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FatResConBUT/TT-DMD

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App README

TT-DMD Online Solver

Tensor-Train Dynamic Mode Decomposition — interactive solver for spatiotemporal prediction.

Developed at the Institute of Structural Mechanics, Brno University of Technology (VUT) as part of the ERC Synergy Grant project FatResCon (Grant ID: 101167045).

Features

  • TT-DMD — Tensor-Train DMD for high-dimensional spatiotemporal tensors
  • Classic DMD — Standard SVD-based DMD for 2D data
  • Interactive Eigenvalue Spectrum (complex plane, unit circle)
  • Growth / Frequency Map of DMD modes
  • Relative L1 Error over time (training vs prediction split)
  • Supports .npy, .mat, .csv input formats
  • Extended prediction & export

Demo Data

📁 Download demo test data (Google Drive)

Citation

If you use this solver in research, please cite:

"Exponential Data Compression via Tensor-Train Dynamic Mode Decomposition for Predicting Concrete Deterioration"

Contact

  • Yue Li — yue.li@vut.cz
  • Miroslav Vořechovský — miroslav.vorechovsky@vut.cz

License

MIT © 2026 Yue Li, Miroslav Vořechovský