Interpolative Separable Density Fitting for Accelerating Two-Electron Integrals: A Theoretical Perspective
Low-rank approximations have long been considered an efficient way to accelerate electronic structure calculations associated with the evaluation of electron repulsion integrals (ERIs). As an accurate and efficient algorithm for compressing the ERI tensor, the interpolative separable density fitting...
Gespeichert in:
Veröffentlicht in: | Journal of chemical theory and computation 2023-02, Vol.19 (3), p.679-693 |
---|---|
Hauptverfasser: | , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
container_end_page | 693 |
---|---|
container_issue | 3 |
container_start_page | 679 |
container_title | Journal of chemical theory and computation |
container_volume | 19 |
creator | Qin, Xinming Hu, Wei Yang, Jinlong |
description | Low-rank approximations have long been considered an efficient way to accelerate electronic structure calculations associated with the evaluation of electron repulsion integrals (ERIs). As an accurate and efficient algorithm for compressing the ERI tensor, the interpolative separable density fitting (ISDF) decomposition has recently attracted great attention in this context. In this perspective, we introduce the ISDF decomposition from the theoretical aspects and technique details. The ISDF decomposition can construct a fully separable low-rank approximation (tensor hypercontraction factorization) of ERIs in real space with a cubic cost, offering great flexibility for accelerating high-scaling electronic structure calculations. We review the typical applications of ISDF in hybrid functionals, time-dependent density functional theory, and GW approximation. Finally, we discuss the promising directions for future development of ISDF. |
doi_str_mv | 10.1021/acs.jctc.2c00927 |
format | Article |
fullrecord | <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_miscellaneous_2769590876</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>2783221643</sourcerecordid><originalsourceid>FETCH-LOGICAL-a294t-19f8c64716abbcbfee99abe2949aa36be05ac84d100908366616bac1b0cbb1443</originalsourceid><addsrcrecordid>eNp1kUlPwzAQhS0EYr9zQpa4cCDFS-rE3KqySkggUc6R7U5KojQOtgPqv8fdOCBxsuX53psZP4TOKBlQwui1Mn5Qm2AGzBAiWbaDDukwlYkUTOz-3ml-gI68rwnhPGV8Hx1wISSnXByi-qkN4DrbqFB9AX6DTjmlG8C30PoqLPB9FULVznBpHR4ZAw04tXqYfNvkrgETnG3x0mXmVONv8AhPPsA6CJVRDX4F57sIRfMTtFdGAk435zF6v7-bjB-T55eHp_HoOVFMpiGhssyNSDMqlNZGlwBSKg2xJpXiQgMZKpOnUxo3JnncRFChlaGaGK1pmvJjdLn27Zz97MGHYl75OHijWrC9L1gm5DBKMxHRiz9obXvXxukilXPGqEh5pMiaMs5676AsOlfNlVsUlBTLHIqYQ7HModjkECXnG-Nez2H6K9h-fASu1sBKum36r98Pa_uVBg</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2783221643</pqid></control><display><type>article</type><title>Interpolative Separable Density Fitting for Accelerating Two-Electron Integrals: A Theoretical Perspective</title><source>American Chemical Society Journals</source><creator>Qin, Xinming ; Hu, Wei ; Yang, Jinlong</creator><creatorcontrib>Qin, Xinming ; Hu, Wei ; Yang, Jinlong</creatorcontrib><description>Low-rank approximations have long been considered an efficient way to accelerate electronic structure calculations associated with the evaluation of electron repulsion integrals (ERIs). As an accurate and efficient algorithm for compressing the ERI tensor, the interpolative separable density fitting (ISDF) decomposition has recently attracted great attention in this context. In this perspective, we introduce the ISDF decomposition from the theoretical aspects and technique details. The ISDF decomposition can construct a fully separable low-rank approximation (tensor hypercontraction factorization) of ERIs in real space with a cubic cost, offering great flexibility for accelerating high-scaling electronic structure calculations. We review the typical applications of ISDF in hybrid functionals, time-dependent density functional theory, and GW approximation. Finally, we discuss the promising directions for future development of ISDF.</description><identifier>ISSN: 1549-9618</identifier><identifier>EISSN: 1549-9626</identifier><identifier>DOI: 10.1021/acs.jctc.2c00927</identifier><identifier>PMID: 36693136</identifier><language>eng</language><publisher>United States: American Chemical Society</publisher><subject>Algorithms ; Approximation ; Decomposition ; Density functional theory ; Electronic structure ; Eris (dwarf planet) ; Integrals ; Mathematical analysis ; Tensors</subject><ispartof>Journal of chemical theory and computation, 2023-02, Vol.19 (3), p.679-693</ispartof><rights>2023 American Chemical Society</rights><rights>Copyright American Chemical Society Feb 14, 2023</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-a294t-19f8c64716abbcbfee99abe2949aa36be05ac84d100908366616bac1b0cbb1443</citedby><cites>FETCH-LOGICAL-a294t-19f8c64716abbcbfee99abe2949aa36be05ac84d100908366616bac1b0cbb1443</cites><orcidid>0000-0001-6641-1003 ; 0000-0002-5651-5340 ; 0000-0001-9629-2121</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://pubs.acs.org/doi/pdf/10.1021/acs.jctc.2c00927$$EPDF$$P50$$Gacs$$H</linktopdf><linktohtml>$$Uhttps://pubs.acs.org/doi/10.1021/acs.jctc.2c00927$$EHTML$$P50$$Gacs$$H</linktohtml><link.rule.ids>314,778,782,2754,27059,27907,27908,56721,56771</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/36693136$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Qin, Xinming</creatorcontrib><creatorcontrib>Hu, Wei</creatorcontrib><creatorcontrib>Yang, Jinlong</creatorcontrib><title>Interpolative Separable Density Fitting for Accelerating Two-Electron Integrals: A Theoretical Perspective</title><title>Journal of chemical theory and computation</title><addtitle>J. Chem. Theory Comput</addtitle><description>Low-rank approximations have long been considered an efficient way to accelerate electronic structure calculations associated with the evaluation of electron repulsion integrals (ERIs). As an accurate and efficient algorithm for compressing the ERI tensor, the interpolative separable density fitting (ISDF) decomposition has recently attracted great attention in this context. In this perspective, we introduce the ISDF decomposition from the theoretical aspects and technique details. The ISDF decomposition can construct a fully separable low-rank approximation (tensor hypercontraction factorization) of ERIs in real space with a cubic cost, offering great flexibility for accelerating high-scaling electronic structure calculations. We review the typical applications of ISDF in hybrid functionals, time-dependent density functional theory, and GW approximation. Finally, we discuss the promising directions for future development of ISDF.</description><subject>Algorithms</subject><subject>Approximation</subject><subject>Decomposition</subject><subject>Density functional theory</subject><subject>Electronic structure</subject><subject>Eris (dwarf planet)</subject><subject>Integrals</subject><subject>Mathematical analysis</subject><subject>Tensors</subject><issn>1549-9618</issn><issn>1549-9626</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><recordid>eNp1kUlPwzAQhS0EYr9zQpa4cCDFS-rE3KqySkggUc6R7U5KojQOtgPqv8fdOCBxsuX53psZP4TOKBlQwui1Mn5Qm2AGzBAiWbaDDukwlYkUTOz-3ml-gI68rwnhPGV8Hx1wISSnXByi-qkN4DrbqFB9AX6DTjmlG8C30PoqLPB9FULVznBpHR4ZAw04tXqYfNvkrgETnG3x0mXmVONv8AhPPsA6CJVRDX4F57sIRfMTtFdGAk435zF6v7-bjB-T55eHp_HoOVFMpiGhssyNSDMqlNZGlwBSKg2xJpXiQgMZKpOnUxo3JnncRFChlaGaGK1pmvJjdLn27Zz97MGHYl75OHijWrC9L1gm5DBKMxHRiz9obXvXxukilXPGqEh5pMiaMs5676AsOlfNlVsUlBTLHIqYQ7HModjkECXnG-Nez2H6K9h-fASu1sBKum36r98Pa_uVBg</recordid><startdate>20230214</startdate><enddate>20230214</enddate><creator>Qin, Xinming</creator><creator>Hu, Wei</creator><creator>Yang, Jinlong</creator><general>American Chemical Society</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7SC</scope><scope>7SR</scope><scope>7U5</scope><scope>8BQ</scope><scope>8FD</scope><scope>JG9</scope><scope>JQ2</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope><scope>7X8</scope><orcidid>https://orcid.org/0000-0001-6641-1003</orcidid><orcidid>https://orcid.org/0000-0002-5651-5340</orcidid><orcidid>https://orcid.org/0000-0001-9629-2121</orcidid></search><sort><creationdate>20230214</creationdate><title>Interpolative Separable Density Fitting for Accelerating Two-Electron Integrals: A Theoretical Perspective</title><author>Qin, Xinming ; Hu, Wei ; Yang, Jinlong</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-a294t-19f8c64716abbcbfee99abe2949aa36be05ac84d100908366616bac1b0cbb1443</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>Algorithms</topic><topic>Approximation</topic><topic>Decomposition</topic><topic>Density functional theory</topic><topic>Electronic structure</topic><topic>Eris (dwarf planet)</topic><topic>Integrals</topic><topic>Mathematical analysis</topic><topic>Tensors</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Qin, Xinming</creatorcontrib><creatorcontrib>Hu, Wei</creatorcontrib><creatorcontrib>Yang, Jinlong</creatorcontrib><collection>PubMed</collection><collection>CrossRef</collection><collection>Computer and Information Systems Abstracts</collection><collection>Engineered Materials Abstracts</collection><collection>Solid State and Superconductivity Abstracts</collection><collection>METADEX</collection><collection>Technology Research Database</collection><collection>Materials Research Database</collection><collection>ProQuest Computer Science Collection</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Computer and Information Systems Abstracts Academic</collection><collection>Computer and Information Systems Abstracts Professional</collection><collection>MEDLINE - Academic</collection><jtitle>Journal of chemical theory and computation</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Qin, Xinming</au><au>Hu, Wei</au><au>Yang, Jinlong</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Interpolative Separable Density Fitting for Accelerating Two-Electron Integrals: A Theoretical Perspective</atitle><jtitle>Journal of chemical theory and computation</jtitle><addtitle>J. Chem. Theory Comput</addtitle><date>2023-02-14</date><risdate>2023</risdate><volume>19</volume><issue>3</issue><spage>679</spage><epage>693</epage><pages>679-693</pages><issn>1549-9618</issn><eissn>1549-9626</eissn><abstract>Low-rank approximations have long been considered an efficient way to accelerate electronic structure calculations associated with the evaluation of electron repulsion integrals (ERIs). As an accurate and efficient algorithm for compressing the ERI tensor, the interpolative separable density fitting (ISDF) decomposition has recently attracted great attention in this context. In this perspective, we introduce the ISDF decomposition from the theoretical aspects and technique details. The ISDF decomposition can construct a fully separable low-rank approximation (tensor hypercontraction factorization) of ERIs in real space with a cubic cost, offering great flexibility for accelerating high-scaling electronic structure calculations. We review the typical applications of ISDF in hybrid functionals, time-dependent density functional theory, and GW approximation. Finally, we discuss the promising directions for future development of ISDF.</abstract><cop>United States</cop><pub>American Chemical Society</pub><pmid>36693136</pmid><doi>10.1021/acs.jctc.2c00927</doi><tpages>15</tpages><orcidid>https://orcid.org/0000-0001-6641-1003</orcidid><orcidid>https://orcid.org/0000-0002-5651-5340</orcidid><orcidid>https://orcid.org/0000-0001-9629-2121</orcidid></addata></record> |
fulltext | fulltext |
identifier | ISSN: 1549-9618 |
ispartof | Journal of chemical theory and computation, 2023-02, Vol.19 (3), p.679-693 |
issn | 1549-9618 1549-9626 |
language | eng |
recordid | cdi_proquest_miscellaneous_2769590876 |
source | American Chemical Society Journals |
subjects | Algorithms Approximation Decomposition Density functional theory Electronic structure Eris (dwarf planet) Integrals Mathematical analysis Tensors |
title | Interpolative Separable Density Fitting for Accelerating Two-Electron Integrals: A Theoretical Perspective |
url | https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-17T08%3A31%3A26IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Interpolative%20Separable%20Density%20Fitting%20for%20Accelerating%20Two-Electron%20Integrals:%20A%20Theoretical%20Perspective&rft.jtitle=Journal%20of%20chemical%20theory%20and%20computation&rft.au=Qin,%20Xinming&rft.date=2023-02-14&rft.volume=19&rft.issue=3&rft.spage=679&rft.epage=693&rft.pages=679-693&rft.issn=1549-9618&rft.eissn=1549-9626&rft_id=info:doi/10.1021/acs.jctc.2c00927&rft_dat=%3Cproquest_cross%3E2783221643%3C/proquest_cross%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=2783221643&rft_id=info:pmid/36693136&rfr_iscdi=true |