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MiS Preprint

On the Dirac-Frenkel Variational Principle on Tensor Banach Spaces

Antonio Falcó, Wolfgang Hackbusch and Anthony Nouy


The main goal of this paper is to extend the so-called Dirac-Frenkel Variational Principle in the framework of tensor Banach spaces. To this end we observe that a tensor product of normed spaces can be described as a union of disjoint connected components. Then we show that each of these connected components, composed by tensors in Tucker format with a fixed rank, is a Banach manifold modelled in a particular Banach space, for which we provide local charts. The description of the local charts of these manifolds is crucial for an algorithmic treatment of high-dimensional partial differential equations and minimisation problems. In order to describe the relationship between these manifolds and the natural ambient space we prove under natural conditions that each connected component can be immersed in a particular ambient Banach space. This fact allows us to finally extend the Dirac-Frenkel variational principle in the framework of topological tensor spaces.

Dec 30, 2017
Jan 2, 2018
MSC Codes:
15A69, 46B28, 46A32
tensor spaces, Banach manifolds, Tensor formats, Tensor rank

Related publications

2019 Repository Open Access
Antonio Falcó, Wolfgang Hackbusch and Anthony Nouy

On the Dirac-Frenkel variational principle on tensor Banach spaces

In: Foundations of computational mathematics, 19 (2019) 1, pp. 159-204