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Tensor Numerical Methods in Quantum Chemistry by Venera Khoromskaia; Boris N. Khoromskij is a nonfiction available to read on EtoBox.
What is Tensor Numerical Methods in Quantum Chemistry about?
<P>The conventional numerical methods when applied to multidimensional problems suffer from the so-called "curse of dimensionality", that cannot be eliminated by using parallel architectures and high performance computing. The novel tensor numerical methods are based on a "smart" rank-structured tensor representation of the multivariate functions and operators discretized on Cartesian grids thus reducing solution of the multidimensional integral-differential equations to 1D calculations. We explain basic tensor formats and algorithms and show how the orthogonal Tucker tensor decomposition originating from chemometrics made a revolution in numerical analysis, relying on rigorous results from approximation theory. Benefits of tensor approach are demonstrated in ab-initio electronic structure calculations. </P> <UL> <LI>Computation of the 3D convolution integrals for functions with multiple singularities is replaced by a sequence of 1D operations, thus enabling accurate MATLAB calculations on a laptop using 3D uniform tensor grids of the size up to 10<SUP>15</SUP>. </LI> <LI>Fast tensor-based Hartree-Fock solver, incorporating the grid-based low-rank factorization of the two-electron
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Common subject areas: history, science, philosophy, social sciences.
- Author
- Venera Khoromskaia; Boris N. Khoromskij
- Publisher
- de Gruyter GmbH, Walter
- Published
- 2018
- Language
- EN
- ISBN
- 9783110391374
- Category
- nonfiction
- Subjects
- Mathematics, Science, Chemistry
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