW • In one step four new cells are computed • Reading from memory to register is done only once per matrix cell Computation direction IBM - CVUT Student Research Projects 6

  7. Job distribution Control Matrix signals transfer Pipeline processing IBM - CVUT Student Research Projects 7

  8. Platform comparison 9000 PPU SIMD 8000 Processing time [ms] 7000 6000 Pentium 4 5000 PPU 4000 3000 2000 SPU 1000 from here SPU's are the best 0 0 1000 2000 3000 4000 5000 6000 7000 Matrix size IBM - CVUT Student Research Projects 8

  9. What I've done • Distance matrix filling SIMDized • Minimum computing also SIMDized • Work distribution to pipelined SPU's • Result backtracking in filled matrix by PPU • Implemented on different platforms • Implementations measured and compared IBM - CVUT Student Research Projects 9

  10. Future work • Asynchronous DMA transfers • Tune up algorithms parameters IBM - CVUT Student Research Projects 10

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