Pool Evolution: A Parallel Pattern for Evolutionary and Symbolic Computing
We introduce a new parallel pattern derived from a specific application domain and show how it turns out to have application beyond its domain of origin. The pool evolution pattern models the parallel evolution of a population subject to mutations and evolving in such a way that a given fitness func...
Gespeichert in:
| Veröffentlicht in: | International journal of parallel programming Jg. 44; H. 3; S. 531 - 551 |
|---|---|
| Hauptverfasser: | , , , , |
| Format: | Journal Article |
| Sprache: | Englisch |
| Veröffentlicht: |
New York
Springer US
01.06.2016
Springer Nature B.V |
| Schlagworte: | |
| ISSN: | 0885-7458, 1573-7640 |
| Online-Zugang: | Volltext |
| Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
| Abstract | We introduce a new parallel pattern derived from a specific application domain and show how it turns out to have application beyond its domain of origin. The
pool evolution
pattern models the parallel evolution of a population subject to mutations and evolving in such a way that a given fitness function is optimized. The pattern has been demonstrated to be suitable for capturing and modeling the parallel patterns underpinning various evolutionary algorithms, as well as other parallel patterns typical of symbolic computation. In this paper we introduce the pattern, we discuss its implementation on modern multi/many core architectures and finally present experimental results obtained with FastFlow and Erlang implementations to assess its feasibility and scalability. |
|---|---|
| AbstractList | We introduce a new parallel pattern derived from a specific application domain and show how it turns out to have application beyond its domain of origin. The pool evolution pattern models the parallel evolution of a population subject to mutations and evolving in such a way that a given fitness function is optimized. The pattern has been demonstrated to be suitable for capturing and modeling the parallel patterns underpinning various evolutionary algorithms, as well as other parallel patterns typical of symbolic computation. In this paper we introduce the pattern, we discuss its implementation on modern multi/many core architectures and finally present experimental results obtained with FastFlow and Erlang implementations to assess its feasibility and scalability. We introduce a new parallel pattern derived from a specific application domain and show how it turns out to have application beyond its domain of origin. The pool evolution pattern models the parallel evolution of a population subject to mutations and evolving in such a way that a given fitness function is optimized. The pattern has been demonstrated to be suitable for capturing and modeling the parallel patterns underpinning various evolutionary algorithms, as well as other parallel patterns typical of symbolic computation. In this paper we introduce the pattern, we discuss its implementation on modern multi/many core architectures and finally present experimental results obtained with FastFlow and Erlang implementations to assess its feasibility and scalability. Issue Title: Special Issue on High-Level Parallel Programming and Applications We introduce a new parallel pattern derived from a specific application domain and show how it turns out to have application beyond its domain of origin. The pool evolution pattern models the parallel evolution of a population subject to mutations and evolving in such a way that a given fitness function is optimized. The pattern has been demonstrated to be suitable for capturing and modeling the parallel patterns underpinning various evolutionary algorithms, as well as other parallel patterns typical of symbolic computation. In this paper we introduce the pattern, we discuss its implementation on modern multi/many core architectures and finally present experimental results obtained with FastFlow and Erlang implementations to assess its feasibility and scalability. |
| Author | Danelutto, Marco Kilpatrick, Peter Aldinucci, Marco Torquati, Massimo Campa, Sonia |
| Author_xml | – sequence: 1 givenname: Marco surname: Aldinucci fullname: Aldinucci, Marco organization: Department of Computer Science, University of Torino – sequence: 2 givenname: Sonia surname: Campa fullname: Campa, Sonia organization: Department of Computer Science, University of Pisa – sequence: 3 givenname: Marco surname: Danelutto fullname: Danelutto, Marco email: marco.danelutto@unipi.it organization: Department of Computer Science, University of Pisa – sequence: 4 givenname: Peter surname: Kilpatrick fullname: Kilpatrick, Peter organization: Department of Computer Science, Queen’s University Belfast – sequence: 5 givenname: Massimo surname: Torquati fullname: Torquati, Massimo organization: Department of Computer Science, University of Pisa |
| BookMark | eNp9kF1LwzAUhoNMcJv-AO8K3ngTTZrPejfG_GLgQL0OaZuOjjSZSSvs39tSQRnoRUjgvE_OOc8MTJx3BoBLjG4wQuI2YiQ4hwgziAiTkJ2AKWaCQMEpmoApkpJBQZk8A7MYdwihTEg5Bc8b722y-vS2a2vv7pJFstFBW2ts_2hbE1xS-fCT0OGQaFcmr4cm97YukqVv9n3Fbc_BaaVtNBff9xy836_elo9w_fLwtFysYUGytIWVKFOsOWZG0DLlUlNODCpRmhKZM665zlJDCMlETqtMcppnaYloxvO8oBrnZA6ux3_3wX90JraqqWNhrNXO-C4qLJHEGBOO--jVUXTnu-D66RQWkkhGaH_mAI-pIvgYg6nUPtRNv6jCSA121WhX9XbVYFcNjDhiirrVg6A26Nr-S6YjGfsubmvCr5n-hL4AyiOOpQ |
| CODEN | IJPPE5 |
| CitedBy_id | crossref_primary_10_1007_s10766_017_0540_z crossref_primary_10_1016_j_ejor_2019_11_033 crossref_primary_10_1016_j_future_2018_05_011 |
| Cites_doi | 10.1109/TEVC.2011.2132725 10.1504/IJICA.2007.013403 10.1016/j.parco.2003.12.002 10.1145/1562764.1562783 10.1109/DEXA.2013.32 10.1002/(SICI)1099-0526(199903/04)4:4<31::AID-CPLX5>3.3.CO;2-W 10.1007/978-3-642-23397-5_17 10.1109/PDP.2014.13 10.23919/ACC.1993.4793307 10.1007/978-3-540-74466-5_49 |
| ContentType | Journal Article |
| Copyright | Springer Science+Business Media New York 2015 Springer Science+Business Media New York 2016 |
| Copyright_xml | – notice: Springer Science+Business Media New York 2015 – notice: Springer Science+Business Media New York 2016 |
| DBID | AAYXX CITATION 3V. 7SC 7WY 7WZ 7XB 87Z 8AL 8FD 8FE 8FG 8FK 8FL 8G5 ABUWG AFKRA ARAPS AZQEC BENPR BEZIV BGLVJ CCPQU DWQXO FRNLG F~G GNUQQ GUQSH HCIFZ JQ2 K60 K6~ K7- L.- L.0 L7M L~C L~D M0C M0N M2O MBDVC P5Z P62 PHGZM PHGZT PKEHL PQBIZ PQBZA PQEST PQGLB PQQKQ PQUKI Q9U |
| DOI | 10.1007/s10766-015-0358-5 |
| DatabaseName | CrossRef ProQuest Central (Corporate) Computer and Information Systems Abstracts ABI/INFORM Collection ABI/INFORM Global (PDF only) ProQuest Central (purchase pre-March 2016) ABI/INFORM Global (Alumni Edition) Computing Database (Alumni Edition) Technology Research Database ProQuest SciTech Collection ProQuest Technology Collection ProQuest Central (Alumni) (purchase pre-March 2016) ABI/INFORM Collection (Alumni Edition) Research Library (Alumni Edition) ProQuest Central (Alumni) ProQuest Central UK/Ireland Advanced Technologies & Computer Science Collection ProQuest Central Essentials ProQuest Central Business Premium Collection Technology Collection ProQuest One Community College ProQuest Central Korea Business Premium Collection (Alumni) ABI/INFORM Global (Corporate) ProQuest Central Student Research Library Prep SciTech Premium Collection ProQuest Computer Science Collection ProQuest Business Collection (Alumni Edition) ProQuest Business Collection Computer Science Database ABI/INFORM Professional Advanced ABI/INFORM Professional Standard Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Academic Computer and Information Systems Abstracts Professional ABI/INFORM Global Computing Database ProQuest Research Library Research Library (Corporate) Advanced Technologies & Aerospace Database ProQuest Advanced Technologies & Aerospace Collection ProQuest Central Premium ProQuest One Academic (New) ProQuest One Academic Middle East (New) ProQuest One Business ProQuest One Business (Alumni) ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Applied & Life Sciences ProQuest One Academic (retired) ProQuest One Academic UKI Edition ProQuest Central Basic |
| DatabaseTitle | CrossRef ABI/INFORM Global (Corporate) ProQuest Business Collection (Alumni Edition) ProQuest One Business Research Library Prep Computer Science Database ProQuest Central Student Technology Collection Technology Research Database Computer and Information Systems Abstracts – Academic ProQuest One Academic Middle East (New) ProQuest Advanced Technologies & Aerospace Collection ProQuest Central Essentials ProQuest Computer Science Collection Computer and Information Systems Abstracts ProQuest Central (Alumni Edition) SciTech Premium Collection ProQuest One Community College Research Library (Alumni Edition) ABI/INFORM Complete ProQuest Central ABI/INFORM Professional Advanced ProQuest One Applied & Life Sciences ABI/INFORM Professional Standard ProQuest Central Korea ProQuest Research Library ProQuest Central (New) Advanced Technologies Database with Aerospace ABI/INFORM Complete (Alumni Edition) Advanced Technologies & Aerospace Collection Business Premium Collection ABI/INFORM Global ProQuest Computing ABI/INFORM Global (Alumni Edition) ProQuest Central Basic ProQuest Computing (Alumni Edition) ProQuest One Academic Eastern Edition ProQuest Technology Collection ProQuest SciTech Collection ProQuest Business Collection Computer and Information Systems Abstracts Professional Advanced Technologies & Aerospace Database ProQuest One Academic UKI Edition ProQuest One Business (Alumni) ProQuest One Academic ProQuest One Academic (New) ProQuest Central (Alumni) Business Premium Collection (Alumni) |
| DatabaseTitleList | Computer and Information Systems Abstracts ABI/INFORM Global (Corporate) |
| Database_xml | – sequence: 1 dbid: BENPR name: ProQuest Central url: https://www.proquest.com/central sourceTypes: Aggregation Database |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Computer Science |
| EISSN | 1573-7640 |
| EndPage | 551 |
| ExternalDocumentID | 4033358271 10_1007_s10766_015_0358_5 |
| Genre | Feature |
| GroupedDBID | -4Z -59 -5G -BR -EM -Y2 -~C -~X .4S .86 .DC .VR 06D 0R~ 0VY 199 1N0 2.D 203 28- 29J 2J2 2JN 2JY 2KG 2LR 2P1 2VQ 2~H 30V 3V. 4.4 406 408 409 40D 40E 5GY 5QI 5VS 67Z 6NX 78A 7WY 8FE 8FG 8FL 8G5 8TC 8UJ 95- 95. 95~ 96X AAAVM AABHQ AACDK AAHNG AAIAL AAJBT AAJKR AANZL AAOBN AARHV AARTL AASML AATNV AATVU AAUYE AAWCG AAYIU AAYJJ AAYQN AAYTO AAYZH ABAKF ABBBX ABBXA ABDBF ABDPE ABDZT ABECU ABFSI ABFTD ABFTV ABHLI ABHQN ABJNI ABJOX ABKCH ABKTR ABMNI ABMQK ABNWP ABQBU ABQSL ABSXP ABTAH ABTEG ABTHY ABTKH ABTMW ABULA ABUWG ABWNU ABXPI ACAOD ACBXY ACDTI ACGFO ACGFS ACHSB ACHXU ACIHN ACKNC ACMDZ ACMLO ACNCT ACOKC ACOMO ACPIV ACREN ACUHS ACZOJ ADHIR ADINQ ADKNI ADKPE ADMLS ADRFC ADTPH ADURQ ADYFF ADYOE ADZKW AEAQA AEBTG AEFIE AEFQL AEGAL AEGNC AEJHL AEJRE AEKMD AEMSY AENEX AEOHA AEPYU AESKC AETLH AEVLU AEXYK AFBBN AFEXP AFGCZ AFKRA AFLOW AFQWF AFWTZ AFYQB AFZKB AGAYW AGDGC AGGDS AGJBK AGMZJ AGQEE AGQMX AGRTI AGWIL AGWZB AGYKE AHAVH AHBYD AHKAY AHSBF AHYZX AIAKS AIGIU AIIXL AILAN AITGF AJBLW AJRNO AJZVZ ALMA_UNASSIGNED_HOLDINGS ALWAN AMKLP AMTXH AMXSW AMYLF AOCGG ARAPS ARCSS ARMRJ AXYYD AYJHY AZFZN AZQEC B-. B0M BA0 BBWZM BDATZ BENPR BEZIV BGLVJ BGNMA BKOMP BPHCQ BSONS CAG CCPQU COF CS3 CSCUP DDRTE DL5 DNIVK DPUIP DU5 DWQXO E.L EAD EAP EAS EBLON EBS EDO EIOEI EJD EMK EPL ESBYG ESX FEDTE FERAY FFXSO FIGPU FINBP FNLPD FRNLG FRRFC FSGXE FWDCC GGCAI GGRSB GJIRD GNUQQ GNWQR GQ6 GQ7 GQ8 GROUPED_ABI_INFORM_COMPLETE GROUPED_ABI_INFORM_RESEARCH GUQSH GXS H13 HCIFZ HF~ HG5 HG6 HMJXF HQYDN HRMNR HVGLF HZ~ H~9 I-F I09 IHE IJ- IKXTQ ITM IWAJR IXC IZIGR IZQ I~X I~Z J-C J0Z JBSCW JCJTX JZLTJ K60 K6V K6~ K7- KDC KOV KOW LAK LLZTM M0C M0N M2O M4Y MA- MS~ N2Q NB0 NDZJH NPVJJ NQJWS NU0 O9- O93 O9G O9I O9J OAM OVD P19 P62 P9O PF0 PQBIZ PQBZA PQQKQ PROAC PT4 PT5 Q2X QOK QOS R89 R9I RHV RNI RNS ROL RPX RSV RZC RZE RZK S16 S1Z S26 S27 S28 S3B SAP SCJ SCLPG SCO SDH SDM SHX SISQX SJYHP SNE SNPRN SNX SOHCF SOJ SPISZ SRMVM SSLCW STPWE SZN T13 T16 TAE TEORI TN5 TSG TSK TSV TUC TUS U2A U5U UG4 UOJIU UTJUX UZXMN VC2 VFIZW VXZ W23 W48 WH7 WK8 YLTOR Z45 Z7R Z7X Z81 Z83 Z88 Z8R Z8W Z92 ZMTXR ZY4 ~8M ~EX AAPKM AAYXX ABBRH ABDBE ABFSG ABRTQ ACSTC ADHKG AEZWR AFDZB AFFHD AFHIU AFOHR AGQPQ AHPBZ AHWEU AIXLP ATHPR AYFIA CITATION PHGZM PHGZT PQGLB 7SC 7XB 8AL 8FD 8FK JQ2 L.- L.0 L7M L~C L~D MBDVC PKEHL PQEST PQUKI Q9U PUEGO |
| ID | FETCH-LOGICAL-c392t-f7d21a615e74d268a463e0d02238b56a6a92e33397b4f9864b92d0496bbc4a1b3 |
| IEDL.DBID | RSV |
| ISICitedReferencesCount | 6 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000374897200009&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 0885-7458 |
| IngestDate | Thu Sep 04 20:17:04 EDT 2025 Tue Nov 04 21:39:12 EST 2025 Sat Nov 29 01:59:42 EST 2025 Tue Nov 18 20:40:29 EST 2025 Fri Feb 21 02:37:21 EST 2025 |
| IsDoiOpenAccess | false |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 3 |
| Keywords | Evolutionary computing FastFlow Parallel design patterns Algorithmic skeletons Multi/many core architectures |
| Language | English |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c392t-f7d21a615e74d268a463e0d02238b56a6a92e33397b4f9864b92d0496bbc4a1b3 |
| Notes | SourceType-Scholarly Journals-1 ObjectType-Feature-1 content type line 14 ObjectType-Article-1 ObjectType-Feature-2 content type line 23 |
| OpenAccessLink | https://link.springer.com/content/pdf/10.1007/s10766-015-0358-5.pdf |
| PQID | 1783853485 |
| PQPubID | 48389 |
| PageCount | 21 |
| ParticipantIDs | proquest_miscellaneous_1808111361 proquest_journals_1783853485 crossref_primary_10_1007_s10766_015_0358_5 crossref_citationtrail_10_1007_s10766_015_0358_5 springer_journals_10_1007_s10766_015_0358_5 |
| PublicationCentury | 2000 |
| PublicationDate | 20160600 2016-6-00 20160601 |
| PublicationDateYYYYMMDD | 2016-06-01 |
| PublicationDate_xml | – month: 6 year: 2016 text: 20160600 |
| PublicationDecade | 2010 |
| PublicationPlace | New York |
| PublicationPlace_xml | – name: New York |
| PublicationTitle | International journal of parallel programming |
| PublicationTitleAbbrev | Int J Parallel Prog |
| PublicationYear | 2016 |
| Publisher | Springer US Springer Nature B.V |
| Publisher_xml | – name: Springer US – name: Springer Nature B.V |
| References | CR2 CR3 CR5 CR8 CR19 CR18 Dieterle, Horstmeyer, Berthold, Loogen, Hinze (CR9) 2012 Alba, Luque, Garcia-Nieto, Ordonez, Leguizamon (CR1) 2007; 1 CR15 CR14 CR23 CR11 CR22 CR10 CR21 Asanovic, Bodik, Demmel, Keaveny, Keutzer, Kubiatowicz, Morgan, Patterson, Sen, Wawrzynek, Wessel, Yelick (CR4) 2009; 52 Mattson, Sanders, Massingill (CR17) 2004 CR20 Chen, Ong, Lim, Tan (CR6) 2011; 15 Gamma, Helm, Johnson, Vlissides (CR12) 1995 Goldberg (CR13) 1989 Cole (CR7) 2004; 30 Koza (CR16) 1992 X Chen (358_CR6) 2011; 15 JR Koza (358_CR16) 1992 E Gamma (358_CR12) 1995 E Alba (358_CR1) 2007; 1 M Dieterle (358_CR9) 2012 DE Goldberg (358_CR13) 1989 358_CR19 358_CR8 358_CR18 M Cole (358_CR7) 2004; 30 358_CR5 358_CR15 T Mattson (358_CR17) 2004 358_CR3 358_CR14 358_CR2 358_CR23 358_CR11 358_CR22 358_CR10 358_CR21 358_CR20 K Asanovic (358_CR4) 2009; 52 |
| References_xml | – start-page: 18 year: 2012 end-page: 36 ident: CR9 article-title: Iterating skeletons—structured parallelism by composition publication-title: IFL, Lecture Notes in Computer Science – ident: CR21 – volume: 15 start-page: 591 issue: 5 year: 2011 end-page: 607 ident: CR6 article-title: A multi-facet survey on memetic computation publication-title: Trans. Evol. Comp. doi: 10.1109/TEVC.2011.2132725 – year: 1995 ident: CR12 publication-title: Design Patterns: Elements of Reusable Object-Oriented Software – ident: CR22 – ident: CR19 – ident: CR18 – ident: CR3 – ident: CR14 – ident: CR15 – ident: CR2 – volume: 1 start-page: 74 issue: 1 year: 2007 end-page: 85 ident: CR1 article-title: Mallba: a software library to design efficient optimisation algorithms publication-title: Int. J. Innov. Comput. Appl. doi: 10.1504/IJICA.2007.013403 – ident: CR10 – ident: CR11 – year: 2004 ident: CR17 publication-title: Patterns for Parallel Programming – ident: CR5 – ident: CR8 – year: 1992 ident: CR16 publication-title: Genetic Programming: On the Programming of Computers by Means of Natural Selection – year: 1989 ident: CR13 publication-title: Genetic Algorithms in Search, Optimization and Machine Learning – ident: CR23 – volume: 30 start-page: 389 issue: 3 year: 2004 end-page: 406 ident: CR7 article-title: Bringing skeletons out of the closet: a pragmatic manifesto for skeletal parallel programming publication-title: Parallel Comput. doi: 10.1016/j.parco.2003.12.002 – ident: CR20 – volume: 52 start-page: 56 issue: 10 year: 2009 end-page: 67 ident: CR4 article-title: A view of the parallel computing landscape publication-title: Commun. ACM doi: 10.1145/1562764.1562783 – volume: 52 start-page: 56 issue: 10 year: 2009 ident: 358_CR4 publication-title: Commun. ACM doi: 10.1145/1562764.1562783 – ident: 358_CR21 doi: 10.1109/DEXA.2013.32 – volume: 1 start-page: 74 issue: 1 year: 2007 ident: 358_CR1 publication-title: Int. J. Innov. Comput. Appl. doi: 10.1504/IJICA.2007.013403 – volume: 15 start-page: 591 issue: 5 year: 2011 ident: 358_CR6 publication-title: Trans. Evol. Comp. doi: 10.1109/TEVC.2011.2132725 – ident: 358_CR2 doi: 10.1002/(SICI)1099-0526(199903/04)4:4<31::AID-CPLX5>3.3.CO;2-W – ident: 358_CR3 doi: 10.1007/978-3-642-23397-5_17 – ident: 358_CR22 – ident: 358_CR23 – volume-title: Genetic Programming: On the Programming of Computers by Means of Natural Selection year: 1992 ident: 358_CR16 – ident: 358_CR20 – ident: 358_CR5 – volume-title: Genetic Algorithms in Search, Optimization and Machine Learning year: 1989 ident: 358_CR13 – volume: 30 start-page: 389 issue: 3 year: 2004 ident: 358_CR7 publication-title: Parallel Comput. doi: 10.1016/j.parco.2003.12.002 – volume-title: Patterns for Parallel Programming year: 2004 ident: 358_CR17 – start-page: 18 volume-title: IFL, Lecture Notes in Computer Science year: 2012 ident: 358_CR9 – ident: 358_CR8 doi: 10.1109/PDP.2014.13 – ident: 358_CR10 – ident: 358_CR15 doi: 10.23919/ACC.1993.4793307 – ident: 358_CR11 – ident: 358_CR14 doi: 10.1007/978-3-540-74466-5_49 – volume-title: Design Patterns: Elements of Reusable Object-Oriented Software year: 1995 ident: 358_CR12 – ident: 358_CR18 – ident: 358_CR19 |
| SSID | ssj0009788 |
| Score | 2.0897243 |
| Snippet | We introduce a new parallel pattern derived from a specific application domain and show how it turns out to have application beyond its domain of origin. The... Issue Title: Special Issue on High-Level Parallel Programming and Applications We introduce a new parallel pattern derived from a specific application domain... |
| SourceID | proquest crossref springer |
| SourceType | Aggregation Database Enrichment Source Index Database Publisher |
| StartPage | 531 |
| SubjectTerms | Algorithms Analysis Architecture (computers) Central processing units Computation Computer programming Computer Science CPUs Evolution Evolutionary algorithms Feasibility Genetic algorithms Mathematical analysis Mathematical models Optimization Parallel processing Pools Population Processor Architectures Programmers Semantics Software Engineering/Programming and Operating Systems Studies Theory of Computation |
| SummonAdditionalLinks | – databaseName: ABI/INFORM Global dbid: M0C link: http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1LS8QwEA66evDiW1xdJYInpdg2j7ZeREQR0WXBB95K0qQgrK3uroL_3pk23aqgF2-FpknbSTJfMpPvI2SfJUxxzqynhMg9rmC5kyiJzIiREhnPTF5luz9cR_1-_PiYDNyG29ilVTZzYjVRmzLDPfKjIIoZuBYei5OXVw9VozC66iQ0ZskcIhtM6bvxz1rS3ajSnYSBBI1zETdRzfroXCRxLS08n4nYE9_9Ugs2f8RHK7dzsfTfF14miw5w0tO6h6yQGVuskqVGzIG6sb1GrgZlOaTn764rHtNTOlAjVFoZwgWe-SkoANy2hBp9UFUYevvxrJFcmNZ1wlesk_uL87uzS88JLXgZwKOJl0cmDBRgGxtxE8pYccmsb8C9s1gLqaRKQssYQBfNc-Rz10loYGkhtc64CjTbIJ2iLOwmoTIwSM8jdcg0N7mvwwwdXhwZ3zfWBF3iN785zRwLOYphDNOWPxktk4JlUrRMKrrkYPrIS03B8VfhXmON1I3Gcdqaokv2prdhHGFwRBW2fIMyKEGCAjfwioeNzb9U8VuDW383uE0WAGLJOrmsRzqT0ZvdIfPZ--RpPNqtuusniATt4A priority: 102 providerName: ProQuest |
| Title | Pool Evolution: A Parallel Pattern for Evolutionary and Symbolic Computing |
| URI | https://link.springer.com/article/10.1007/s10766-015-0358-5 https://www.proquest.com/docview/1783853485 https://www.proquest.com/docview/1808111361 |
| Volume | 44 |
| WOSCitedRecordID | wos000374897200009&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: PRVPQU databaseName: ABI/INFORM Collection customDbUrl: eissn: 1573-7640 dateEnd: 20171231 omitProxy: false ssIdentifier: ssj0009788 issn: 0885-7458 databaseCode: 7WY dateStart: 19970201 isFulltext: true titleUrlDefault: https://www.proquest.com/abicomplete providerName: ProQuest – providerCode: PRVPQU databaseName: ABI/INFORM Global customDbUrl: eissn: 1573-7640 dateEnd: 20171231 omitProxy: false ssIdentifier: ssj0009788 issn: 0885-7458 databaseCode: M0C dateStart: 19970201 isFulltext: true titleUrlDefault: https://search.proquest.com/abiglobal providerName: ProQuest – providerCode: PRVPQU databaseName: Advanced Technologies & Aerospace Database customDbUrl: eissn: 1573-7640 dateEnd: 20171231 omitProxy: false ssIdentifier: ssj0009788 issn: 0885-7458 databaseCode: P5Z dateStart: 19970201 isFulltext: true titleUrlDefault: https://search.proquest.com/hightechjournals providerName: ProQuest – providerCode: PRVPQU databaseName: Computer Science Database customDbUrl: eissn: 1573-7640 dateEnd: 20171231 omitProxy: false ssIdentifier: ssj0009788 issn: 0885-7458 databaseCode: K7- dateStart: 19970201 isFulltext: true titleUrlDefault: http://search.proquest.com/compscijour providerName: ProQuest – providerCode: PRVPQU databaseName: ProQuest Central customDbUrl: eissn: 1573-7640 dateEnd: 20171231 omitProxy: false ssIdentifier: ssj0009788 issn: 0885-7458 databaseCode: BENPR dateStart: 19970201 isFulltext: true titleUrlDefault: https://www.proquest.com/central providerName: ProQuest – providerCode: PRVPQU databaseName: Research Library customDbUrl: eissn: 1573-7640 dateEnd: 20171231 omitProxy: false ssIdentifier: ssj0009788 issn: 0885-7458 databaseCode: M2O dateStart: 19970201 isFulltext: true titleUrlDefault: https://search.proquest.com/pqrl providerName: ProQuest – providerCode: PRVAVX databaseName: SpringerLink Contemporary customDbUrl: eissn: 1573-7640 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0009788 issn: 0885-7458 databaseCode: RSV dateStart: 19970101 isFulltext: true titleUrlDefault: https://link.springer.com/search?facet-content-type=%22Journal%22 providerName: Springer Nature |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV3da9swED-Wpg97WfdVmi4LKuxpw2Bbn95bVlLGPlKTbF23FyNZMhQyuyRpoP_9To6dZGUbdC_CRmdJnHS-nzjpfgCvaEI1Y9QFmvMiYBq3O4kWPjOi1DxnuS3q0-4Xn-R4rC4vk7S5x71oT7u3Icn6T71z2U0Kv_vlQUi5CngHuujtlOdrmEwvtpl2ZU02idaDPTKu2lDmn5r43RltEeadoGjta84O_muUj-FRAy3JcL0WnsADVz6Fg5a2gTRW_Aw-pFU1I6NVs-jekiFJ9dxzqszwwd_uKQlC2a2Ent8SXVoyvf1pfBphsm4Th_Ucvp6Nvpy-DxpKhSBHILQMCmnjSCOKcZLZWCjNBHWhRUdOleFCC53EjlIEKYYVPnO7SWKLmwhhTM50ZOgh7JVV6Y6AiMj6RDzCxNQwW4Qmzr1rU9KGoXU26kHY6jbLm3zjnvZilm0zJXtdZairzOsq4z14vfnkep1s41_C_XbCssbuFlkkFUUAwhRWn2yq0WJ8GESXrrpBGU824qlscIhv2kncaeJvHR7fS_oFPERsJdanyvqwt5zfuJewn6-WV4v5ADry2_cBdN-NxukE3z7KAMvP4akv43MsU_5jUC_sXxSD6Zw |
| linkProvider | Springer Nature |
| linkToHtml | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1ba9RAFD7UKuiL9YqrVUfQFyWYZK4RRIq2tO66LFilb3EmMwFhTerutrJ_yt_oObk0Kti3PvgWyGSSmXOdnJnvA3jKM26F4CGyUpaRsLjcyawiZERtZSEKXza73T9P9HRqjo6y2Qb87M_C0LbK3ic2jtrXBf0jf5lowzG0CCPfHH-PiDWKqqs9hUarFuOw_oFLtuXrg3co32dpurd7-HY_6lgFogJzgVVUap8mFgN50MKnyliheIg9xjJunFRW2SwNnGOcdqIk8HKXpR7zaOVcIWziOPZ7CS4LbjTZ1VhHA8ivbngu0XBxsEKavoraHtXTitbuMoq5NJH8Mw4Oye1f9dgmzO1t_W8TdAOudwk122kt4CZshOoWbPVkFazzXbfh_ayu52z3tDO1V2yHzeyCmGTmeEFnmiqGCfzQwi7WzFaefVx_cwSezNo-cdbuwKcLGdFd2KzqKtwDphJP8EPKpdwJX8YuLSigG-3j2AefjCDuxZoXHco6kX3M8wEfmjQhR03ISRNyOYLnZ48ctxAj5zXe7qWfd95mmQ-iH8GTs9voJ6j4Y6tQn2AbolghAh_8xBe9jv3Wxb9eeP_8Fz6Gq_uHHyb55GA6fgDXMJ1U7Ua6bdhcLU7CQ7hSnK6-LhePGlNh8OWiVe8XUQJIww |
| linkToPdf | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1ba9RAFD7UKtIX65WutjqCviihSeaWCKWUtou1ZQl4ofgSZzITENak7m4r-9f8dZ6TS6OCfeuDb4FMJpmZb84l58z5AF7wlBshuA-MlGUgDLo7qVFUGVEbWYjClU22-6cTPZkkp6dptgI_-7MwlFbZy8RGULu6oH_k25FOOKoWkcjtskuLyA7Gu2ffA2KQokhrT6fRQuTYL3-g-zbfOTrAtX4Zx-PDD_tvg45hICjQLlgEpXZxZFCpey1crBIjFPehQ73GEyuVUSaNPeeos60oqZC5TWOHNrWythAmshz7vQE3NfqYlE6Yyc9DwV_dcF7iJsaBC5n0EdX22J5W5MfLIOQyCeSfOnEwdP-KzTYqb7z-P0_WXbjTGdpsr90Z92DFV_dhvSexYJ1MewDvsrqessOLbgu-YXssMzNimJniBZ11qhga9kMLM1syUzn2fvnNUlFl1vaJM_gQPl7LiB7BalVXfgOYihyVJVI25la4MrRxQYo-0S4MnXfRCMJ-ifOiq75OJCDTfKgbTajIERU5oSKXI3h1-chZW3rkqsabPRLyTgrN8wEGI3h-eRvlBwWFTOXrc2xD1CtE7IOf-LrH229d_OuFj69-4TO4jYjLT44mx09gDa1M1ebXbcLqYnbut-BWcbH4Op89bXYNgy_Xjbxf1OZR5w |
| 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=Pool+Evolution%3A+A+Parallel+Pattern+for+Evolutionary+and+Symbolic+Computing&rft.jtitle=International+journal+of+parallel+programming&rft.au=Aldinucci%2C+Marco&rft.au=Campa%2C+Sonia&rft.au=Danelutto%2C+Marco&rft.au=Kilpatrick%2C+Peter&rft.date=2016-06-01&rft.issn=0885-7458&rft.eissn=1573-7640&rft.volume=44&rft.issue=3&rft.spage=531&rft.epage=551&rft_id=info:doi/10.1007%2Fs10766-015-0358-5&rft.externalDBID=n%2Fa&rft.externalDocID=10_1007_s10766_015_0358_5 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0885-7458&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0885-7458&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0885-7458&client=summon |