基于混合Gamma分布的机载产品可靠性建模

V221+.3%TB114.2; 针对研制生产阶段的可靠性试验和评价方法并不能准确推断出复杂机载产品在真实服役环境下的可靠性,而且单一寿命分布模型如指数、正态、威布尔等也不能准确反映机载产品在复杂环境下的故障特征的问题,通过舰载机机群在服役过程中产生的故障数据,利用有限混合Gamma分布可以逼近任意概率分布的特性,根据不同样本容量分别构建了以均方误差和皮尔逊统计量为优化目标的优化模型.采用自适应权重粒子群优化算法对混合分支数和分布参数进行优化,从而获得产品的可靠性模型.研究结果可较好地表征产品故障的统计特征,为系统的可靠性评估、预防性维修周期优化等提供决策依据....

Full description

Saved in:
Bibliographic Details
Published in系统工程与电子技术 Vol. 45; no. 2; pp. 614 - 620
Main Authors 李军亮, 祝华远, 王正, 王利明, 张鑫磊
Format Journal Article
LanguageChinese
Published 海军航空大学青岛校区,山东青岛266041 01.02.2023
Subjects
分布拟合
粒子群
可靠性分析
参数评估
故障数据
Online AccessGet full text
ISSN1001-506X
DOI10.12305/j.issn.1001-506X.2023.02.35

Cover

Abstract V221+.3%TB114.2; 针对研制生产阶段的可靠性试验和评价方法并不能准确推断出复杂机载产品在真实服役环境下的可靠性,而且单一寿命分布模型如指数、正态、威布尔等也不能准确反映机载产品在复杂环境下的故障特征的问题,通过舰载机机群在服役过程中产生的故障数据,利用有限混合Gamma分布可以逼近任意概率分布的特性,根据不同样本容量分别构建了以均方误差和皮尔逊统计量为优化目标的优化模型.采用自适应权重粒子群优化算法对混合分支数和分布参数进行优化,从而获得产品的可靠性模型.研究结果可较好地表征产品故障的统计特征,为系统的可靠性评估、预防性维修周期优化等提供决策依据.
AbstractList V221+.3%TB114.2; 针对研制生产阶段的可靠性试验和评价方法并不能准确推断出复杂机载产品在真实服役环境下的可靠性,而且单一寿命分布模型如指数、正态、威布尔等也不能准确反映机载产品在复杂环境下的故障特征的问题,通过舰载机机群在服役过程中产生的故障数据,利用有限混合Gamma分布可以逼近任意概率分布的特性,根据不同样本容量分别构建了以均方误差和皮尔逊统计量为优化目标的优化模型.采用自适应权重粒子群优化算法对混合分支数和分布参数进行优化,从而获得产品的可靠性模型.研究结果可较好地表征产品故障的统计特征,为系统的可靠性评估、预防性维修周期优化等提供决策依据.
Author 张鑫磊
祝华远
李军亮
王利明
王正
AuthorAffiliation 海军航空大学青岛校区,山东青岛266041
AuthorAffiliation_xml – name: 海军航空大学青岛校区,山东青岛266041
Author_FL ZHU Huayuan
WANG Zheng
LI Junliang
WANG Liming
ZHANG Xinlei
Author_FL_xml – sequence: 1
  fullname: LI Junliang
– sequence: 2
  fullname: ZHU Huayuan
– sequence: 3
  fullname: WANG Zheng
– sequence: 4
  fullname: WANG Liming
– sequence: 5
  fullname: ZHANG Xinlei
Author_xml – sequence: 1
  fullname: 李军亮
– sequence: 2
  fullname: 祝华远
– sequence: 3
  fullname: 王正
– sequence: 4
  fullname: 王利明
– sequence: 5
  fullname: 张鑫磊
BookMark eNo9jz9LAzEchjNUsNZ-Cyfh4i_J5a43StEqFLoouJUkl5QeNgWj-GdSFOlUhW6iqFPdHCsn_TbNqd_CiuL0wjs87_MuoZLtW43QCgFMKAO-luGucxYTABJwiPYwBcowUMx4CZX_60VUda4rgRMWc4jDMuL-MZ_lw2Iy8beDhuj1hB9c-7fLj7ur4j7_nE5n-diPLvzN69fDU3E-9u958fK8jBaM2He6-pcVtLu5sVPfCpqtxnZ9vRk4ApwHiQZtokgQqYmRgrNQqBRAUaKpUgQkY0oCTYyiRiUmFTUm5t6hrBkQNI5YBa3-co-FNcJ22ln_6MDOF9snhx11mp5l7ucoUGCcfQMEQl9z
ClassificationCodes V221+.3%TB114.2
ContentType Journal Article
Copyright Copyright © Wanfang Data Co. Ltd. All Rights Reserved.
Copyright_xml – notice: Copyright © Wanfang Data Co. Ltd. All Rights Reserved.
DBID 2B.
4A8
92I
93N
PSX
TCJ
DOI 10.12305/j.issn.1001-506X.2023.02.35
DatabaseName Wanfang Data Journals - Hong Kong
WANFANG Data Centre
Wanfang Data Journals
万方数据期刊 - 香港版
China Online Journals (COJ)
China Online Journals (COJ)
DatabaseTitleList
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
DocumentTitle_FL Reliability modeling of airborne products based on mixed Gamma distribution
EndPage 620
ExternalDocumentID xtgcydzjs202302035
GrantInformation_xml – fundername: (山东省自然科学基金项目); (中国博士后基金资助课题)
  funderid: (山东省自然科学基金项目); (中国博士后基金资助课题)
GroupedDBID -0Y
2B.
4A8
5XA
5XJ
92E
92I
93N
ABJNI
ACGFS
ALMA_UNASSIGNED_HOLDINGS
CCEZO
CUBFJ
CW9
PSX
TCJ
TGP
U1G
U5S
ID FETCH-LOGICAL-s1055-9e0ef66a1be1fba534acd00c21e2cc10b33cb029fc2fc9fda83a0234b8f0a2763
ISSN 1001-506X
IngestDate Thu May 29 04:00:30 EDT 2025
IsPeerReviewed false
IsScholarly true
Issue 2
Keywords 分布拟合
粒子群
可靠性分析
参数评估
故障数据
Language Chinese
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-s1055-9e0ef66a1be1fba534acd00c21e2cc10b33cb029fc2fc9fda83a0234b8f0a2763
PageCount 7
ParticipantIDs wanfang_journals_xtgcydzjs202302035
PublicationCentury 2000
PublicationDate 2023-02-01
PublicationDateYYYYMMDD 2023-02-01
PublicationDate_xml – month: 02
  year: 2023
  text: 2023-02-01
  day: 01
PublicationDecade 2020
PublicationTitle 系统工程与电子技术
PublicationTitle_FL Systems Engineering and Electronics
PublicationYear 2023
Publisher 海军航空大学青岛校区,山东青岛266041
Publisher_xml – name: 海军航空大学青岛校区,山东青岛266041
SSID ssib051375074
ssib002263377
ssib001102898
ssib057620160
ssib023168126
ssib023646287
ssj0042237
Score 2.388846
Snippet V221+.3%TB114.2; 针对研制生产阶段的可靠性试验和评价方法并不能准确推断出复杂机载产品在真实服役环境下的可靠性,而且单一寿命分布模型如指数、正态、威布尔等也不能准确...
SourceID wanfang
SourceType Aggregation Database
StartPage 614
Title 基于混合Gamma分布的机载产品可靠性建模
URI https://d.wanfangdata.com.cn/periodical/xtgcydzjs202302035
Volume 45
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVEBS
  databaseName: Inspec with Full Text
  issn: 1001-506X
  databaseCode: ADMLS
  dateStart: 20180801
  customDbUrl:
  isFulltext: true
  dateEnd: 99991231
  titleUrlDefault: https://www.ebsco.com/products/research-databases/inspec-full-text
  omitProxy: false
  ssIdentifier: ssib057620160
  providerName: EBSCOhost
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3NaxQxFA_9ANGD-InfFGyOW5PJTDY5ZrqzFrFebKG3Mp8VoSvYLWhPiiK9-AHeRFFP9eaxstL_prPqf-F7mezOYItUIQzZzHt5L783mfcymw9CZsGHZLydyVbKctHyeaxbsY7TFrwrvbytJS_sB7fFO3Jh2b-1EqxMTL5szFra7Cdz6dah60r-x6pQBnbFVbL_YNlxpVAAebAvXMHCcD2SjWkUUN2loaGRj1cV0UjSsI0JbzGq1M14fT3GX0pRJTETQkbQqE01cPjIoedtHYqGHUxVZaaqQ0Csadm71HRppKnuUMOQSzFHE4aWXVKjqOHNcBelhAIJMBOiskjfpibAEqBXoRWnrO6gEuQDpDEdVB-lGBRUKWnG05BtQccyBdgsHY60jmoSKwaokKSihRZ2oaImCRSjDhIlGnHIHYuc0VYiqtn8TuKJ0dRq92Rb_AOHv9NL2QqM1UdbpKB5vsMOpUoHq_YsOp7lkoiyqaC35vHm7V2OqYIMEDnACJEQq_b4cq4GJ7MFzJ7jOPZF1daars95Dcciq6W2LkaRdgHhQfcH48nA-j-UMDeWMId44Na01c4wf2ww_qi_lj7Otu5vIBX-MR1MkmkPnCSbItOms3j7bh1fYzjaGJ9D7C5EvZDZw1PQeB3P4-EE0qvj_4ALCFDr8UaAQjiOz6vQyYdY1Z6GNFL8GJkdNevGXxplF9z1iri31ogNl06Rk25QN2OqHnqaTGzdO0NONLb6PEuC8uNgf_BquLtbvtm2fbLcflF-e_bj3fPh-8HPvb39wU759mn5-uuvD5-GT3bK74Phl8_nyHI3WppfaLkjS1obeNJsS-csL6SMeZLzIokD4cdpxljq8dxLU84SIVLARRepV6S6yGIlYmiGn6iCxYC5OE-meg96-QUyU-SqKFiWsDhmfpGlScaTBOD1wQcXGecXyXXX6FX3StpYPWjKS0eiukyO113mCpnqP9zMr0Kw3U-uuUfgNxqgnjo
linkProvider EBSCOhost
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=%E5%9F%BA%E4%BA%8E%E6%B7%B7%E5%90%88Gamma%E5%88%86%E5%B8%83%E7%9A%84%E6%9C%BA%E8%BD%BD%E4%BA%A7%E5%93%81%E5%8F%AF%E9%9D%A0%E6%80%A7%E5%BB%BA%E6%A8%A1&rft.jtitle=%E7%B3%BB%E7%BB%9F%E5%B7%A5%E7%A8%8B%E4%B8%8E%E7%94%B5%E5%AD%90%E6%8A%80%E6%9C%AF&rft.au=%E6%9D%8E%E5%86%9B%E4%BA%AE&rft.au=%E7%A5%9D%E5%8D%8E%E8%BF%9C&rft.au=%E7%8E%8B%E6%AD%A3&rft.au=%E7%8E%8B%E5%88%A9%E6%98%8E&rft.date=2023-02-01&rft.pub=%E6%B5%B7%E5%86%9B%E8%88%AA%E7%A9%BA%E5%A4%A7%E5%AD%A6%E9%9D%92%E5%B2%9B%E6%A0%A1%E5%8C%BA%2C%E5%B1%B1%E4%B8%9C%E9%9D%92%E5%B2%9B266041&rft.issn=1001-506X&rft.volume=45&rft.issue=2&rft.spage=614&rft.epage=620&rft_id=info:doi/10.12305%2Fj.issn.1001-506X.2023.02.35&rft.externalDocID=xtgcydzjs202302035
thumbnail_s http://utb.summon.serialssolutions.com/2.0.0/image/custom?url=http%3A%2F%2Fwww.wanfangdata.com.cn%2Fimages%2FPeriodicalImages%2Fxtgcydzjs%2Fxtgcydzjs.jpg