An improved branch and bound algorithm for exact BDD minimization

Ordered binary decision diagrams (BDDs) are a data structure for efficient representation and manipulation of Boolean functions. They are frequently used in logic synthesis and formal verification. The size of the BDDs depends on a chosen variable ordering, i.e., the size may vary from linear to exp...

Celý popis

Uložené v:
Podrobná bibliografia
Vydané v:IEEE transactions on computer-aided design of integrated circuits and systems Ročník 22; číslo 12; s. 1657 - 1663
Hlavní autori: Ebendt, R., Gunther, W., Drechsler, R.
Médium: Journal Article
Jazyk:English
Vydavateľské údaje: New York IEEE 01.12.2003
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Predmet:
ISSN:0278-0070, 1937-4151
On-line prístup:Získať plný text
Tagy: Pridať tag
Žiadne tagy, Buďte prvý, kto otaguje tento záznam!
Abstract Ordered binary decision diagrams (BDDs) are a data structure for efficient representation and manipulation of Boolean functions. They are frequently used in logic synthesis and formal verification. The size of the BDDs depends on a chosen variable ordering, i.e., the size may vary from linear to exponential, and the problem of Improving the variable ordering is known to be NP-complete. In this paper, we present a new exact branch and bound technique for determining an optimal variable order. In contrast to all previous approaches that only considered one lower bound, our method makes use of a combination of three bounds and, by this, avoids unnecessary computations. The lower bounds are derived by generalization of a lower bound known from very large scale integration design. They allow one to build the BDD either top down or bottom up. Experimental results are given to show the efficiency of our approach.
AbstractList Ordered binary decision diagrams (BDDs) are a data structure for efficient representation and manipulation of Boolean functions. They are frequently used in logic synthesis and formal verification. The size of the BDDs depends on a chosen variable ordering, i.e., the size may vary from linear to exponential, and the problem of Improving the variable ordering is known to be NP-complete. In this paper, we present a new exact branch and bound technique for determining an optimal variable order. In contrast to all previous approaches that only considered one lower bound, our method makes use of a combination of three bounds and, by this, avoids unnecessary computations. The lower bounds are derived by generalization of a lower bound known from very large scale integration design. They allow one to build the BDD either top down or bottom up. Experimental results are given to show the efficiency of our approach.
Author Gunther, W.
Drechsler, R.
Ebendt, R.
Author_xml – sequence: 1
  givenname: R.
  surname: Ebendt
  fullname: Ebendt, R.
  organization: Dept. of Comput. Sci., Kaiserslautern Univ., Germany
– sequence: 2
  givenname: W.
  surname: Gunther
  fullname: Gunther, W.
– sequence: 3
  givenname: R.
  surname: Drechsler
  fullname: Drechsler, R.
BookMark eNp9kD1PwzAQhi1UJEphR2KJWJhSzl-1M5aWL6kSS5kt13Goq8QuToKAX49LkZA6sNzd8Lx3p-cUDXzwFqELDGOMobhZzqbzMQGgY4kLRsQRGuKCipxhjgdoCETIHEDACTpt2w0AZpwUQzSd-sw12xjebZmtovZmnWmfxtCnquvXEF23brIqxMx-aNNlt_N51jjvGvelOxf8GTqudN3a898-Qi_3d8vZY754fniaTRe5oQS63FRSEsMMXeGScCoKLosV0VRXrKLCiLIoJbOWAVhMBXDOhDRElBMNK0mA0hG63u9Nz771tu1U41pj61p7G_pWFYAnkuMJT-TVAbkJffTpOSVlUiM5wQmCPWRiaNtoK7WNrtHxU2FQO6NqZ1TtjKq90RSZHESM634cdFG7-r_g5T7orLV_d5IGzhj9Bu1cgss
CODEN ITCSDI
CitedBy_id crossref_primary_10_1109_TCAD_2005_854632
crossref_primary_10_1007_s10107_019_01390_3
crossref_primary_10_1109_TCAD_2010_2069290
crossref_primary_10_1287_ijoc_2013_0561
crossref_primary_10_1007_s10878_007_9123_z
crossref_primary_10_1016_j_artint_2009_06_004
crossref_primary_10_1134_S1064230722030029
crossref_primary_10_1109_TCAD_2005_852053
crossref_primary_10_1049_ip_cdt_20050181
Cites_doi 10.1145/288548.288619
10.1109/TC.1986.1676819
10.1109/DAC.1999.781361
10.1109/12.537122
10.1109/TCAD.2002.1013899
10.1007/978-1-4757-3596-3
10.1109/ICCAD.1997.643609
10.1145/37888.37941
10.1109/ICCAD.1991.185307
10.1109/ICCAD.1993.580028
10.1109/ICCAD.1993.580029
10.1109/43.833206
10.1109/DATE.2001.915077
10.1109/12.73590
ContentType Journal Article
Copyright Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2003
Copyright_xml – notice: Copyright The Institute of Electrical and Electronics Engineers, Inc. (IEEE) 2003
DBID RIA
RIE
AAYXX
CITATION
7SC
7SP
8FD
JQ2
L7M
L~C
L~D
F28
FR3
DOI 10.1109/TCAD.2003.819427
DatabaseName IEEE All-Society Periodicals Package (ASPP) 1998–Present
IEEE/IET Electronic Library
CrossRef
Computer and Information Systems Abstracts
Electronics & Communications Abstracts
Technology Research Database
ProQuest Computer Science Collection
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts – Academic
Computer and Information Systems Abstracts Professional
ANTE: Abstracts in New Technology & Engineering
Engineering Research Database
DatabaseTitle CrossRef
Technology Research Database
Computer and Information Systems Abstracts – Academic
Electronics & Communications Abstracts
ProQuest Computer Science Collection
Computer and Information Systems Abstracts
Advanced Technologies Database with Aerospace
Computer and Information Systems Abstracts Professional
Engineering Research Database
ANTE: Abstracts in New Technology & Engineering
DatabaseTitleList Technology Research Database

Database_xml – sequence: 1
  dbid: RIE
  name: IEEE Electronic Library (IEL)
  url: https://ieeexplore.ieee.org/
  sourceTypes: Publisher
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
Computer Science
EISSN 1937-4151
EndPage 1663
ExternalDocumentID 2429268341
10_1109_TCAD_2003_819427
1253544
GroupedDBID --Z
-~X
0R~
29I
4.4
5GY
5VS
6IK
97E
AAJGR
AARMG
AASAJ
AAWTH
ABAZT
ABQJQ
ABVLG
ACGFS
ACIWK
ACNCT
AENEX
AETIX
AGQYO
AGSQL
AHBIQ
AI.
AIBXA
AKJIK
AKQYR
ALLEH
ALMA_UNASSIGNED_HOLDINGS
ASUFR
ATWAV
BEFXN
BFFAM
BGNUA
BKEBE
BPEOZ
CS3
DU5
EBS
EJD
HZ~
H~9
IBMZZ
ICLAB
IFIPE
IFJZH
IPLJI
JAVBF
LAI
M43
O9-
OCL
P2P
PZZ
RIA
RIE
RNS
TN5
VH1
VJK
AAYXX
CITATION
7SC
7SP
8FD
JQ2
L7M
L~C
L~D
F28
FR3
ID FETCH-LOGICAL-c320t-cf882c4c3b1d25379589b2a3af4f37c7d9d84ee400e137055478c27d6a0b82033
IEDL.DBID RIE
ISICitedReferencesCount 18
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000187435900006&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 0278-0070
IngestDate Sun Sep 28 07:54:50 EDT 2025
Sun Nov 09 05:59:07 EST 2025
Tue Nov 18 21:07:04 EST 2025
Sat Nov 29 08:07:05 EST 2025
Tue Aug 26 16:38:27 EDT 2025
IsPeerReviewed true
IsScholarly true
Issue 12
Language English
License https://ieeexplore.ieee.org/Xplorehelp/downloads/license-information/IEEE.html
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c320t-cf882c4c3b1d25379589b2a3af4f37c7d9d84ee400e137055478c27d6a0b82033
Notes ObjectType-Article-2
SourceType-Scholarly Journals-1
ObjectType-Feature-1
content type line 14
content type line 23
PQID 884278521
PQPubID 85470
PageCount 7
ParticipantIDs proquest_miscellaneous_901685165
proquest_journals_884278521
crossref_primary_10_1109_TCAD_2003_819427
crossref_citationtrail_10_1109_TCAD_2003_819427
ieee_primary_1253544
PublicationCentury 2000
PublicationDate 2003-12-01
PublicationDateYYYYMMDD 2003-12-01
PublicationDate_xml – month: 12
  year: 2003
  text: 2003-12-01
  day: 01
PublicationDecade 2000
PublicationPlace New York
PublicationPlace_xml – name: New York
PublicationTitle IEEE transactions on computer-aided design of integrated circuits and systems
PublicationTitleAbbrev TCAD
PublicationYear 2003
Publisher IEEE
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher_xml – name: IEEE
– name: The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
References ref12
ref15
ref14
ref11
ref10
Günther (ref16)
ref2
ref1
ref8
ref7
ref9
ref4
ref3
Jeong (ref13)
(ref18) 1993
ref6
Somenzi (ref17) 2002
ref5
References_xml – ident: ref2
  doi: 10.1145/288548.288619
– ident: ref7
  doi: 10.1109/TC.1986.1676819
– volume-title: CU Decision Diagram Package Release 2.3.1
  year: 2002
  ident: ref17
– ident: ref3
  doi: 10.1109/DAC.1999.781361
– ident: ref8
  doi: 10.1109/12.537122
– ident: ref6
  doi: 10.1109/TCAD.2002.1013899
– ident: ref5
  doi: 10.1007/978-1-4757-3596-3
– volume-title: Proc. Int. Conf. VLSI and Computer-Aided Design
  ident: ref13
  article-title: An efficient method for optimal BDD ordering computation
– ident: ref1
  doi: 10.1109/ICCAD.1997.643609
– ident: ref11
  doi: 10.1145/37888.37941
– ident: ref12
  doi: 10.1109/ICCAD.1991.185307
– ident: ref9
  doi: 10.1109/ICCAD.1993.580028
– ident: ref10
  doi: 10.1109/ICCAD.1993.580029
– ident: ref14
  doi: 10.1109/43.833206
– ident: ref4
  doi: 10.1109/DATE.2001.915077
– start-page: 175
  volume-title: Proc. Genetic Evolutionary Computat. Conf.
  ident: ref16
  article-title: Improving EA’s for sequencing problems
– ident: ref15
  doi: 10.1109/12.73590
– year: 1993
  ident: ref18
  publication-title: Collaborative Benchmarking Laboratory, 1993 LGSynth Benchmarks, Dept. Comput. Sci., North Carolina State Univ.
SSID ssj0014529
Score 1.819899
Snippet Ordered binary decision diagrams (BDDs) are a data structure for efficient representation and manipulation of Boolean functions. They are frequently used in...
SourceID proquest
crossref
ieee
SourceType Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 1657
SubjectTerms Binary decision diagrams
Boolean functions
Computer aided design
Computer science
Construction
Costs
Data structures
Design engineering
Formal verification
Logic
Logic synthesis
Lower bounds
Minimization methods
Optimization
Order disorder
Representations
Runtime
Very large scale integration
Title An improved branch and bound algorithm for exact BDD minimization
URI https://ieeexplore.ieee.org/document/1253544
https://www.proquest.com/docview/884278521
https://www.proquest.com/docview/901685165
Volume 22
WOSCitedRecordID wos000187435900006&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVIEE
  databaseName: IEEE Electronic Library (IEL)
  customDbUrl:
  eissn: 1937-4151
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0014529
  issn: 0278-0070
  databaseCode: RIE
  dateStart: 19820101
  isFulltext: true
  titleUrlDefault: https://ieeexplore.ieee.org/
  providerName: IEEE
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1LT8MwDLYAcYADr4EYL-XABYmybsma5jhe4oAmDiDtVqWpC5OgQ1uH-PnYaTcmgZC4VJGaRmkc164dfx_AKVm1jg6dDlQadumC7YCsnAp0Zp2xsXERehDXe93vx4OBeViC83ktDCL6w2d4wU2fy89GbsqhshYZY9lVahmWtY6qWq15xoATiD6ewoixtI9nKcnQtB7ppTzy5wWZP8X8MQsmyHOq_PgQe-tyu_m_eW3BRu1Fil4l9m1YwmIHNmcMDaJW2B1YX4AbbECvV4ihDyJgJlJm1HgRtqAmUysJ-_o8Gg_LlzdBfqzAT-tKcXl9LRh85K2u1tyFp9ubx6u7oKZQCJzshGXgcvKgnXIybWc0SW26sUk7Vtpc5VI7nZksVoikyNiWDKyjdOw6OotsmJJvIOUerBSjAvdBSMcpQlJwaqiUBlKYZ4hcfJ2nysRNaM1WNXE1vjjTXLwm_j8jNAnLgWkvZVLJoQln8yfeK2yNP_o2eN2_-1VL3oTDmeCSWvkmSRwzfwj5JU0Q87ukNZwKsQWOppOEvKCIfM2oe_D7uIewVp3a43MrR7BSjqd4DKvuoxxOxid-530B-qDTdg
linkProvider IEEE
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV1LT-MwEB7xktg9LM8VXRbwgQsSoWnt1vGxvASiVByKxC1ynAmtBClqU8TP3xknLUiglbhEluJYjseTmcx4vg_gkKxaU4dOByoJW3TBRkBWTgU6tc7YyLg2ehDXru71oocHc7cAx_NaGET0h8_whJs-l5-O3JRDZXUyxrKl1CIsM3NWVa01zxlwCtFHVBgzlnbyLCkZmnqfXstjf56QAVTMIPPBCHlWlU-fYm9fLte-N7N1-FX5kaJTCn4DFjDfhLUZR4OoVHYTfn4AHNyCTicXQx9GwFQkzKkxEDanJpMrCfv0OBoPi8GzIE9W4Jt1hTg9PxcMP_Jc1Wtuw_3lRf_sKqhIFAInm2ERuIx8aKecTBopTVKbVmSSppU2U5nUTqcmjRQiqTI2JEPrKB25pk7bNkzIO5DyNyzloxx3QEjHSUJScWqohAZSmKWIXH6dJcpENajPVjV2FcI4E108xf5PIzQxy4GJL2VcyqEGR_MnXkp0jf_03eJ1f-9XLnkNdmeCiyv1m8RRxAwi5JnUQMzvkt5wMsTmOJpOYvKD2uRttlt_vh73AFav-rfduHvdu9mFH-UZPj7F8heWivEU92DFvRbDyXjf78J_Ke_Wvw
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=An+improved+branch+and+bound+algorithm+for+exact+BDD+minimization&rft.jtitle=IEEE+transactions+on+computer-aided+design+of+integrated+circuits+and+systems&rft.au=Ebendt%2C+R&rft.au=Gunther%2C+W&rft.au=Drechsler%2C+R&rft.date=2003-12-01&rft.issn=0278-0070&rft.volume=22&rft.issue=12&rft_id=info:doi/10.1109%2FTCAD.2003.819427&rft.externalDBID=NO_FULL_TEXT
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0278-0070&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0278-0070&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0278-0070&client=summon