Matrix product operators, matrix product states, and ab initio density matrix renormalization group algorithms

Current descriptions of the ab initio density matrix renormalization group (DMRG) algorithm use two superficially different languages: an older language of the renormalization group and renormalized operators, and a more recent language of matrix product states and matrix product operators. The same...

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Published inThe Journal of chemical physics Vol. 145; no. 1; p. 014102
Main Authors Chan, Garnet Kin-Lic, Keselman, Anna, Nakatani, Naoki, Li, Zhendong, White, Steven R.
Format Journal Article
LanguageEnglish
Published United States American Institute of Physics 07.07.2016
American Institute of Physics (AIP)
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Online AccessGet full text
ISSN0021-9606
1089-7690
1520-9032
1089-7690
DOI10.1063/1.4955108

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Abstract Current descriptions of the ab initio density matrix renormalization group (DMRG) algorithm use two superficially different languages: an older language of the renormalization group and renormalized operators, and a more recent language of matrix product states and matrix product operators. The same algorithm can appear dramatically different when written in the two different vocabularies. In this work, we carefully describe the translation between the two languages in several contexts. First, we describe how to efficiently implement the ab initio DMRG sweep using a matrix product operator based code, and the equivalence to the original renormalized operator implementation. Next we describe how to implement the general matrix product operator/matrix product state algebra within a pure renormalized operator-based DMRG code. Finally, we discuss two improvements of the ab initio DMRG sweep algorithm motivated by matrix product operator language: Hamiltonian compression, and a sum over operators representation that allows for perfect computational parallelism. The connections and correspondences described here serve to link the future developments with the past and are important in the efficient implementation of continuing advances in ab initio DMRG and related algorithms.
AbstractList Current descriptions of the ab initio density matrix renormalization group (DMRG) algorithm use two superficially different languages: an older language of the renormalization group and renormalized operators, and a more recent language of matrix product states and matrix product operators. The same algorithm can appear dramatically different when written in the two different vocabularies. In this work, we carefully describe the translation between the two languages in several contexts. First, we describe how to efficiently implement the ab initio DMRG sweep using a matrix product operator based code, and the equivalence to the original renormalized operator implementation. Next we describe how to implement the general matrix product operator/matrix product state algebra within a pure renormalized operator-based DMRG code. Finally, we discuss two improvements of the ab initio DMRG sweep algorithm motivated by matrix product operator language: Hamiltonian compression, and a sum over operators representation that allows for perfect computational parallelism. The connections and correspondences described here serve to link the future developments with the past and are important in the efficient implementation of continuing advances in ab initio DMRG and related algorithms.
Current descriptions of the ab initio density matrix renormalization group (DMRG) algorithm use two superficially different languages: an older language of the renormalization group and renormalized operators, and a more recent language of matrix product states and matrix product operators. The same algorithm can appear dramatically different when written in the two different vocabularies. Here, we carefully describe the translation between the two languages in several contexts. First, we describe how to efficiently implement the ab initio DMRG sweep using a matrix product operator based code, and the equivalence to the original renormalized operator implementation. Next we describe how to implement the general matrix product operator/matrix product state algebra within a pure renormalized operator-based DMRG code. Finally, we discuss two improvements of the ab initio DMRG sweep algorithm motivated by matrix product operator language: Hamiltonian compression, and a sum over operators representation that allows for perfect computational parallelism. The connections and correspondences described here serve to link the future developments with the past and are important in the efficient implementation of continuing advances in ab initio DMRG and related algorithms.
Author Chan, Garnet Kin-Lic
Nakatani, Naoki
Li, Zhendong
White, Steven R.
Keselman, Anna
Author_xml – sequence: 1
  givenname: Garnet Kin-Lic
  surname: Chan
  fullname: Chan, Garnet Kin-Lic
  organization: Princeton University
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  givenname: Anna
  surname: Keselman
  fullname: Keselman, Anna
  organization: 4Institute for Catalysis, Hokkaido University, Kita 21 Nishi 10, Sapporo, Hokkaido 001-0021, Japan
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  givenname: Naoki
  surname: Nakatani
  fullname: Nakatani, Naoki
  organization: Hokkaido University
– sequence: 4
  givenname: Zhendong
  surname: Li
  fullname: Li, Zhendong
  organization: Princeton University
– sequence: 5
  givenname: Steven R.
  surname: White
  fullname: White, Steven R.
  organization: University of California
BackLink https://www.ncbi.nlm.nih.gov/pubmed/27394094$$D View this record in MEDLINE/PubMed
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Snippet Current descriptions of the ab initio density matrix renormalization group (DMRG) algorithm use two superficially different languages: an older language of the...
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SubjectTerms ab initio calculations
Algorithms
CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS
configuration interaction
Density
ground states
Hilbert space
INORGANIC, ORGANIC, PHYSICAL, AND ANALYTICAL CHEMISTRY
Languages
nonperturbative techniques
Operators (mathematics)
Physics
quantum entanglement
renormalization
singular values
tensor methods
wave functions
Title Matrix product operators, matrix product states, and ab initio density matrix renormalization group algorithms
URI http://dx.doi.org/10.1063/1.4955108
https://www.ncbi.nlm.nih.gov/pubmed/27394094
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