4.7 Article

Multigrid hierarchical simulated annealing method for reconstructing heterogeneous media

期刊

PHYSICAL REVIEW E
卷 92, 期 6, 页码 -

出版社

AMER PHYSICAL SOC
DOI: 10.1103/PhysRevE.92.063303

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资金

  1. Carbon Management Canada (CMC)
  2. Natural Sciences and Engineering Research Council of Canada (NSERC)
  3. Canada Foundation for Innovation (CFI)
  4. University of Alberta doctoral recruitment scholarship
  5. Alberta Innovates - Technology Futures Graduate Student Scholarship

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A reconstruction methodology based on different-phase-neighbor (DPN) pixel swapping and multigrid hierarchical annealing is presented. The method performs reconstructions by starting at a coarse image and successively refining it. TheDPNinformation is used at each refinement stage to freeze interior pixels of preformed structures. This preserves the large-scale structures in refined images and also reduces the number of pixels to be swapped, thereby resulting in a decrease in the necessary computational time to reach a solution. Compared to conventional single-grid simulated annealing, this method was found to reduce the required computation time to achieve a reconstruction by around a factor of 70-90, with the potential of even higher speedups for larger reconstructions. The method is able to perform medium sized (up to 300(3) voxels) three-dimensional reconstructions with multiple correlation functions in 36-47 h.

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