Publication Date:
2011-10-04
Description:
Recently, the format of TT tensors (Hackbusch and Kühn in J Fourier Anal Appl 15:706–722, 2009 ; Oseledets in SIAM J Sci Comput 2009 , submitted; Oseledets and Tyrtyshnikov in SIAM J Sci Comput 31:5, 2009 ; Oseledets and Tyrtyshnikov in Linear Algebra Appl 2009 , submitted) has turned out to be a promising new format for the approximation of solutions of high dimensional problems. In this paper, we prove some new results for the TT representation of a tensor U Î \mathbb R n 1 × ¼ × n d and for the manifold of tensors of TT-rank r . As a first result, we prove that the TT (or compression) ranks r i of a tensor U are unique and equal to the respective separation ranks of U if the components of the TT decomposition are required to fulfil a certain maximal rank condition. We then show that the set \mathbb T of TT tensors of fixed rank r locally forms an embedded manifold in \mathbb R n 1 × ¼ × n d , therefore preserving the essential theoretical properties of the Tucker format, but often showing an improved scaling behaviour. Extending a similar approach for matrices (Conte and Lubich in M2AN 44:759, 2010 ), we introduce certain gauge conditions to obtain a unique representation of the tangent space T U \mathbb T of \mathbb T and deduce a local parametrization of the TT manifold. The parametrisation of T U \mathbb T is often crucial for an algorithmic treatment of high-dimensional time-dependent PDEs and minimisation problems (Lubich in From quantum to classical molecular dynamics: reduced methods and numerical analysis, 2008 ). We conclude with remarks on those applications and present some numerical examples. Content Type Journal Article Pages 1-31 DOI 10.1007/s00211-011-0419-7 Authors Sebastian Holtz, TU Berlin, Straße des 17. Juni 136, 10623 Berlin, Germany Thorsten Rohwedder, TU Berlin, Straße des 17. Juni 136, 10623 Berlin, Germany Reinhold Schneider, TU Berlin, Straße des 17. Juni 136, 10623 Berlin, Germany Journal Numerische Mathematik Online ISSN 0945-3245 Print ISSN 0029-599X
Print ISSN:
0029-599X
Electronic ISSN:
0945-3245
Topics:
Mathematics
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