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 in | The Journal of chemical physics Vol. 145; no. 1; p. 014102 | 
|---|---|
| Main Authors | , , , , | 
| Format | Journal Article | 
| Language | English | 
| Published | 
        United States
          American Institute of Physics
    
        07.07.2016
     American Institute of Physics (AIP)  | 
| Subjects | |
| Online Access | Get full text | 
| ISSN | 0021-9606 1089-7690 1520-9032 1089-7690  | 
| DOI | 10.1063/1.4955108 | 
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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. | 
    
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| 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 – sequence: 2 givenname: Anna surname: Keselman fullname: Keselman, Anna organization: 4Institute for Catalysis, Hokkaido University, Kita 21 Nishi 10, Sapporo, Hokkaido 001-0021, Japan – sequence: 3 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$$D View this record in MEDLINE/PubMed https://www.osti.gov/servlets/purl/1467831$$D View this record in Osti.gov  | 
    
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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 https://www.proquest.com/docview/2121686925 https://www.proquest.com/docview/1803452029 https://www.osti.gov/servlets/purl/1467831 https://www.osti.gov/biblio/1260285  | 
    
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