Tensor Product Approximation (DMRG) and Coupled Cluster Method in Quantum Chemistry

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Many-Electron Approaches in Physics, Chemistry and Mathematics

Part of the book series: Mathematical Physics Studies ((MPST))

Abstract

We present the Coupled Cluster (CC) method and the Density matrix Renormalization Group (DMRG) method in a unified way, from the perspective of recent developments in tensor product approximation. We present an introduction into recently developed hierarchical tensor representations, in particular tensor trains which are matrix product states in physics language. The discrete equations of full CI approximation applied to the electronic Schrödinger equation is casted into a tensorial framework in form of the second quantization. A further approximation is performed afterwards by tensor approximation within a hierarchical format or equivalently a tree tensor network. We establish the (differential) geometry of low rank hierarchical tensors and apply the Driac Frenkel principle to reduce the original high-dimensional problem to low dimensions. The DMRG algorithm is established as an optimization method in this format with alternating directional search. We briefly introduce the CC method and refer to our theoretical results. We compare this approach in the present discrete formulation with the CC method and its underlying exponential parametrization.

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References

  1. Bartlett, R.J., Musial, M.: Coupled-cluster theory in quantum chemistry. Rev. Mod. Phys. 79, 291 (2007)

    Google Scholar 

  2. Beck, M.H., Jäckle, A., Worth, G.A., Meyer, H.-D.: The multiconfiguration time-dependent Hartree (MCTDH) method: a highly efficient algorithm for propagating wavepackets. Phys. Rep. 324, 1–105 (2000)

    Google Scholar 

  3. Beylkin, G., Mohlenkamp, M.J.: Algorithms for numerical analysis in high dimensions. SIAM J. Sci. Comp. 26(6), 2133ff (2005)

    Google Scholar 

  4. Boguslawski, K., Tecmer, P., Barcza, G., Legeza, Ö., Reiher, M.: Orbital entanglement in bond-formation processes. J. Chem. Theory Comput. 9(7), 2959–2973 (2013)

    Article  Google Scholar 

  5. Chan, G.K.-L., Sharma, S.: The density matrix renormalization group in quantum chemistry. Annu. Rev. Phys. Chem. 62, 465 (2011)

    Google Scholar 

  6. Čížek, J.: Origins of coupled cluster technique for atoms and molecules. Theor. Chim. Acta 80, 91 (1991)

    Article  Google Scholar 

  7. Crawford, T.D., Schaeffer III, H.F.: An introduction to coupled cluster theory for computational chemists. Rev. Comput. Chem. 14, 33 (2000)

    Article  Google Scholar 

  8. Grasedyck, L.: Hierarchical singular value decomposition of tensors. SIAM. J. Matrix Anal. Appl. 31, 2029 (2010)

    Article  MATH  MathSciNet  Google Scholar 

  9. Hackbusch, W.: Tensor Spaces and Numerical Tensor Calculus, SSCM, vol. 42. Springer, Heidelberg (2012)

    Google Scholar 

  10. Hackbusch, W., Kühn, S.: A new scheme for the tensor representation. J. Fourier Anal. Appl. 15, 706–722 (2009)

    Article  MATH  MathSciNet  Google Scholar 

  11. Helgaker, T., Jørgensen, P., Olsen, J.: Molecular Electronic-Structure Theory. Wiley, New York (2000)

    Google Scholar 

  12. Holtz, S., Rohwedder, T., Schneider, R.: On manifolds of tensors with fixed TT rank. Numer. Math. 120(4), 701–731 (2012)

    Google Scholar 

  13. Holtz, S., Rohwedder, T., Schneider, R.: The alternating linear scheme for tensor optimisation in the TT format. SIAM J. Sci. Comput. 34(2), A683–A713 (2012)

    Google Scholar 

  14. Klopper, W., Manby, F.R., Ten-no, S., Vallev, E.F.: R12 methods in explicitly correlated molecular structure theory. Int. Rev. Phys. Chem. 25, 427 (2006)

    Article  Google Scholar 

  15. Kolda, T.G., Bader, B.W.: Tensor decompositions and applications. SIAM Rev. 51(3), 455–500 (2009)

    Article  ADS  MATH  MathSciNet  Google Scholar 

  16. Kutzelnigg, W.: Error analysis and improvement of coupled cluster theory. Theor. Chim. Acta 80, 349 (1991)

    Article  Google Scholar 

  17. Legeza, Ö., Sólyom, J.: Optimizing the density-matrix renormalization group method using quantum information entropy. Phys. Rev. B 68(19), 195116 (2003)

    Google Scholar 

  18. Lubich, C.: From Quantum to Classical Molecular Dynamics: Reduced methods and Numerical Analysis. Zürich Lectures in advanced mathematics, EMS (2008)

    Google Scholar 

  19. Lubich, C., Rohwedder, T., Schneider, R., Vandereycken, B.: Dynamical approximation of hierarchical tucker and tensor-train tensors SPP 1324 preprint 126 (2012)

    Google Scholar 

  20. Murg, V., Verstraete, F., Legeza, Ö., Noack, R.M.: Simulating strongly correlated quantum systems with tree tensor networks. Phys. Rev. B 82, 205105 (2010)

    Article  ADS  Google Scholar 

  21. Oseledets, I.: On a new tensor decomposition. Dokl. Math. 427(2), (2009)

    Google Scholar 

  22. Oseledets, I.V.: Tensor-train decomposition. SIAM J. Sci. Comput. 33, 2295–2317 (2011)

    Article  MATH  MathSciNet  Google Scholar 

  23. Pedersen, T.B., Koch, H., Hättig, C.: Gauge invariant coupled cluster response theory. J. Chem. Phys. 100(17), 8318–8327 (1999)

    Article  ADS  Google Scholar 

  24. Rohwedder, T.: The continuous coupled cluster formulation for the electronic Schrödinger equation, to appear M2AN

    Google Scholar 

  25. Rohwedder, T., Schneider, R.: Error estimates for the coupled cluster method, to appear in M2AN

    Google Scholar 

  26. Schneider, R., Uschmajew, A.: Approximation rates for the hierarchical tensor format in periodic Sobolev spaces, preprint (2013)

    Google Scholar 

  27. Schneider, R.: Analysis of the projected coupled cluster method in electronic structure calculation. Numer. Math. 113, 433–471 (2009)

    Article  MATH  MathSciNet  Google Scholar 

  28. Schollwöck, U.: The density-matrix renormalization group in the age of matrix product states. Ann. Phys. (NY) 326, 96 (2011)

    Google Scholar 

  29. Schütz, M., Werner, H.-J.: Low-order scaling local correlation methods. IV. Linear scaling coupled cluster (LCCSD). J. Chem. Phys. 114, 661 (2000)

    Article  ADS  Google Scholar 

  30. Sherrill, C.D.: Frontiers in electronic structure theory. J. Chem. Phys. 132, 110902 (2010)

    Article  ADS  Google Scholar 

  31. Vidal, G.: Efficient classical simulation of slightly entagled quantum computation. Phys. Rev. Lett. 91, 147902 (2003)

    Google Scholar 

  32. Wang, H., Thoss, M.: Multilayer formulation of the multiconfiguration time-dependent Hartree theory. J. Chem. Phys. 119, 1289–1299 (2003)

    Google Scholar 

  33. White, S.: Density matrix formulation for quantum renormalization groups. Phys. Rev. Lett. 69, 2863–2866 (1992)

    Article  ADS  Google Scholar 

  34. Yserentant, H.: Regularity and Approximability of Electronic Wave Functions, Lecture Notes in Mathematics series, vol. 2000. Springer, Heidelberg (2010)

    Google Scholar 

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Correspondence to Reinhold Schneider .

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Legeza, Ö., Rohwedder, T., Schneider, R., Szalay, S. (2014). Tensor Product Approximation (DMRG) and Coupled Cluster Method in Quantum Chemistry. In: Bach, V., Delle Site, L. (eds) Many-Electron Approaches in Physics, Chemistry and Mathematics. Mathematical Physics Studies. Springer, Cham. https://doi.org/10.1007/978-3-319-06379-9_3

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