A proper orthogonal decomposition analysis method for transient nonlinear heat conduction problems. Part 1: Basic algorithm
The present work conducts a systematic and in-depth algorithm investigation for transient nonlinear heat conduction problems solved by using the proper orthogonal decomposition (POD) method. Part 1 of this two-part articles presents the process and characteristics of basic algorithms, including POD...
Saved in:
| Published in | Numerical heat transfer. Part B, Fundamentals Vol. 77; no. 2; pp. 87 - 115 |
|---|---|
| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
Philadelphia
Taylor & Francis
01.02.2020
Taylor & Francis Ltd |
| Subjects | |
| Online Access | Get full text |
| ISSN | 1040-7790 1521-0626 |
| DOI | 10.1080/10407790.2019.1690378 |
Cover
| Abstract | The present work conducts a systematic and in-depth algorithm investigation for transient nonlinear heat conduction problems solved by using the proper orthogonal decomposition (POD) method. Part 1 of this two-part articles presents the process and characteristics of basic algorithms, including POD explicit and implicit time-marching methods. The accuracy and efficiency are verified by several numerical examples with various boundary conditions and element types. The results show that the POD-based reduced order model (ROM) can provide high quality temperature prediction of the transient nonlinear heat conduction problems when using implicit method. However, the computational time of implicit method is much longer than that of explicit one. The acceleration effect of POD-based ROM on the calculation of the transient nonlinear heat conduction problems is one order of magnitude lower than that of the corresponding transient linear heat conduction problems. The improvement of computational efficiency is not pronounced. Further studies of the more efficient advanced algorithms to deal with POD-based ROM for transient nonlinear heat conduction problems will be presented in Part 2. Additionally, an approximate POD-based ROM for transient nonlinear heat conduction problem is proposed, which can be constructed quickly by using POD modes obtained from the corresponding transient linear heat conduction system. It is confirmed to be feasible for allowing nonlinear behavior to be modeled at an acceptable level of accuracy. It has significant application potential of solving practical engineering problems. |
|---|---|
| AbstractList | The present work conducts a systematic and in-depth algorithm investigation for transient nonlinear heat conduction problems solved by using the proper orthogonal decomposition (POD) method. Part 1 of this two-part articles presents the process and characteristics of basic algorithms, including POD explicit and implicit time-marching methods. The accuracy and efficiency are verified by several numerical examples with various boundary conditions and element types. The results show that the POD-based reduced order model (ROM) can provide high quality temperature prediction of the transient nonlinear heat conduction problems when using implicit method. However, the computational time of implicit method is much longer than that of explicit one. The acceleration effect of POD-based ROM on the calculation of the transient nonlinear heat conduction problems is one order of magnitude lower than that of the corresponding transient linear heat conduction problems. The improvement of computational efficiency is not pronounced. Further studies of the more efficient advanced algorithms to deal with POD-based ROM for transient nonlinear heat conduction problems will be presented in Part 2. Additionally, an approximate POD-based ROM for transient nonlinear heat conduction problem is proposed, which can be constructed quickly by using POD modes obtained from the corresponding transient linear heat conduction system. It is confirmed to be feasible for allowing nonlinear behavior to be modeled at an acceptable level of accuracy. It has significant application potential of solving practical engineering problems. |
| Author | Liang, Yu Zhu, Qiang-Hua Gao, Xiao-Wei |
| Author_xml | – sequence: 1 givenname: Qiang-Hua surname: Zhu fullname: Zhu, Qiang-Hua email: qhzhu@dlut.edu.cn organization: Dalian University of Technology – sequence: 2 givenname: Yu surname: Liang fullname: Liang, Yu organization: Dalian University of Technology – sequence: 3 givenname: Xiao-Wei surname: Gao fullname: Gao, Xiao-Wei organization: Dalian University of Technology |
| BookMark | eNqFkM1q3DAURkWZQJNJH6Eg6NoTXUu27GbTdMgfDCSLZC2uZTmjYEsTSUMY8vLVZNJNF6k2EuI7H_eeEzJz3hlCvgNbAGvYGTDBpGzZomTQLqBuGZfNF3IMVQkFq8t6lt85U-xDX8lJjM8sH8HFMXm7oJvgNyZQH9LaP3mHI-2N9tPGR5usdxTz1y7aSCeTEz0dfKApoIvWuETzLKN1BgNdG0xUe9dv9TuXe7vRTHFB7zEkCj_pb4xWUxyffLBpPZ2SowHHaL593HPyeHX5sLwpVnfXt8uLVaE5b1IBQg9c153p21KAyEsh1hyQl9poqEwJoAGbutJSVKKWIDvTya7DcmAdx57PyY9Db57oZWtiUs9-G_JWUZWci7aR0Mqcqg4pHXyMwQxqE-yEYaeAqb1n9dez2ntWH54zd_4Pp23CvYEsyY7_pX8daOuy1wlffRh7lXA3-jBkydpGxT-v-ANkCpps |
| CitedBy_id | crossref_primary_10_1109_TPEL_2024_3493382 crossref_primary_10_1016_j_cma_2020_113190 crossref_primary_10_1115_1_4053994 crossref_primary_10_1016_j_enganabound_2023_12_026 crossref_primary_10_3390_aerospace11040269 crossref_primary_10_1016_j_renene_2024_120825 crossref_primary_10_1007_s10973_024_13693_5 crossref_primary_10_1016_j_icheatmasstransfer_2024_107886 crossref_primary_10_1016_j_apenergy_2024_125196 crossref_primary_10_1080_10407790_2024_2350047 |
| Cites_doi | 10.1016/j.commatsci.2007.11.001 10.1360/SSPMA2013-00041 10.1080/10407790590935920 10.1016/j.cma.2007.01.012 10.1016/j.ijheatmasstransfer.2004.06.032 10.1080/10407790.2017.1420319 10.1016/j.ijheatmasstransfer.2012.10.013 10.1115/1.4033081 10.1016/j.applthermaleng.2017.03.053 10.1002/nme.1205 10.1016/j.ijheatmasstransfer.2017.01.030 10.1016/j.ijheatmasstransfer.2017.08.039 10.1080/10407790.2019.1627814 10.1016/j.anucene.2017.05.061 10.1016/j.ijheatmasstransfer.2014.07.078 10.1016/j.ijheatmasstransfer.2016.02.085 10.1007/s00466-014-1089-y 10.1115/1.4041266 10.1006/jcph.1997.5863 10.1007/BF02744404 10.1016/j.ijheatmasstransfer.2006.08.039 10.1080/10407790.2018.1461491 10.1080/10407790802182687 10.1007/s11071-005-2803-2 10.1002/nme.1620090314 10.1016/j.ijthermalsci.2015.01.036 10.1016/j.apm.2011.02.039 10.1080/10407790.2013.849989 10.1090/qam/910462 10.1002/cnm.1630030205 10.1016/j.enganabound.2017.11.001 10.1016/j.enganabound.2010.02.004 10.1016/j.ijheatmasstransfer.2018.05.100 10.1016/0045-7825(77)90001-9 10.1016/0017-9310(95)00167-0 |
| ContentType | Journal Article |
| Copyright | 2019 Taylor & Francis Group, LLC 2019 2019 Taylor & Francis Group, LLC |
| Copyright_xml | – notice: 2019 Taylor & Francis Group, LLC 2019 – notice: 2019 Taylor & Francis Group, LLC |
| DBID | AAYXX CITATION 7SC 7TB 8FD FR3 H8D JQ2 KR7 L7M L~C L~D |
| DOI | 10.1080/10407790.2019.1690378 |
| DatabaseName | CrossRef Computer and Information Systems Abstracts Mechanical & Transportation Engineering Abstracts Technology Research Database Engineering Research Database Aerospace Database ProQuest Computer Science Collection Civil Engineering Abstracts Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Academic Computer and Information Systems Abstracts Professional |
| DatabaseTitle | CrossRef Aerospace Database Civil Engineering Abstracts Technology Research Database Computer and Information Systems Abstracts – Academic Mechanical & Transportation Engineering Abstracts ProQuest Computer Science Collection Computer and Information Systems Abstracts Engineering Research Database Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Professional |
| DatabaseTitleList | Aerospace Database |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering Physics |
| EISSN | 1521-0626 |
| EndPage | 115 |
| ExternalDocumentID | 10_1080_10407790_2019_1690378 1690378 |
| Genre | Article |
| GrantInformation_xml | – fundername: Fundamental Research Funds for the Central Universities grantid: DUT17LK58; DUT18GF105 – fundername: National Natural Science Foundation of China grantid: 51576026; 11672061 |
| GroupedDBID | -~X .7F .QJ 0BK 0R~ 123 29N 30N 4.4 AAENE AAGDL AAHIA AAJMT AALDU AAMIU AAPUL AAQRR ABCCY ABFIM ABHAV ABLIJ ABPAQ ABPEM ABTAI ABXUL ABXYU ACGEJ ACGFS ACGOD ACIWK ACTIO ADCVX ADGTB ADMLS ADXPE AEISY AEOZL AEPSL AEYOC AFKVX AFRVT AGDLA AGMYJ AIJEM AIYEW AJWEG AKBVH AKOOK ALMA_UNASSIGNED_HOLDINGS ALQZU AQRUH AVBZW BLEHA CCCUG CE4 DGEBU DKSSO EBS E~A E~B GEVLZ GTTXZ H13 HF~ HZ~ H~P J.P KYCEM LJTGL M4Z NA5 NX~ O9- P2P PQQKQ RIG RNANH ROSJB RTWRZ S-T SNACF TASJS TBQAZ TEN TFL TFT TFW TNC TTHFI TUROJ TWF UT5 UU3 ZGOLN ~S~ AAYXX CITATION 7SC 7TB 8FD FR3 H8D JQ2 KR7 L7M L~C L~D |
| ID | FETCH-LOGICAL-c338t-14cf3c6bed92414521aa631a32cec15e211c1a865c74546717beb7bba2f0b3ad3 |
| ISSN | 1040-7790 |
| IngestDate | Wed Aug 13 09:50:00 EDT 2025 Wed Oct 01 04:01:31 EDT 2025 Thu Apr 24 22:51:12 EDT 2025 Mon Oct 20 23:48:39 EDT 2025 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 2 |
| Language | English |
| LinkModel | OpenURL |
| MergedId | FETCHMERGED-LOGICAL-c338t-14cf3c6bed92414521aa631a32cec15e211c1a865c74546717beb7bba2f0b3ad3 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 14 |
| PQID | 2334987197 |
| PQPubID | 52956 |
| PageCount | 29 |
| ParticipantIDs | crossref_primary_10_1080_10407790_2019_1690378 proquest_journals_2334987197 informaworld_taylorfrancis_310_1080_10407790_2019_1690378 crossref_citationtrail_10_1080_10407790_2019_1690378 |
| ProviderPackageCode | CITATION AAYXX |
| PublicationCentury | 2000 |
| PublicationDate | 2020-02-01 |
| PublicationDateYYYYMMDD | 2020-02-01 |
| PublicationDate_xml | – month: 02 year: 2020 text: 2020-02-01 day: 01 |
| PublicationDecade | 2020 |
| PublicationPlace | Philadelphia |
| PublicationPlace_xml | – name: Philadelphia |
| PublicationTitle | Numerical heat transfer. Part B, Fundamentals |
| PublicationYear | 2020 |
| Publisher | Taylor & Francis Taylor & Francis Ltd |
| Publisher_xml | – name: Taylor & Francis – name: Taylor & Francis Ltd |
| References | CIT0030 CIT0010 CIT0032 CIT0031 CIT0012 CIT0034 CIT0011 CIT0033 Copur M. (CIT0009) 2014; 53 CIT0014 CIT0036 CIT0013 CIT0035 CIT0016 CIT0015 CIT0018 CIT0017 CIT0019 CIT0021 CIT0020 CIT0001 CIT0023 CIT0022 CIT0003 CIT0025 CIT0002 CIT0024 CIT0005 CIT0027 CIT0004 CIT0026 CIT0007 CIT0029 CIT0006 CIT0028 CIT0008 |
| References_xml | – ident: CIT0025 doi: 10.1016/j.commatsci.2007.11.001 – ident: CIT0028 doi: 10.1360/SSPMA2013-00041 – ident: CIT0024 doi: 10.1080/10407790590935920 – ident: CIT0001 doi: 10.1016/j.cma.2007.01.012 – volume: 53 start-page: 149 issue: 2 year: 2014 ident: CIT0009 publication-title: Metalurgija – ident: CIT0022 doi: 10.1016/j.ijheatmasstransfer.2004.06.032 – ident: CIT0012 doi: 10.1080/10407790.2017.1420319 – ident: CIT0032 doi: 10.1016/j.ijheatmasstransfer.2012.10.013 – ident: CIT0029 doi: 10.1115/1.4033081 – ident: CIT0003 doi: 10.1016/j.applthermaleng.2017.03.053 – ident: CIT0030 doi: 10.1002/nme.1205 – ident: CIT0017 doi: 10.1016/j.ijheatmasstransfer.2017.01.030 – ident: CIT0020 doi: 10.1016/j.ijheatmasstransfer.2017.08.039 – ident: CIT0015 doi: 10.1080/10407790.2019.1627814 – ident: CIT0016 doi: 10.1016/j.anucene.2017.05.061 – ident: CIT0007 doi: 10.1016/j.ijheatmasstransfer.2014.07.078 – ident: CIT0035 doi: 10.1016/j.ijheatmasstransfer.2016.02.085 – ident: CIT0027 doi: 10.1007/s00466-014-1089-y – ident: CIT0036 doi: 10.1115/1.4041266 – ident: CIT0004 doi: 10.1006/jcph.1997.5863 – ident: CIT0008 doi: 10.1007/BF02744404 – ident: CIT0013 doi: 10.1016/j.ijheatmasstransfer.2006.08.039 – ident: CIT0021 doi: 10.1080/10407790.2018.1461491 – ident: CIT0005 doi: 10.1080/10407790802182687 – ident: CIT0023 doi: 10.1007/s11071-005-2803-2 – ident: CIT0033 doi: 10.1002/nme.1620090314 – ident: CIT0002 doi: 10.1016/j.ijthermalsci.2015.01.036 – ident: CIT0014 doi: 10.1016/j.apm.2011.02.039 – ident: CIT0026 doi: 10.1080/10407790.2013.849989 – ident: CIT0031 doi: 10.1090/qam/910462 – ident: CIT0006 doi: 10.1002/cnm.1630030205 – ident: CIT0018 doi: 10.1016/j.enganabound.2017.11.001 – ident: CIT0011 doi: 10.1016/j.enganabound.2010.02.004 – ident: CIT0019 doi: 10.1016/j.ijheatmasstransfer.2018.05.100 – ident: CIT0034 doi: 10.1016/0045-7825(77)90001-9 – ident: CIT0010 doi: 10.1016/0017-9310(95)00167-0 |
| SSID | ssj0000434 |
| Score | 2.2967775 |
| Snippet | The present work conducts a systematic and in-depth algorithm investigation for transient nonlinear heat conduction problems solved by using the proper... |
| SourceID | proquest crossref informaworld |
| SourceType | Aggregation Database Enrichment Source Index Database Publisher |
| StartPage | 87 |
| SubjectTerms | Acceleration Accuracy Algorithms Boundary conditions Computational efficiency Computing time Conduction heating Conductive heat transfer Proper Orthogonal Decomposition Reduced order models |
| Title | A proper orthogonal decomposition analysis method for transient nonlinear heat conduction problems. Part 1: Basic algorithm |
| URI | https://www.tandfonline.com/doi/abs/10.1080/10407790.2019.1690378 https://www.proquest.com/docview/2334987197 |
| Volume | 77 |
| hasFullText | 1 |
| inHoldings | 1 |
| isFullTextHit | |
| isPrint | |
| journalDatabaseRights | – providerCode: PRVEBS databaseName: Inspec with Full Text customDbUrl: eissn: 1521-0626 dateEnd: 20241102 omitProxy: false ssIdentifier: ssj0000434 issn: 1040-7790 databaseCode: ADMLS dateStart: 19980701 isFulltext: true titleUrlDefault: https://www.ebsco.com/products/research-databases/inspec-full-text providerName: EBSCOhost – providerCode: PRVAWR databaseName: Taylor & Francis Science and Technology Library-DRAA customDbUrl: eissn: 1521-0626 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0000434 issn: 1040-7790 databaseCode: 30N dateStart: 19970101 isFulltext: true titleUrlDefault: http://www.tandfonline.com/page/title-lists providerName: Taylor & Francis |
| link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Nj9MwELXKIiQ4IFhAu8uCfOAWJcSx88Wti0AVgkpIXVG4RI7jdCuV7SpNLst_4bcyEztpSldaPi5RlMix1ffqGdtvZgh5pdMCY2Q4zH4qdUWofbjjoRtFIiyxUV5i7PCnaTQ5Fx_m4Xw0-jlQLTV17qnrG-NK_gVVeAa4YpTsXyDbfxQewD3gC1dAGK5_hPEY5VVXunLw8GW9aDf1Co0qcSvFcmSXc8RUijaiQjRPGAbpXJo8GbJCf7FGBXphksk6ts7MxgMXs6odhhsHZ3KDyV1Xi3W1rC--D93aaWMOflbmQ20Ppa5s67PWQ8aQE1NJoHfjv100-OozUHThTpreQnxc2l3sr02vD5Ltnu58KdfuF70cblbAytTfEX7M9uqGDKbeVtsYm-KhnrbTcYC6LBNT383XtuzLcrBs3gwttzHjzESJ7lkII6nEzrAv1PalHh4VclNJ6Lfk2_bNHXI3AKuBpUG4P91aemFUC93IuwixxH99Ywc7vs9OZtw9T6B1b2aPyEO7LqFjQ7LHZKQvD8mDQbbKQ3KvVQurzRPyY0wN8eiWeHSHeLQjHjXEozAI2hOP9sSjyBe6JR7tiUeROpS9oS3taE-7p-T8_bvZ24lrq3i4ivOkdplQJVdRrgtY6jMBiEoZcSZ5oLRioQ4YU0wmUahiEYLZZnGu8zjPZVD6OZcFf0YOYFT6iNBQ-b4KkjISRSiYLBMwQOBraFXIkCXaPyai-30zZVPcY6WVVcZsJtwOlgxhySwsx8Trm12ZHC-3NUiH4GV1S-vSMDrjt7Q97ZDO7FSyyQLORZrELI1P_uPTz8n97X_ulBzUVaNfgMtc5y9b3v4Cwde8mg |
| linkProvider | Taylor & Francis |
| linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Lb9QwEB5BEQIOBQqIPoA5cE0Ux3ay4dZWrRZoVxxaqTfLdpwWUdpqN73An2cmdmALQj30lFzGsR17HvY33wC8D03LOTKStJ9vMqVDQW9SZ1WldMdCruPc4cNZNT1Wn070yVIuDMMqOYbuIlHEoKt5c_Nh9AiJoyeFIXVTMDKryfmiR9aT-_BAk7PPVQxkMfujjVW8WR6QcyQzZvH8r5kb9ukGe-k_2nowQftPwY-dj8iTb_l173L_4y9ex7uN7hmsJg8Vt-OSeg73wsUaPFniLVyDhwNu1C9ewM9tvOLj_Dny_c_lKfv12AYGqic0GNpEe4KxWDXSULFnC8mZmHgR-2jnyFYBKTpvI58tplI3ixy_0PJG8QF3LH0U7fnp5fxrf_b9JRzv7x3tTrNUzyHzFAj3mVC-k75yoaWgTyhyHKytpLCy9MELHSgW9cJOKu1rpUmBi9oFVztny65w0rbyFaxQr8JrQO2LwpeTrlKtVsJ2FKYWZHWCb60Wk1Csgxr_ovGJ7JxrbpwbkThRx1k2PMsmzfI65L_FriLbx20CzfISMf1wzNLFmihG3iK7Na4nkxTHwpRSqoaC2KbeuEPT7-DR9OjwwBx8nH3ehMclnxEMSPMtWOnn1-ENOVK9ezvslF9WtA_S |
| linkToPdf | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1Lb9QwEB5BEQgOPAqIQoE5cE0Ux3ay4VYeq_Ja9UAlbpbt2C2itKvd9AJ_npnYgRaEeugpuYxjO_aMx_PNNwAvQtdzjowk7ee7QulQ0ZvURdMoHVnIRc4d_rRodvfV-y96QhOuM6ySfeiYiCJGXc2be9nHCRFHT_JC2q5iYFZXcpxHtrOrcK3hqBhncVSLP8pYpcDyCJwjmSmJ53_NnDNP58hL_1HWowWa3wE39T0BT76Vp4Mr_Y-_aB0vNbi7cDufT3EnLah7cCUcb8KtM6yFm3B9RI369X34uYNLvsxfIUd_Tg74VI99YJh6xoKhzaQnmEpVI40UB7aPnIeJx6mLdoVsE5B88z6x2WIudLMucY8WN4qX-MrSR9EeHZysvg6H3x_A_vzt59e7Ra7mUHhyg4dCKB-lb1zoyeUTio4N1jZSWFn74IUO5Il6YWeN9q3SpL5F64JrnbN1rJy0vXwIG9Sr8AhQ-6ry9Sw2qtdK2EhOakU2J_jeajEL1Rao6Scan6nOueLGkRGZEXWaZcOzbPIsb0H5W2yZuD4uEujOrhAzjJcsMVVEMfIC2e1pOZmsNtamllJ15MJ27eNLNP0cbuy9mZuP7xYfnsDNmi8IRpj5NmwMq9PwlE5Rg3s27pNf6PsOdg |
| openUrl | ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=A+proper+orthogonal+decomposition+analysis+method+for+transient+nonlinear+heat+conduction+problems.+Part+1%3A+Basic+algorithm&rft.jtitle=Numerical+heat+transfer.+Part+B%2C+Fundamentals&rft.au=Zhu%2C+Qiang-Hua&rft.au=Liang%2C+Yu&rft.au=Gao%2C+Xiao-Wei&rft.date=2020-02-01&rft.pub=Taylor+%26+Francis&rft.issn=1040-7790&rft.eissn=1521-0626&rft.volume=77&rft.issue=2&rft.spage=87&rft.epage=115&rft_id=info:doi/10.1080%2F10407790.2019.1690378&rft.externalDocID=1690378 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1040-7790&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1040-7790&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1040-7790&client=summon |