Performance of simulated annealing-based heuristic for the unconstrained binary quadratic programming problem
The unconstrained binary quadratic programming problem (BQP) is known to be NP-hard and has many practical applications. This paper presents a simulated annealing (SA)-based heuristic for the BQP. The new SA heuristic for the BQP is based on a simple (1-opt) local search heuristic and designed with...
Saved in:
| Published in: | European journal of operational research Vol. 134; no. 1; pp. 103 - 119 |
|---|---|
| Main Authors: | , |
| Format: | Journal Article |
| Language: | English |
| Published: |
Amsterdam
Elsevier B.V
01.10.2001
Elsevier Elsevier Sequoia S.A |
| Series: | European Journal of Operational Research |
| Subjects: | |
| ISSN: | 0377-2217, 1872-6860 |
| Online Access: | Get full text |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| Abstract | The unconstrained binary quadratic programming problem (BQP) is known to be NP-hard and has many practical applications. This paper presents a simulated annealing (SA)-based heuristic for the BQP. The new SA heuristic for the BQP is based on a simple (1-opt) local search heuristic and designed with a simple cooling schedule, but the multiple annealing processes are adopted. To show practical performances of the SA, we test on publicly available benchmark instances of large size ranging from 500 to 2500 variables and compare them with other heuristics such as multi-start local search, the previous SA, tabu search, and genetic algorithm incorporating the 1-opt local search. Computational results indicate that our SA leads to high-quality solutions with short times and is more effective than the competitors particularly for the largest benchmark set. Furthermore, the values of new best-known solutions found by the SA for several large instances are also reported. |
|---|---|
| AbstractList | The unconstrained binary quadratic programming problem (BQP) is known to be NP-hard and has many practical applications. This paper presents a simulated annealing (SA)-based heuristic for the BQP. The new SA heuristic for the BQP is based on a simple (1-opt) local search heuristic and designed with a simple cooling schedule, but the multiple annealing processes are adopted. To show practical performances of the SA, we test on publicly available benchmark instances of large size ranging from 500 to 2500 variables and compare them with other heuristics such as multi-start local search, the previous SA, tabu search, and genetic algorithm incorporating the 1-opt local search. Computational results indicate that our SA leads to high-quality solutions with short times and is more effective than the competitors particularly for the largest benchmark set. Furthermore, the values of new best-known solutions found by the SA for several large instances are also reported. |
| Author | Narihisa, Hiroyuki Katayama, Kengo |
| Author_xml | – sequence: 1 givenname: Kengo surname: Katayama fullname: Katayama, Kengo email: katayama@ice.ous.ac.jp – sequence: 2 givenname: Hiroyuki surname: Narihisa fullname: Narihisa, Hiroyuki |
| BackLink | http://econpapers.repec.org/article/eeeejores/v_3a134_3ay_3a2001_3ai_3a1_3ap_3a103-119.htm$$DView record in RePEc |
| BookMark | eNqFUU1v1DAQtVCR2BZ-AlLECQ6BcZw4sTggVPElKoEEnC3HnnS9Suyt7VTqv2fSBQ5camk8_njzxn7vnJ2FGJCx5xxec-DyzQ8QfV83De9fArwCaNqmFo_Yjg99U8tBwhnb_YM8Yec5HwCAd7zbseU7pimmxQSLVZyq7Jd1NgVdZUJAM_twXY8m036Pa_K5eFsRvip7rNZgY8glGR_ofvTBpLvqZjUumQ12TPE6mWUhim09zrg8ZY8nM2d89idfsF8fP_y8_Fxfffv05fL9VW1bOZR6GCwXvQLloFXKwMRd69oelRkn50Rne1BjLxuJ0kohnRvGDriarFQjb6wVF-zFiZf63qyYiz7ENQVqqRtoeQuKCwJ9PYESHtHqY_ILfUAjjUNMmPWtFoaLluY7ioYko-S3Q4rjlkFozpXel4XY3p7YbIo5J5y09YV0iGETaNYc9GaWvjdLb05oAH1vlt7e0v1X_fc5D9W9O9UhqXnrMelsPZKXzie0RbvoH2D4DejVr28 |
| CODEN | EJORDT |
| CitedBy_id | crossref_primary_10_1109_TCNS_2022_3158745 crossref_primary_10_1007_s10288_009_0115_y crossref_primary_10_1145_2414416_2414424 crossref_primary_10_1007_s11277_009_9701_8 crossref_primary_10_1007_s10732_011_9170_6 crossref_primary_10_1007_s11042_019_7656_7 crossref_primary_10_1016_j_ejor_2010_06_039 crossref_primary_10_1016_j_jco_2011_10_005 crossref_primary_10_1080_0305215X_2021_1901284 crossref_primary_10_1007_s10559_011_9368_5 crossref_primary_10_1016_j_eswa_2010_12_124 crossref_primary_10_1109_TSP_2008_926190 crossref_primary_10_1016_j_automatica_2007_06_012 crossref_primary_10_3390_math8010138 crossref_primary_10_1016_j_jpdc_2016_04_006 crossref_primary_10_1007_s10479_020_03538_3 crossref_primary_10_1109_T_WC_2008_071330 crossref_primary_10_1109_TWC_2004_834699 crossref_primary_10_1016_j_disopt_2007_02_001 crossref_primary_10_1016_j_automatica_2018_08_025 crossref_primary_10_1088_0266_5611_19_5_302 crossref_primary_10_1016_j_ijpe_2011_01_004 crossref_primary_10_1016_j_cor_2011_12_006 crossref_primary_10_1007_s10559_006_0086_3 crossref_primary_10_1007_s10732_011_9164_4 crossref_primary_10_3390_math10193498 crossref_primary_10_1016_j_ejor_2012_07_012 crossref_primary_10_1007_s10732_011_9169_z crossref_primary_10_1016_j_cviu_2019_102899 crossref_primary_10_1016_j_biosystems_2004_08_002 crossref_primary_10_1016_j_ultramic_2020_113090 crossref_primary_10_3390_pr8091080 crossref_primary_10_1016_j_knosys_2020_106366 crossref_primary_10_1016_j_strusafe_2017_05_001 crossref_primary_10_1007_s00607_005_0153_z crossref_primary_10_1007_s11517_014_1176_4 crossref_primary_10_1007_s10589_016_9844_y crossref_primary_10_1287_ijoc_2024_0812 crossref_primary_10_1007_s10878_014_9734_0 crossref_primary_10_1111_1365_2478_12625 crossref_primary_10_1016_j_cor_2024_106684 crossref_primary_10_3390_a15060192 crossref_primary_10_1016_j_asoc_2013_11_008 crossref_primary_10_1007_s10732_007_9009_3 crossref_primary_10_1109_TMAG_2007_893414 |
| Cites_doi | 10.1080/00207729408928968 10.1007/BF01098364 10.1007/BF01580072 10.1287/mnsc.26.3.282 10.1287/opre.13.3.388 10.1126/science.220.4598.671 10.1007/BFb0120827 10.1007/BF01587084 10.1287/mnsc.44.3.336 10.1287/opre.21.2.498 10.1016/S0377-2217(98)00359-2 10.1007/BF00940812 10.1002/j.1538-7305.1970.tb01770.x 10.1016/0305-0548(92)90067-F 10.1016/S0377-2217(97)00130-6 10.1007/BF01096724 10.1007/BF02247879 10.1057/jors.1990.166 10.1016/0377-2217(94)90125-2 |
| ContentType | Journal Article |
| Copyright | 2001 Elsevier Science B.V. Copyright Elsevier Sequoia S.A. Oct 1, 2001 |
| Copyright_xml | – notice: 2001 Elsevier Science B.V. – notice: Copyright Elsevier Sequoia S.A. Oct 1, 2001 |
| DBID | AAYXX CITATION DKI X2L 7SC 7TB 8FD FR3 JQ2 L7M L~C L~D |
| DOI | 10.1016/S0377-2217(00)00242-3 |
| DatabaseName | CrossRef RePEc IDEAS RePEc Computer and Information Systems Abstracts Mechanical & Transportation Engineering Abstracts Technology Research Database Engineering Research Database ProQuest Computer Science Collection Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Academic Computer and Information Systems Abstracts Professional |
| DatabaseTitle | CrossRef 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 | Technology Research Database |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering Computer Science Business |
| EISSN | 1872-6860 |
| EndPage | 119 |
| ExternalDocumentID | 79615378 eeeejores_v_3a134_3ay_3a2001_3ai_3a1_3ap_3a103_119_htm 10_1016_S0377_2217_00_00242_3 S0377221700002423 |
| Genre | Feature |
| GroupedDBID | --K --M -~X .DC .~1 0R~ 1B1 1RT 1~. 1~5 29G 4.4 457 4G. 5GY 5VS 7-5 71M 8P~ 9JN 9JO AAAKF AAAKG AABNK AACTN AAEDT AAEDW AAIAV AAIKJ AAKOC AAOAW AAQFI AAQXK AARIN AAXUO AAYFN ABAOU ABBOA ABFNM ABFRF ABJNI ABMAC ABUCO ABYKQ ACAZW ACDAQ ACGFO ACGFS ACIWK ACNCT ACNNM ACRLP ACZNC ADBBV ADEZE ADGUI ADJOM ADMUD AEFWE AEKER AENEX AFKWA AFTJW AGHFR AGUBO AGYEJ AHHHB AHZHX AI. AIALX AIEXJ AIGVJ AIKHN AITUG AJBFU AJOXV ALMA_UNASSIGNED_HOLDINGS AMFUW AMRAJ AOUOD APLSM ARUGR ASPBG AVWKF AXJTR AZFZN BKOJK BKOMP BLXMC CS3 DU5 EBS EFJIC EFLBG EJD EO8 EO9 EP2 EP3 F5P FDB FEDTE FGOYB FIRID FNPLU FYGXN G-Q GBOLZ HAMUX HVGLF HZ~ IHE J1W KOM LY1 M41 MHUIS MO0 MS~ N9A O-L O9- OAUVE OZT P-9 P2P PC. PQQKQ Q38 R2- RIG ROL RPZ RXW SCC SDF SDG SDP SDS SES SPC SPCBC SSB SSD SSV SSW SSZ T5K TAE TN5 U5U VH1 XPP ZMT ~02 ~G- 1OL 41~ 6OB 9DU AALRI AATTM AAXKI AAYWO AAYXX ABWVN ABXDB ACLOT ACRPL ACVFH ADCNI ADIYS ADNMO ADXHL AEBSH AEIPS AEUPX AFFNX AFJKZ AFPUW AGQPQ AIGII AIIUN AKBMS AKRWK AKYEP ANKPU APXCP CITATION EFKBS GBLVA P-8 SEW WUQ ~HD 02 08R 0R 1 41 6XO 8P AAPBV AAYOK ABFLS ADALY DKI G- HZ IPNFZ K M MS PQEST STF X X2L 7SC 7TB 8FD FR3 JQ2 L7M L~C L~D |
| ID | FETCH-LOGICAL-c468t-88c137909d0499a0f1d4d47e9abfdd35c709b7626e6c636dd8b5019fc69b12cc3 |
| ISICitedReferencesCount | 65 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000170149700008&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 0377-2217 |
| IngestDate | Sun Nov 30 03:54:28 EST 2025 Wed Aug 18 03:50:57 EDT 2021 Sat Nov 29 07:21:07 EST 2025 Tue Nov 18 22:20:19 EST 2025 Fri Feb 23 02:43:46 EST 2024 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 1 |
| Keywords | Local search Unconstrained binary quadratic programming Heuristics Large-size problems Simulated annealing |
| Language | English |
| LinkModel | OpenURL |
| MergedId | FETCHMERGED-LOGICAL-c468t-88c137909d0499a0f1d4d47e9abfdd35c709b7626e6c636dd8b5019fc69b12cc3 |
| Notes | SourceType-Scholarly Journals-1 ObjectType-Feature-1 content type line 14 |
| PQID | 204140913 |
| PQPubID | 45678 |
| PageCount | 17 |
| ParticipantIDs | proquest_journals_204140913 repec_primary_eeeejores_v_3a134_3ay_3a2001_3ai_3a1_3ap_3a103_119_htm crossref_citationtrail_10_1016_S0377_2217_00_00242_3 crossref_primary_10_1016_S0377_2217_00_00242_3 elsevier_sciencedirect_doi_10_1016_S0377_2217_00_00242_3 |
| PublicationCentury | 2000 |
| PublicationDate | 2001-10-01 |
| PublicationDateYYYYMMDD | 2001-10-01 |
| PublicationDate_xml | – month: 10 year: 2001 text: 2001-10-01 day: 01 |
| PublicationDecade | 2000 |
| PublicationPlace | Amsterdam |
| PublicationPlace_xml | – name: Amsterdam |
| PublicationSeriesTitle | European Journal of Operational Research |
| PublicationTitle | European journal of operational research |
| PublicationYear | 2001 |
| Publisher | Elsevier B.V Elsevier Elsevier Sequoia S.A |
| Publisher_xml | – name: Elsevier B.V – name: Elsevier – name: Elsevier Sequoia S.A |
| References | Ivănescu (BIB12) 1965; 13 P. Merz, B. Freisleben, Greedy and local search heuristics for unconstrained binary quadratic programming, Technical Report No.99-01, Informatik-Berichte, 1999 (to appear in Journal of Heuristics) Kirkpatrick, Gelatt, Vecchi (BIB15) 1983; 220 C̆erný (BIB8) 1985; 45 Alidaee, Kochenberger, Ahmadian (BIB2) 1994; 25 Glover, Kochenberger, Alidaee (BIB10) 1998; 44 Phillips, Rosen (BIB25) 1994; 4 K. Katayama, M. Tani, H. Narihisa, Solving large binary quadratic programming problems by effective genetic local search algorithm, in: Proceedings of the 2000 Genetic and Evolutionary Computation Conference, 2000, pp. 643–650 Beasley (BIB5) 1990; 41 Lodi, Allemand, Liebling (BIB18) 1999; 119 Barahona, Jünger, Reinelt (BIB4) 1989; 44 Krarup, Pruzan (BIB16) 1978; 9 P. Merz, B. Freisleben, Genetic algorithms for binary quadratic programming, in: Proceedings of the 1999 Genetic and Evolutionary Computation Conference, 1999, pp. 17–424 McBride, Yormark (BIB19) 1980; 26 E.H.L. Aarts, J.H.M. Korst, P.J.M van Laarhoven, Simulated annealing, in: E.H.L. Aarts, J.K. Lenstra (Eds.), Local Search in Combinatorial Optimization, Wiley, New York, 1997 J.E. Beasley, Heuristic algorithms for the unconstrained binary quadratic programming problem, Technical Report, Management School, Imperial College, UK, 1998 Pardalos, Rodgers (BIB22) 1990; 45 Gallo, Hammer, Simeone (BIB9) 1980; 12 Pardalos, Rodgers (BIB23) 1992; 19 Alkhamis, Hasan, Ahmed (BIB3) 1998; 108 Billionnet, Sutter (BIB7) 1994; 78 Helmberg, Rendl (BIB11) 1998; 82 Pardalos, Xue (BIB24) 1994; 4 Kernighan, Lin (BIB14) 1970; 49 Lin, Kernighan (BIB17) 1973; 21 McBride (10.1016/S0377-2217(00)00242-3_BIB19) 1980; 26 Helmberg (10.1016/S0377-2217(00)00242-3_BIB11) 1998; 82 Krarup (10.1016/S0377-2217(00)00242-3_BIB16) 1978; 9 Ivănescu (10.1016/S0377-2217(00)00242-3_BIB12) 1965; 13 Barahona (10.1016/S0377-2217(00)00242-3_BIB4) 1989; 44 Pardalos (10.1016/S0377-2217(00)00242-3_BIB23) 1992; 19 Alidaee (10.1016/S0377-2217(00)00242-3_BIB2) 1994; 25 Kirkpatrick (10.1016/S0377-2217(00)00242-3_BIB15) 1983; 220 Pardalos (10.1016/S0377-2217(00)00242-3_BIB22) 1990; 45 10.1016/S0377-2217(00)00242-3_BIB21 10.1016/S0377-2217(00)00242-3_BIB20 Phillips (10.1016/S0377-2217(00)00242-3_BIB25) 1994; 4 Glover (10.1016/S0377-2217(00)00242-3_BIB10) 1998; 44 Kernighan (10.1016/S0377-2217(00)00242-3_BIB14) 1970; 49 C̆erný (10.1016/S0377-2217(00)00242-3_BIB8) 1985; 45 Gallo (10.1016/S0377-2217(00)00242-3_BIB9) 1980; 12 10.1016/S0377-2217(00)00242-3_BIB1 10.1016/S0377-2217(00)00242-3_BIB6 Lin (10.1016/S0377-2217(00)00242-3_BIB17) 1973; 21 Billionnet (10.1016/S0377-2217(00)00242-3_BIB7) 1994; 78 10.1016/S0377-2217(00)00242-3_BIB13 Alkhamis (10.1016/S0377-2217(00)00242-3_BIB3) 1998; 108 Beasley (10.1016/S0377-2217(00)00242-3_BIB5) 1990; 41 Lodi (10.1016/S0377-2217(00)00242-3_BIB18) 1999; 119 Pardalos (10.1016/S0377-2217(00)00242-3_BIB24) 1994; 4 |
| References_xml | – volume: 45 start-page: 41 year: 1985 end-page: 51 ident: BIB8 article-title: Thermodynamical approach to the traveling salesman problem: an efficient simulation algorithm publication-title: Journal of Optimization Theory and Applications – volume: 82 start-page: 291 year: 1998 end-page: 315 ident: BIB11 article-title: Solving quadratic (0,1)-problem by semidefinite programs and cutting planes publication-title: Mathematical Programming – volume: 220 start-page: 671 year: 1983 end-page: 680 ident: BIB15 article-title: Optimization by simulated annealing publication-title: Science – volume: 21 start-page: 498 year: 1973 end-page: 516 ident: BIB17 article-title: An effective heuristic algorithm for the traveling salesman problem publication-title: Operations Research – reference: E.H.L. Aarts, J.H.M. Korst, P.J.M van Laarhoven, Simulated annealing, in: E.H.L. Aarts, J.K. Lenstra (Eds.), Local Search in Combinatorial Optimization, Wiley, New York, 1997 – volume: 45 start-page: 131 year: 1990 end-page: 144 ident: BIB22 article-title: Computational aspects of a branch and bound algorithm for quadratic zero–one programming publication-title: Computing – volume: 44 start-page: 336 year: 1998 end-page: 345 ident: BIB10 article-title: Adaptive memory tabu search for binary quadratic programs publication-title: Management Science – volume: 19 start-page: 363 year: 1992 end-page: 375 ident: BIB23 article-title: A branch and bound algorithm for the maximum clique problem publication-title: Computers and Operations Research – volume: 4 start-page: 301 year: 1994 end-page: 328 ident: BIB24 article-title: The maximum clique problem publication-title: Journal of Global Optimization – volume: 26 start-page: 282 year: 1980 end-page: 296 ident: BIB19 article-title: An implicit enumeration algorithm for quadratic integer programming publication-title: Management Science – volume: 41 start-page: 1069 year: 1990 end-page: 1072 ident: BIB5 article-title: OR-Library: Distributing test problems by electronic mail publication-title: Journal of the Operational Research Society – volume: 13 start-page: 388 year: 1965 end-page: 399 ident: BIB12 article-title: Some network flow problems solved with pseudo-Boolean programming publication-title: Operations Research – volume: 44 start-page: 127 year: 1989 end-page: 137 ident: BIB4 article-title: Experiments in quadratic 0–1 programming publication-title: Mathematical Programming – volume: 25 start-page: 401 year: 1994 end-page: 408 ident: BIB2 article-title: 0–1 quadratic programming approach for the optimal solution of two scheduling problems publication-title: International Journal of Systems Science – reference: J.E. Beasley, Heuristic algorithms for the unconstrained binary quadratic programming problem, Technical Report, Management School, Imperial College, UK, 1998 – reference: P. Merz, B. Freisleben, Greedy and local search heuristics for unconstrained binary quadratic programming, Technical Report No.99-01, Informatik-Berichte, 1999 (to appear in Journal of Heuristics) – volume: 9 start-page: 75 year: 1978 end-page: 94 ident: BIB16 article-title: Computer aided layout design publication-title: Mathematical Programming Study – volume: 4 start-page: 229 year: 1994 end-page: 241 ident: BIB25 article-title: A quadratic assignment formulation of the molecular conformation problem publication-title: Journal of Global Optimization – reference: K. Katayama, M. Tani, H. Narihisa, Solving large binary quadratic programming problems by effective genetic local search algorithm, in: Proceedings of the 2000 Genetic and Evolutionary Computation Conference, 2000, pp. 643–650 – volume: 108 start-page: 641 year: 1998 end-page: 652 ident: BIB3 article-title: A simulated annealing for the unconstrained quadratic pseudo-Boolean function publication-title: European Journal of Operational Research – volume: 78 start-page: 106 year: 1994 end-page: 115 ident: BIB7 article-title: Minimization of a quadratic pseudo-Boolean function publication-title: European Journal of Operational Research – volume: 12 start-page: 132 year: 1980 end-page: 149 ident: BIB9 article-title: Quadratic knapsack programs publication-title: Mathematical Programming – volume: 119 start-page: 662 year: 1999 end-page: 670 ident: BIB18 article-title: An evolutionary heuristic for quadratic 0–1 programming publication-title: European Journal of Operational Research – reference: P. Merz, B. Freisleben, Genetic algorithms for binary quadratic programming, in: Proceedings of the 1999 Genetic and Evolutionary Computation Conference, 1999, pp. 17–424 – volume: 49 start-page: 291 year: 1970 end-page: 307 ident: BIB14 article-title: An efficient heuristic procedure for partitioning graphs publication-title: Bell System Technical Journal – volume: 25 start-page: 401 issue: 2 year: 1994 ident: 10.1016/S0377-2217(00)00242-3_BIB2 article-title: 0–1 quadratic programming approach for the optimal solution of two scheduling problems publication-title: International Journal of Systems Science doi: 10.1080/00207729408928968 – volume: 4 start-page: 301 year: 1994 ident: 10.1016/S0377-2217(00)00242-3_BIB24 article-title: The maximum clique problem publication-title: Journal of Global Optimization doi: 10.1007/BF01098364 – ident: 10.1016/S0377-2217(00)00242-3_BIB13 – volume: 82 start-page: 291 year: 1998 ident: 10.1016/S0377-2217(00)00242-3_BIB11 article-title: Solving quadratic (0,1)-problem by semidefinite programs and cutting planes publication-title: Mathematical Programming doi: 10.1007/BF01580072 – volume: 26 start-page: 282 issue: 3 year: 1980 ident: 10.1016/S0377-2217(00)00242-3_BIB19 article-title: An implicit enumeration algorithm for quadratic integer programming publication-title: Management Science doi: 10.1287/mnsc.26.3.282 – volume: 13 start-page: 388 year: 1965 ident: 10.1016/S0377-2217(00)00242-3_BIB12 article-title: Some network flow problems solved with pseudo-Boolean programming publication-title: Operations Research doi: 10.1287/opre.13.3.388 – volume: 12 start-page: 132 year: 1980 ident: 10.1016/S0377-2217(00)00242-3_BIB9 article-title: Quadratic knapsack programs publication-title: Mathematical Programming – ident: 10.1016/S0377-2217(00)00242-3_BIB20 – volume: 220 start-page: 671 year: 1983 ident: 10.1016/S0377-2217(00)00242-3_BIB15 article-title: Optimization by simulated annealing publication-title: Science doi: 10.1126/science.220.4598.671 – volume: 9 start-page: 75 year: 1978 ident: 10.1016/S0377-2217(00)00242-3_BIB16 article-title: Computer aided layout design publication-title: Mathematical Programming Study doi: 10.1007/BFb0120827 – volume: 44 start-page: 127 year: 1989 ident: 10.1016/S0377-2217(00)00242-3_BIB4 article-title: Experiments in quadratic 0–1 programming publication-title: Mathematical Programming doi: 10.1007/BF01587084 – volume: 44 start-page: 336 issue: 3 year: 1998 ident: 10.1016/S0377-2217(00)00242-3_BIB10 article-title: Adaptive memory tabu search for binary quadratic programs publication-title: Management Science doi: 10.1287/mnsc.44.3.336 – volume: 21 start-page: 498 year: 1973 ident: 10.1016/S0377-2217(00)00242-3_BIB17 article-title: An effective heuristic algorithm for the traveling salesman problem publication-title: Operations Research doi: 10.1287/opre.21.2.498 – volume: 119 start-page: 662 year: 1999 ident: 10.1016/S0377-2217(00)00242-3_BIB18 article-title: An evolutionary heuristic for quadratic 0–1 programming publication-title: European Journal of Operational Research doi: 10.1016/S0377-2217(98)00359-2 – volume: 45 start-page: 41 year: 1985 ident: 10.1016/S0377-2217(00)00242-3_BIB8 article-title: Thermodynamical approach to the traveling salesman problem: an efficient simulation algorithm publication-title: Journal of Optimization Theory and Applications doi: 10.1007/BF00940812 – volume: 49 start-page: 291 year: 1970 ident: 10.1016/S0377-2217(00)00242-3_BIB14 article-title: An efficient heuristic procedure for partitioning graphs publication-title: Bell System Technical Journal doi: 10.1002/j.1538-7305.1970.tb01770.x – volume: 19 start-page: 363 issue: 5 year: 1992 ident: 10.1016/S0377-2217(00)00242-3_BIB23 article-title: A branch and bound algorithm for the maximum clique problem publication-title: Computers and Operations Research doi: 10.1016/0305-0548(92)90067-F – ident: 10.1016/S0377-2217(00)00242-3_BIB1 – volume: 108 start-page: 641 year: 1998 ident: 10.1016/S0377-2217(00)00242-3_BIB3 article-title: A simulated annealing for the unconstrained quadratic pseudo-Boolean function publication-title: European Journal of Operational Research doi: 10.1016/S0377-2217(97)00130-6 – ident: 10.1016/S0377-2217(00)00242-3_BIB6 – volume: 4 start-page: 229 year: 1994 ident: 10.1016/S0377-2217(00)00242-3_BIB25 article-title: A quadratic assignment formulation of the molecular conformation problem publication-title: Journal of Global Optimization doi: 10.1007/BF01096724 – volume: 45 start-page: 131 year: 1990 ident: 10.1016/S0377-2217(00)00242-3_BIB22 article-title: Computational aspects of a branch and bound algorithm for quadratic zero–one programming publication-title: Computing doi: 10.1007/BF02247879 – volume: 41 start-page: 1069 issue: 11 year: 1990 ident: 10.1016/S0377-2217(00)00242-3_BIB5 article-title: OR-Library: Distributing test problems by electronic mail publication-title: Journal of the Operational Research Society doi: 10.1057/jors.1990.166 – volume: 78 start-page: 106 year: 1994 ident: 10.1016/S0377-2217(00)00242-3_BIB7 article-title: Minimization of a quadratic pseudo-Boolean function publication-title: European Journal of Operational Research doi: 10.1016/0377-2217(94)90125-2 – ident: 10.1016/S0377-2217(00)00242-3_BIB21 |
| SSID | ssj0001515 |
| Score | 1.9303514 |
| Snippet | The unconstrained binary quadratic programming problem (BQP) is known to be NP-hard and has many practical applications. This paper presents a simulated... |
| SourceID | proquest repec crossref elsevier |
| SourceType | Aggregation Database Index Database Enrichment Source Publisher |
| StartPage | 103 |
| SubjectTerms | Algorithms Heuristic Heuristics Large-size problems Local search Mathematical programming Quadratic programming Searches Simulated annealing Simulation Studies Unconstrained binary quadratic programming |
| Title | Performance of simulated annealing-based heuristic for the unconstrained binary quadratic programming problem |
| URI | https://dx.doi.org/10.1016/S0377-2217(00)00242-3 http://econpapers.repec.org/article/eeeejores/v_3a134_3ay_3a2001_3ai_3a1_3ap_3a103-119.htm https://www.proquest.com/docview/204140913 |
| Volume | 134 |
| WOSCitedRecordID | wos000170149700008&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: PRVESC databaseName: Elsevier SD Freedom Collection Journals 2021 customDbUrl: eissn: 1872-6860 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0001515 issn: 0377-2217 databaseCode: AIEXJ dateStart: 19950105 isFulltext: true titleUrlDefault: https://www.sciencedirect.com providerName: Elsevier |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1bb9MwFLZKi9B44FJAjAHyAw_wEHDiXOzHCYbGRdMkhtQ3K3GcLbCkXXrR-jv4wxzHjpsNjbEHKiWp3MZNej77fOfE5xyEXkmmYBhFYKamHAwUFROP8yLwSBZEjGUUGGxbteRrcnDAJhN-OBj86mJhVqdJXbPzcz77r6KGNhC2Dp29gbhdp9AA70HosAexw_6fBH_YCwUAJjgvK12hS-mUrDWwQlBVnlZdOXDEpUnT7JYago7TdFFXjdDE1ITqni3TvGnzutq1XJUJYG8L0Vzp2LckFxqazt1o8wo5__OXdJGu0yq14UHHU-eYBvv9pJy3H-yXzXS9_Fle8E74bp2bi8pKEi8ITHymm3Gt_7IPLTN_-oT2VLFvZtM_ZnnjcPjm-gYurkta85ZweHSj2rrH-Zc0nluHuFniBl0J3ZUgOl0qdCPoLTQKkoizIRrtftqbfHYKXnPA9uGU_flNYNi7zTW9JuSNvZ6rKE_PpBk1aqZkj9kcPUD3rEmCdw2UHqKBqsfoThcRMUb3u8of2CqCMbrbS2P5CFU9yOFpgR3k8CXIYQc5DN_HADl8AXLYQA47yOEe5LCF3GP0_ePe0ft9z5bx8GQYs4XHmPRpwgnPtXmdksLPwzxMFE-zIs9pJBPCM9DJsYplTOM8Z1kEhkchY575gZT0CRrW01o9RThNVEEiKcHGAOarVOpTSlkR5lkBmlcl2yjs_mkhbY57fQen4q-S3kZv3Wkzk-TluhNYJ0ZhmaphoAIget2pO53YhR2OcxGQUCee8-HTDy0S3GUoeP2YwgAVK0HhdkPYr2HTYw0OpW6EbaaPhII9z8XJonp20xvaQVub0fscDRfNUr1At-VqUc6bl3YA_AbeWtN- |
| linkProvider | Elsevier |
| 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=Performance+of+simulated+annealing-based+heuristic+for+the+unconstrained+binary+quadratic+programming+problem&rft.jtitle=European+journal+of+operational+research&rft.au=Katayama%2C+Kengo&rft.au=Narihisa%2C+Hiroyuki&rft.date=2001-10-01&rft.issn=0377-2217&rft.volume=134&rft.issue=1&rft.spage=103&rft.epage=119&rft_id=info:doi/10.1016%2FS0377-2217%2800%2900242-3&rft.externalDBID=n%2Fa&rft.externalDocID=10_1016_S0377_2217_00_00242_3 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0377-2217&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0377-2217&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0377-2217&client=summon |