Construction of Ideological Education Evaluation System for College Students -- Based on BP Neural Network Model Algorithm

Because of the characteristics of Ideological Education, it cannot be expressed accurately by simple mathematical analysis like other disciplines. The emergence of artificial neural network can solve this problem, but there are not many researches about BPNN (BP neural network) in the evaluation sys...

Full description

Saved in:
Bibliographic Details
Published inJournal of physics. Conference series Vol. 1852; no. 4; p. 42074
Main Author Liu, Guangxin
Format Journal Article
LanguageEnglish
Published Bristol IOP Publishing 01.04.2021
Subjects
Online AccessGet full text
ISSN1742-6588
1742-6596
1742-6596
DOI10.1088/1742-6596/1852/4/042074

Cover

Abstract Because of the characteristics of Ideological Education, it cannot be expressed accurately by simple mathematical analysis like other disciplines. The emergence of artificial neural network can solve this problem, but there are not many researches about BPNN (BP neural network) in the evaluation system of Ideological Education in Colleges and universities. Therefore, this paper puts forward the construction of Ideological Education evaluation system for college students --- Based on BPNN model algorithm research. In this paper, the existing Ideological Education in Colleges and universities and the application of BPNN in the evaluation system of Ideological Education are deeply studied. It is considered that the existing evaluation system of Ideological Education has some technical problems such as large evaluation error. In view of this, according to the actual needs of Ideological Education evaluation in Colleges and universities, combined with the latest BPNN technology, this paper establishes a new evaluation system of Ideological Education in Colleges and Universities Based on BPNN. This paper optimizes the traditional BPNN algorithm, simplifies the calculation steps and improves the calculation accuracy of the model. In order to further verify the actual effect of the evaluation model in this paper, the relevant comparative experiments are carried out, and the simulation results are analyzed by comparing with the expert evaluation. The experimental results show that the error value of the simulation results of the evaluation model in this paper is kept below 1.5%, and the accurate value is within the acceptable range, which can meet most of the current Ideological Education evaluation needs.
AbstractList Because of the characteristics of Ideological Education, it cannot be expressed accurately by simple mathematical analysis like other disciplines. The emergence of artificial neural network can solve this problem, but there are not many researches about BPNN (BP neural network) in the evaluation system of Ideological Education in Colleges and universities. Therefore, this paper puts forward the construction of Ideological Education evaluation system for college students --- Based on BPNN model algorithm research. In this paper, the existing Ideological Education in Colleges and universities and the application of BPNN in the evaluation system of Ideological Education are deeply studied. It is considered that the existing evaluation system of Ideological Education has some technical problems such as large evaluation error. In view of this, according to the actual needs of Ideological Education evaluation in Colleges and universities, combined with the latest BPNN technology, this paper establishes a new evaluation system of Ideological Education in Colleges and Universities Based on BPNN. This paper optimizes the traditional BPNN algorithm, simplifies the calculation steps and improves the calculation accuracy of the model. In order to further verify the actual effect of the evaluation model in this paper, the relevant comparative experiments are carried out, and the simulation results are analyzed by comparing with the expert evaluation. The experimental results show that the error value of the simulation results of the evaluation model in this paper is kept below 1.5%, and the accurate value is within the acceptable range, which can meet most of the current Ideological Education evaluation needs.
Author Liu, Guangxin
Author_xml – sequence: 1
  givenname: Guangxin
  surname: Liu
  fullname: Liu, Guangxin
BookMark eNqNkMtOwzAQRS0EElD4BiyxDrVjJ3YWLNqqPCReErC2XD9KwI2L7VCVrychiAUrZjMj3XtnRucQ7Da-MQCcYHSGEedjzGielUVVjjEv8jEdI5ojRnfAwa-y-ztzvg8OY3xFiHTFDsDnzDcxhVal2jfQW3itjXd-WSvp4Fy3Sn4L8w_p2mF83MZkVtD6AGfeObM08DG12jQpwiyDUxmNhp1v-gDvTBu6NXcmbXx4g7deGwcnbulDnV5WR2DPShfN8U8fgeeL-dPsKru5v7yeTW4yRVBOs8KW1iqyWJRSEb6g2DBGK441ITq3Ba0KwqyWmKicSG6srlCpmWa4wBxxXZIR4MPetlnL7UY6J9ahXsmwFRiJnqHo6YielOgZCioGhl30dIiug39vTUzi1beh6b4VeYFxVfKc9K7zwaWCjzEYK1SdvmGlIGv3jyvsT_6__30BnPCXBw
CitedBy_id crossref_primary_10_1155_2022_3376361
crossref_primary_10_3389_fpsyg_2022_892143
crossref_primary_10_1007_s00500_023_09079_8
Cites_doi 10.1145/2872887.2750381
10.1109/JAS.2017.7510736
10.1002/(SICI)1097-0142(20000501)88:9<2105::AID-CNCR16>3.0.CO;2-3
10.1038/sj.bdj.2018.485
ContentType Journal Article
Copyright 2021. This work is published under http://creativecommons.org/licenses/by/3.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright_xml – notice: 2021. This work is published under http://creativecommons.org/licenses/by/3.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
DBID AAYXX
CITATION
8FD
8FE
8FG
ABUWG
AFKRA
ARAPS
AZQEC
BENPR
BGLVJ
CCPQU
DWQXO
H8D
HCIFZ
L7M
P5Z
P62
PHGZM
PHGZT
PIMPY
PKEHL
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
ADTOC
UNPAY
DOI 10.1088/1742-6596/1852/4/042074
DatabaseName CrossRef
Technology Research Database
ProQuest SciTech Collection
ProQuest Technology Collection
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
Advanced Technologies & Computer Science Collection
ProQuest Central Essentials
ProQuest Central
ProQuest Technology Collection
ProQuest One Community College
ProQuest Central
Aerospace Database
SciTech Premium Collection
Advanced Technologies Database with Aerospace
Advanced Technologies & Aerospace Database
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Premium
ProQuest One Academic
ProQuest Publicly Available Content Database
ProQuest One Academic Middle East (New)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
Unpaywall for CDI: Periodical Content
Unpaywall
DatabaseTitle CrossRef
Publicly Available Content Database
Advanced Technologies & Aerospace Collection
Technology Collection
Technology Research Database
ProQuest One Academic Middle East (New)
ProQuest Advanced Technologies & Aerospace Collection
ProQuest Central Essentials
ProQuest One Academic Eastern Edition
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest Technology Collection
ProQuest SciTech Collection
ProQuest Central China
ProQuest Central
Advanced Technologies & Aerospace Database
ProQuest One Applied & Life Sciences
Aerospace Database
ProQuest One Academic UKI Edition
ProQuest Central Korea
ProQuest Central (New)
ProQuest One Academic
Advanced Technologies Database with Aerospace
ProQuest One Academic (New)
DatabaseTitleList CrossRef
Publicly Available Content Database
Database_xml – sequence: 1
  dbid: UNPAY
  name: Unpaywall
  url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/
  sourceTypes: Open Access Repository
– sequence: 2
  dbid: 8FG
  name: ProQuest Technology Collection
  url: https://search.proquest.com/technologycollection1
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Physics
Education
EISSN 1742-6596
ExternalDocumentID 10.1088/1742-6596/1852/4/042074
10_1088_1742_6596_1852_4_042074
Genre Conference Proceeding
GroupedDBID 1JI
29L
2WC
4.4
5B3
5GY
5PX
5VS
7.Q
AAJIO
AAJKP
AAYXX
ABHWH
ACAFW
ACHIP
AEFHF
AEINN
AEJGL
AFKRA
AFYNE
AIYBF
AKPSB
ALMA_UNASSIGNED_HOLDINGS
ARAPS
ASPBG
ATQHT
AVWKF
AZFZN
BENPR
BGLVJ
CCPQU
CEBXE
CITATION
CJUJL
CRLBU
CS3
DU5
E3Z
EBS
EDWGO
EQZZN
F5P
FRP
GX1
HCIFZ
HH5
IJHAN
IOP
IZVLO
J9A
KQ8
LAP
N5L
N9A
O3W
OK1
OVT
P2P
PHGZM
PHGZT
PIMPY
PJBAE
PQGLB
PUEGO
RIN
RNS
RO9
ROL
SY9
T37
TR2
W28
XSB
~02
8FD
8FE
8FG
ABUWG
AZQEC
DWQXO
H8D
L7M
P62
PKEHL
PQEST
PQQKQ
PQUKI
PRINS
02O
1WK
AALHV
ACARI
ADTOC
AERVB
AGQPQ
AHSEE
ARNYC
BBWZM
C1A
EJD
FEDTE
H13
HVGLF
JCGBZ
M48
Q02
S3P
UNPAY
ID FETCH-LOGICAL-c3024-5f6ffc3bb6ac38b41e774981d33d2f549537fda13c23a8efd906d7d7151808d63
IEDL.DBID UNPAY
ISSN 1742-6588
1742-6596
IngestDate Sun Sep 07 11:23:42 EDT 2025
Fri Jul 25 05:41:29 EDT 2025
Wed Oct 01 01:15:07 EDT 2025
Thu Apr 24 22:52:54 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 4
Language English
License cc-by
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c3024-5f6ffc3bb6ac38b41e774981d33d2f549537fda13c23a8efd906d7d7151808d63
Notes ObjectType-Conference Proceeding-1
SourceType-Scholarly Journals-1
content type line 14
OpenAccessLink https://proxy.k.utb.cz/login?url=https://doi.org/10.1088/1742-6596/1852/4/042074
PQID 2511968234
PQPubID 4998668
ParticipantIDs unpaywall_primary_10_1088_1742_6596_1852_4_042074
proquest_journals_2511968234
crossref_citationtrail_10_1088_1742_6596_1852_4_042074
crossref_primary_10_1088_1742_6596_1852_4_042074
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 20210401
PublicationDateYYYYMMDD 2021-04-01
PublicationDate_xml – month: 04
  year: 2021
  text: 20210401
  day: 01
PublicationDecade 2020
PublicationPlace Bristol
PublicationPlace_xml – name: Bristol
PublicationTitle Journal of physics. Conference series
PublicationYear 2021
Publisher IOP Publishing
Publisher_xml – name: IOP Publishing
References Broda (JPCS_1852_4_042074bib5) 2015; 151
Xu (JPCS_1852_4_042074bib1) 2018; 5
Li (JPCS_1852_4_042074bib2) 2015; 43
Majumdar (JPCS_1852_4_042074bib6) 2018; 224
Jia (JPCS_1852_4_042074bib7) 2016; 56
Zhang (JPCS_1852_4_042074bib8) 2015; 06
Crawford (JPCS_1852_4_042074bib4) 2015; 88
Bin (JPCS_1852_4_042074bib9) 2019; 046
Crawford (JPCS_1852_4_042074bib10) 2015; 88
Liu (JPCS_1852_4_042074bib3) 2015; 060
References_xml – volume: 151
  start-page: 681
  year: 2015
  ident: JPCS_1852_4_042074bib5
  article-title: Learning beyond the screen: assessing the impact of reflective artificial intelligence technology on the development of emergent literacy skills
  publication-title: Plant Physiology
– volume: 43
  start-page: 14
  year: 2015
  ident: JPCS_1852_4_042074bib2
  article-title: Towards sustainable in-situ server systems in the big data era
  publication-title: Acm Sigarch Computer Architecture News
  doi: 10.1145/2872887.2750381
– volume: 56
  start-page: 337
  year: 2016
  ident: JPCS_1852_4_042074bib7
  article-title: On ways to infiltrate ecological civilization education into ideological and political education of higher vocational colleges
  publication-title: science education article collects
– volume: 5
  start-page: 19
  year: 2018
  ident: JPCS_1852_4_042074bib1
  article-title: Internet of vehicles in big data era
  publication-title: IEEE/CAA Journal of Automatica Sinica
  doi: 10.1109/JAS.2017.7510736
– volume: 88
  start-page: 2105
  year: 2015
  ident: JPCS_1852_4_042074bib4
  article-title: The use of artificial intelligence technology to predict lymph node spread in men with clinically localized prostate carcinoma
  publication-title: Cancer
  doi: 10.1002/(SICI)1097-0142(20000501)88:9<2105::AID-CNCR16>3.0.CO;2-3
– volume: 224
  start-page: 916
  year: 2018
  ident: JPCS_1852_4_042074bib6
  article-title: Technology: artificial intelligence
  publication-title: British dental journal
  doi: 10.1038/sj.bdj.2018.485
– volume: 88
  start-page: 2105
  year: 2015
  ident: JPCS_1852_4_042074bib10
  article-title: The use of artificial intelligence technology to predict lymph node spread in men with clinically localized prostate carcinoma
  publication-title: Cancer
  doi: 10.1002/(SICI)1097-0142(20000501)88:9<2105::AID-CNCR16>3.0.CO;2-3
– volume: 060
  start-page: 453
  year: 2015
  ident: JPCS_1852_4_042074bib3
  article-title: Development trend and coping strategies of financing sector in big data era%. Development trend and coping strategies of financing sector in big data era%
  publication-title: Science Bulletin
– volume: 06
  start-page: 1229
  year: 2015
  ident: JPCS_1852_4_042074bib8
  article-title: Study on implicit ideological and political education theory and reform in higher vocational colleges
  publication-title: Creative Education
– volume: 046
  start-page: 42
  year: 2019
  ident: JPCS_1852_4_042074bib9
  article-title: Network audio-visual intelligent media architecture based on artificial intelligence
  publication-title: Broadcasting and Television Technology
SSID ssj0033337
Score 2.3041415
Snippet Because of the characteristics of Ideological Education, it cannot be expressed accurately by simple mathematical analysis like other disciplines. The...
SourceID unpaywall
proquest
crossref
SourceType Open Access Repository
Aggregation Database
Enrichment Source
Index Database
StartPage 42074
SubjectTerms Algorithms
Artificial neural networks
Back propagation
College students
Colleges & universities
Computer simulation
Education
Ideology
Mathematical analysis
Model accuracy
Neural networks
Physics
Students
SummonAdditionalLinks – databaseName: ProQuest Central
  dbid: BENPR
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwjV1Bb9MwFH4arSZ2QbCBKCvIB65W09hxnAOaVtRpIFFNQKXeLMeOt0NpO3XTtP36vZfYHVyAHKPYivw5fl_s974P4GPReFcIX3Fly4pL13heZ9JxT7KQRSil9lQo_G2mzufy66JY7MEs1cJQWmVaE9uF2q8d7ZGPiApXSudCnmyuOblG0elqstCw0VrBf2olxp5BPydlrB70J9PZxfe0Ngu8yq5EMucYe3XK-MLfwHivUiOqJx7JEU7nrJR_xqsnEvr8drWx93d2ufwtHp29hBeRSLLTDvlXsNesDsmDOeZrHMJ-m9zptkfwQK6cSSeWrQP74pu05rFdCzbdCX-zTsecIaFlcWeB_ehEMLeMczbB0OcZPje5YKTugd3MunRyRt5q-FbLSxy7m6tfr2F-Nv35-ZxHzwXuBIZrXgQVghN1rawTupbjBvlhhaRWCJ-HgrJRy-DtWLhcWN0EX2XKl75E4qAz7ZV4A73VetW8BSazWmAIFnZcI00jKm9lsIE0_kKBxG8AKo2scVGQnHwxlqY9GNfaECSGIDEEiZGmg2QA2a7hptPk-HeTYYLOxI90a56m1ADGOzj_t8t3f-_yGA5ySn9pk3yG0EOUm_fIX27qD3FSPgLWJugA
  priority: 102
  providerName: ProQuest
Title Construction of Ideological Education Evaluation System for College Students -- Based on BP Neural Network Model Algorithm
URI https://www.proquest.com/docview/2511968234
https://doi.org/10.1088/1742-6596/1852/4/042074
UnpaywallVersion publishedVersion
Volume 1852
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVFSB
  databaseName: Free Full-Text Journals in Chemistry
  customDbUrl:
  eissn: 1742-6596
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0033337
  issn: 1742-6596
  databaseCode: HH5
  dateStart: 20040101
  isFulltext: true
  titleUrlDefault: http://abc-chemistry.org/
  providerName: ABC ChemistRy
– providerCode: PRVAFT
  databaseName: Open Access Digital Library
  customDbUrl:
  eissn: 1742-6596
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0033337
  issn: 1742-6596
  databaseCode: KQ8
  dateStart: 20040101
  isFulltext: true
  titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html
  providerName: Colorado Alliance of Research Libraries
– providerCode: PRVFQY
  databaseName: GFMER Free Medical Journals
  customDbUrl:
  eissn: 1742-6596
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0033337
  issn: 1742-6596
  databaseCode: GX1
  dateStart: 0
  isFulltext: true
  titleUrlDefault: http://www.gfmer.ch/Medical_journals/Free_medical.php
  providerName: Geneva Foundation for Medical Education and Research
– providerCode: PRVIOP
  databaseName: Institute of Physics Open Access Journal Titles
  customDbUrl:
  eissn: 1742-6596
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0033337
  issn: 1742-6596
  databaseCode: O3W
  dateStart: 20040101
  isFulltext: true
  titleUrlDefault: http://iopscience.iop.org/
  providerName: IOP Publishing
– providerCode: PRVIOP
  databaseName: IOP Science Platform
  customDbUrl:
  eissn: 1742-6596
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0033337
  issn: 1742-6596
  databaseCode: IOP
  dateStart: 20040601
  isFulltext: true
  titleUrlDefault: https://iopscience.iop.org/
  providerName: IOP Publishing
– providerCode: PRVPQU
  databaseName: ProQuest Central
  customDbUrl: http://www.proquest.com/pqcentral?accountid=15518
  eissn: 1742-6596
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0033337
  issn: 1742-6596
  databaseCode: BENPR
  dateStart: 20040801
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LbxMxEB61iRC9QHmphRL5wNXNZv1Y77FBCW0logiIVE6W114DIiQVSYXor2cm-2iLhGh73d2xvPZ45_P6m28A3qgyeCVCzrXLci59GXiRSM8DyUKqmEkTKFH4_UQfz-TpmTrbgn6TC3Pj_B43ZwiYU65VrvuU5duXfXQyjHrb0KWLSQe6s8n06HOV9khPbipNtlYNo-vfLd2MR1cg8-HF4tz9_uXm82vxZvwYpk1PK5rJ98OLdXHoL_8ScbzDq-zCoxp7sqPKWZ7AVrl4Cg82HFC_egaXVLyzkZNly8hOQtl8GllLBGGjVh-cVXLnDHEvq39AsI-VVuaKcc6GGCEDw-eGU0YiINjMpGKdMyrBhj2Zf1n-_Lb--uM5zMajT2-PeV2agXuBUZ2rqGP0oii088IUclAijMwR-woR0qiItJrF4AbCp8KZMoY80SELGeILk5igxQvoLJaLcg-YTAqBkVq4QYFojhC_k9FFkgKMCvHhPuhmgqyvdcupfMbcbs7PjbE0sJYG1tLAWmmrgd2HpDU8r6Q7_m9y0HiArdfyytImLNcmFXh70HrFbZt8eQ-bV7CTEnVmQxA6gA5Offkasc-66MG2Gb_rQXc4mkw_9CgOqV69Bv4A2Dj1JQ
linkProvider Unpaywall
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1NbxMxEB2VVqi9ICggAgV8gKOVzdrr9R4qRCBVQtuoglbqzXj9AYeQpEpRVX4cv42ZXW8KF-DSPa7Wo5Wf7Xm2Z94AvCqCd4XwFVe2rLh0wfM6k457koUsYim1p0Th46kan8kP58X5BvzscmEorLJbE5uF2i8cnZH3iQpXSudCvllecKoaRberXQkNm0or-P1GYiwldhyG6yvcwq32J-8R79d5fjA6fTfmqcoAdwIdFC-iitGJulbWCV3LQUBGVCGNE8LnsaD4yzJ6OxAuF1aH6KtM-dKX6Cp1pr0SaPcObEkhK9z8bQ1H05OPnS8Q-JRtSmbO0dfrLsIMt53pXaX6lL_cl32cPlkp__SPN6R3-_t8aa-v7Gz2m_87uA_3EnFlb9uR9gA2wnyXaj6n-JBduNsEk7rVQ_hBVUA7XVq2iGziQ7fGsnULNloLjbNWN50hgWbpJIN9akU3V4xzNkRX6xl-NzxhpCaCZqZt-DqjWm74V7MviNXl12-P4OxWev8xbM4X8_AEmMxqgS5f2EGNtJC2DlZGG0lTMBZINHugup41LgmgUx2OmWku4rU2BIkhSAxBYqRpIelBtm64bDVA_t1kr4POpEVhZW6GcA8Gazj_1-TTv5t8Cdvj0-MjczSZHj6DnZxCb5oAoz3YRMTDc-ROl_WLNEAZfL7tOfEL-N4kZQ
linkToUnpaywall http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3fT9swED6xVmi8MH5NwBjyw17dprHjJI90atUhUVVilcqT5djxNq1rES1C8Ndz1_yATkIbvCY-y7Evuc_xd98BfIlyZyPhUq5MnHJpc8ezQFruSBYy8rFMHCUKXwzVYCzPJ9FkA9pVLsza-T1uzhAwh1xFqWpTlm9bttHJMOq9gyZdDBrQHA9HZ1dF2iO1XFWarK0qRtfLPa3HoyeQ-f52dm3u78x0-ize9D_AqBppQTP53bpdZi378JeI4yseZQe2S-zJzgpn2YWNfLYHmysOqF3swwMV76zkZNncs28urz6NrCaCsF6tD84KuXOGuJeVPyDYZaGVuWCcsy5GSMewXXfESAQEuxkWrHNGJdhwJNMf85tfy59_DmDc733_OuBlaQZuBUZ1HnnlvRVZpowVSSY7OcLIFLGvEC70EZFWY-9MR9hQmCT3Lg2Ui12M-CIJEqfER2jM5rP8EJgMMoGRWphOhmiOEL-R3niSAvQR4sMjUNUCaVvqllP5jKlenZ8niaaJ1TSxmiZWS11M7BEEteF1Id3xb5OTygN0-S4vNG3CUpWEAm93aq_43y6P32DzCbZCos6sCEIn0MClzz8j9llmp6W_PwLar_G_
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=Construction+of+Ideological+Education+Evaluation+System+for+College+Students+--+Based+on+BP+Neural+Network+Model+Algorithm&rft.jtitle=Journal+of+physics.+Conference+series&rft.au=Liu%2C+Guangxin&rft.date=2021-04-01&rft.pub=IOP+Publishing&rft.issn=1742-6588&rft.eissn=1742-6596&rft.volume=1852&rft.issue=4&rft_id=info:doi/10.1088%2F1742-6596%2F1852%2F4%2F042074
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1742-6588&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1742-6588&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1742-6588&client=summon