基于广义模式耦合稀疏Bayesian学习的1-Bit压缩感知

TN911.73; 在1-Bit压缩感知(compressive sensing,CS)框架下,将信号的稀疏结构先验引入广义稀疏Bayesian 学习(generalized sparse Bayesian learning,Gr-SBL),研究基于Gr-SBL的1-Bit CS重构.将广义线性模型与模式耦合稀疏Bayesian学习相结合,提出了一种基于广义模式耦合稀疏Bayesian学习1-Bit CS重构算法,简称为1-BitGr-PC-SBL算法.该算法将1-Bit CS重构问题迭代地分解成一系列标准CS重构问题,在信号稀疏模式未知的情况下,基于模式耦合稀疏Bayesian学习实现信号重...

Full description

Saved in:
Bibliographic Details
Published in系统工程与电子技术 Vol. 42; no. 12; pp. 2700 - 2707
Main Authors 司菁菁, 韩亚男, 张磊, 程银波
Format Journal Article
LanguageChinese
Published 燕山大学信息科学与工程学院,河北秦皇岛066004 01.12.2020
河北省信息传输与信号处理重点实验室,河北秦皇岛066004%燕山大学信息科学与工程学院,河北秦皇岛066004%河北农业大学海洋学院,河北秦皇岛066003
Subjects
1-Bit压缩感知
模式耦合
自适应阈值
广义稀疏Bayesian学习
Online AccessGet full text
ISSN1001-506X
DOI10.3969/j.issn.1001-506X.2020.12.05

Cover

Abstract TN911.73; 在1-Bit压缩感知(compressive sensing,CS)框架下,将信号的稀疏结构先验引入广义稀疏Bayesian 学习(generalized sparse Bayesian learning,Gr-SBL),研究基于Gr-SBL的1-Bit CS重构.将广义线性模型与模式耦合稀疏Bayesian学习相结合,提出了一种基于广义模式耦合稀疏Bayesian学习1-Bit CS重构算法,简称为1-BitGr-PC-SBL算法.该算法将1-Bit CS重构问题迭代地分解成一系列标准CS重构问题,在信号稀疏模式未知的情况下,基于模式耦合稀疏Bayesian学习实现信号重构.进而,引入阈值自适应的二进制量化,设计了自适应阈值的1-Bit Gr-PC-SBL算法,进一步提升了算法的信号重构性能.
AbstractList TN911.73; 在1-Bit压缩感知(compressive sensing,CS)框架下,将信号的稀疏结构先验引入广义稀疏Bayesian 学习(generalized sparse Bayesian learning,Gr-SBL),研究基于Gr-SBL的1-Bit CS重构.将广义线性模型与模式耦合稀疏Bayesian学习相结合,提出了一种基于广义模式耦合稀疏Bayesian学习1-Bit CS重构算法,简称为1-BitGr-PC-SBL算法.该算法将1-Bit CS重构问题迭代地分解成一系列标准CS重构问题,在信号稀疏模式未知的情况下,基于模式耦合稀疏Bayesian学习实现信号重构.进而,引入阈值自适应的二进制量化,设计了自适应阈值的1-Bit Gr-PC-SBL算法,进一步提升了算法的信号重构性能.
Author 张磊
韩亚男
司菁菁
程银波
AuthorAffiliation 燕山大学信息科学与工程学院,河北秦皇岛066004;河北省信息传输与信号处理重点实验室,河北秦皇岛066004%燕山大学信息科学与工程学院,河北秦皇岛066004%河北农业大学海洋学院,河北秦皇岛066003
AuthorAffiliation_xml – name: 燕山大学信息科学与工程学院,河北秦皇岛066004;河北省信息传输与信号处理重点实验室,河北秦皇岛066004%燕山大学信息科学与工程学院,河北秦皇岛066004%河北农业大学海洋学院,河北秦皇岛066003
Author_FL HAN Yanan
CHENG Yinbo
SI Jingjing
ZHANG Lei
Author_FL_xml – sequence: 1
  fullname: SI Jingjing
– sequence: 2
  fullname: HAN Yanan
– sequence: 3
  fullname: ZHANG Lei
– sequence: 4
  fullname: CHENG Yinbo
Author_xml – sequence: 1
  fullname: 司菁菁
– sequence: 2
  fullname: 韩亚男
– sequence: 3
  fullname: 张磊
– sequence: 4
  fullname: 程银波
BookMark eNo9jz9Lw0Achm-oYK39FG5C4u_ucpdm0xb_QcFFwa1ccnclQa7gVbROHTooQuvk4BIdLHXwA6QU_DJJ48ewojg98A7Pw7uBKqZnFEJbGFwa8GAncWNrjYsBsMOAn7sECLiYuMAqqPo_r6O6tXEIDFOfge9V0W6RzvP5uMg-8-x-OXstFpOv4bR4vCtnw_Jp0hQDZWNhio9pnr2UzyPsNON-MX4oF-_LUVqmb5toTYsLq-p_rKGzg_3T1pHTPjk8bu21HYuBMUd5ImoIHihNOPM5p8Ao8X1MPKlW0CyESDWkkkpzDp4OtfCCgCrBQunJUNIa2v71Xgujhel2kt7VpVkVOzf9bjSQt4n9-YwJrMzfukVj1g
ClassificationCodes TN911.73
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 10.3969/j.issn.1001-506X.2020.12.05
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 1-Bit compressive sensing based on generalized pattern-coupled sparse Bayesian learning
EndPage 2707
ExternalDocumentID xtgcydzjs202012005
GrantInformation_xml – fundername: (国家自然科学基金); (河北省自然科学基金)
  funderid: (国家自然科学基金); (河北省自然科学基金)
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-e4ac8a69ef2657663053277124de771f5b0ce8dedef6604fbfa4993ea5bd4dbd3
ISSN 1001-506X
IngestDate Thu May 29 04:00:30 EDT 2025
IsPeerReviewed false
IsScholarly true
Issue 12
Keywords 1-Bit压缩感知
模式耦合
自适应阈值
广义稀疏Bayesian学习
Language Chinese
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-s1055-e4ac8a69ef2657663053277124de771f5b0ce8dedef6604fbfa4993ea5bd4dbd3
PageCount 8
ParticipantIDs wanfang_journals_xtgcydzjs202012005
PublicationCentury 2000
PublicationDate 2020-12-01
PublicationDateYYYYMMDD 2020-12-01
PublicationDate_xml – month: 12
  year: 2020
  text: 2020-12-01
  day: 01
PublicationDecade 2020
PublicationTitle 系统工程与电子技术
PublicationTitle_FL Systems Engineering and Electronics
PublicationYear 2020
Publisher 燕山大学信息科学与工程学院,河北秦皇岛066004
河北省信息传输与信号处理重点实验室,河北秦皇岛066004%燕山大学信息科学与工程学院,河北秦皇岛066004%河北农业大学海洋学院,河北秦皇岛066003
Publisher_xml – name: 河北省信息传输与信号处理重点实验室,河北秦皇岛066004%燕山大学信息科学与工程学院,河北秦皇岛066004%河北农业大学海洋学院,河北秦皇岛066003
– name: 燕山大学信息科学与工程学院,河北秦皇岛066004
SSID ssib051375074
ssib002263377
ssib001102898
ssib057620160
ssib023168126
ssib023646287
ssj0042237
Score 2.3050613
Snippet TN911.73; 在1-Bit压缩感知(compressive sensing,CS)框架下,将信号的稀疏结构先验引入广义稀疏Bayesian 学习(generalized sparse Bayesian learning,Gr-SBL),研究基...
SourceID wanfang
SourceType Aggregation Database
StartPage 2700
Title 基于广义模式耦合稀疏Bayesian学习的1-Bit压缩感知
URI https://d.wanfangdata.com.cn/periodical/xtgcydzjs202012005
Volume 42
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/eLvHCXMwnV3NTxQxFG8QEqMH42f8Dgn2ODgfnU57swM7IUa8CAk30pnpoB7WRJZEOHHgoDEBTx68oAcJHvwDICRe_FNY1j_D9zqzMwMSgyab2W77m_d-r2-6fW3aKSEPMu2KDGdt0iIPHQYBiKO19Jww8_3c15oLgxP6s0_5zDx7vBAujJz72Vq1tNJLJ7O1U_eV_I9XIQ_8irtk_8GztVDIgDT4F67gYbieyce0E1KZ0FjRDsOr6GBOLGmc2BxJhaQdTpWgyrNFU1RAkcD1DYrb210qBO1EiIFMSEgOmFivGtxeiRA1bbFWniohoIp5Tvyih-WgVcSYDdKV1ScY0kJgQlXYjn8tLKBxiY8tDGiB-nBIIraqhDUGJEA6rFgAVxSuLFFOJair1yVbIgneh9YlECDXiQYiLSFZ1RZYUSmI2lLQCmulCkBXU1KzAylgAUcKYIry2xMn_slFKHifAC3WhtjDDxrDqIqO121iXcSRuLJ1BwDpHceIoYdP1FeNAWrgIx_ajWXnI0GsmCkqo0omwkoPWgKAkTEEhG55PHPVP-EKuNC1hz_WHRjz2w3Vb3dHkeu2Qhv4GZ3WbQaSS9ttoo7JWsck1pqdLA-baKFew_mmt5St5msvlxHllS8SHvOhb3VHyZiann3yrAnLMYptDesh5A-CZv-zj4enec0wAM804H4zbAi9AOLaZpgSohIPh_VlxMUgxLWHKA2JnycTlVUP_2KT3abXLXR3qRVRzl0ml6qh4Lgq2_UVMrL2_Cq52HpB6DXyqL-9f7i_2d_7cbj37mj3S_9g69f6Tv_D28Hu-uDj1rCV9r_vHO59HnzasG2yv_l-cPDtaGN7sP31OplPOnNTM0515omzjEfVOobpTGguTeFzsJMHeHJLFEEUnhv4KsLUzYzITW4KeDRYkRaawRDD6DDNWZ7mwQ0y2n3VNTfJeOFKV2Y-057JmUkzkWeMi1QaV0c8N_oWmajsX6z-05YX_3Tq7TOh7pALTRO7S0Z7r1fMPYjWe-n96mH4DcBorz4
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%E5%B9%BF%E4%B9%89%E6%A8%A1%E5%BC%8F%E8%80%A6%E5%90%88%E7%A8%80%E7%96%8FBayesian%E5%AD%A6%E4%B9%A0%E7%9A%841-Bit%E5%8E%8B%E7%BC%A9%E6%84%9F%E7%9F%A5&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=%E5%8F%B8%E8%8F%81%E8%8F%81&rft.au=%E9%9F%A9%E4%BA%9A%E7%94%B7&rft.au=%E5%BC%A0%E7%A3%8A&rft.au=%E7%A8%8B%E9%93%B6%E6%B3%A2&rft.date=2020-12-01&rft.pub=%E7%87%95%E5%B1%B1%E5%A4%A7%E5%AD%A6%E4%BF%A1%E6%81%AF%E7%A7%91%E5%AD%A6%E4%B8%8E%E5%B7%A5%E7%A8%8B%E5%AD%A6%E9%99%A2%2C%E6%B2%B3%E5%8C%97%E7%A7%A6%E7%9A%87%E5%B2%9B066004&rft.issn=1001-506X&rft.volume=42&rft.issue=12&rft.spage=2700&rft.epage=2707&rft_id=info:doi/10.3969%2Fj.issn.1001-506X.2020.12.05&rft.externalDocID=xtgcydzjs202012005
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