Quantum control experiments as a testbed for evolutionary multi-objective algorithms
Experimental multi-objective Quantum Control is an emerging topic within the broad physics and chemistry applications domain of controlling quantum phenomena. This realm offers cutting edge ultrafast laser laboratory applications, which pose multiple objectives, noise, and possibly constraints on th...
Uloženo v:
| Vydáno v: | Genetic programming and evolvable machines Ročník 13; číslo 4; s. 445 - 491 |
|---|---|
| Hlavní autoři: | , , , |
| Médium: | Journal Article |
| Jazyk: | angličtina |
| Vydáno: |
Boston
Springer US
01.12.2012
|
| Témata: | |
| ISSN: | 1389-2576, 1573-7632 |
| On-line přístup: | Získat plný text |
| Tagy: |
Přidat tag
Žádné tagy, Buďte první, kdo vytvoří štítek k tomuto záznamu!
|
| Abstract | Experimental multi-objective Quantum Control is an emerging topic within the broad physics and chemistry applications domain of controlling quantum phenomena. This realm offers cutting edge ultrafast laser laboratory applications, which pose multiple objectives, noise, and possibly constraints on the high-dimensional search. In this study we introduce the topic of multi-observable quantum control (MOQC), and consider specific systems to be Pareto optimized subject to uncertainty, either
experimentally
or by means of simulated systems. The latter include a family of mathematical test-functions with a practical link to MOQC experiments, which are introduced here for the first time. We investigate the behavior of the multi-objective version of the covariance aatrix adaptation evolution strategy (MO-CMA-ES) and assess its performance on computer simulations as well as on laboratory closed-loop experiments. Overall, we propose a comprehensive study on
experimental
evolutionary Pareto optimization in high-dimensional continuous domains, draw some
practical
conclusions concerning the impact of fitness disturbance on algorithmic behavior, and raise several
theoretical
issues in the broad evolutionary multi-objective context. |
|---|---|
| AbstractList | Experimental multi-objective Quantum Control is an emerging topic within the broad physics and chemistry applications domain of controlling quantum phenomena. This realm offers cutting edge ultrafast laser laboratory applications, which pose multiple objectives, noise, and possibly constraints on the high-dimensional search. In this study we introduce the topic of multi-observable quantum control (MOQC), and consider specific systems to be Pareto optimized subject to uncertainty, either
experimentally
or by means of simulated systems. The latter include a family of mathematical test-functions with a practical link to MOQC experiments, which are introduced here for the first time. We investigate the behavior of the multi-objective version of the covariance aatrix adaptation evolution strategy (MO-CMA-ES) and assess its performance on computer simulations as well as on laboratory closed-loop experiments. Overall, we propose a comprehensive study on
experimental
evolutionary Pareto optimization in high-dimensional continuous domains, draw some
practical
conclusions concerning the impact of fitness disturbance on algorithmic behavior, and raise several
theoretical
issues in the broad evolutionary multi-objective context. |
| Author | Rabitz, Herschel Roslund, Jonathan Leghtas, Zaki Shir, Ofer M. |
| Author_xml | – sequence: 1 givenname: Ofer M. surname: Shir fullname: Shir, Ofer M. email: oshir@Princeton.EDU organization: Department of Chemistry, Princeton University – sequence: 2 givenname: Jonathan surname: Roslund fullname: Roslund, Jonathan organization: Department of Chemistry, Princeton University – sequence: 3 givenname: Zaki surname: Leghtas fullname: Leghtas, Zaki organization: Ecole des Mines ParisTech – sequence: 4 givenname: Herschel surname: Rabitz fullname: Rabitz, Herschel organization: Department of Chemistry, Princeton University |
| BookMark | eNp9kNtKAzEQhoNUsK0-gHd5gWgOu5vNpRQPhYII9Tpkc6hbdpOSZIu-vSn1yotCYMIw3zD_twAzH7wF4J7gB4Ixf0wEc4IRJhQJ0lSIX4E5qTlDvGF0Vv6sFYjWvLkBi5T2GJOG1mIOth-T8nkaoQ4-xzBA-32wsR-tzwmq8mC2KXfWQBcitMcwTLkPXsUfOE5D7lHo9lbn_mihGnYh9vlrTLfg2qkh2bu_ugSfL8_b1RvavL-uV08bpGnbZkQYM3VlnNYWN0JRzSzvKuGIa3THWadqRonWdWuMo23V0c6UntDUiKqpiWJLwM97dQwpReuk7rM63Zej6gdJsDzJkWc5ssiRJzmSF5L8Iw8ldEl1kaFnJpVZv7NR7sMUfQl4AfoFUHp7rw |
| CitedBy_id | crossref_primary_10_1016_j_cosrev_2018_11_002 crossref_primary_10_1016_j_scib_2019_07_013 crossref_primary_10_1364_JOSAB_31_001165 crossref_primary_10_1007_s10732_021_09483_z crossref_primary_10_1088_1361_6633_aab406 |
| Cites_doi | 10.1126/science.259.5101.1581 10.1162/evco.2006.14.4.463 10.1109/TEVC.2009.2017515 10.1103/PhysRevA.78.033414 10.1063/1.1150614 10.1007/s00158-004-0450-8 10.1088/0953-4075/41/7/074021 10.1103/PhysRevA.71.063806 10.1016/B978-155860734-7/50090-1 10.1109/TEVC.2008.925798 10.1063/1.1458538 10.1103/PhysRevLett.102.253001 10.1103/PhysRevLett.68.1500 10.1109/TEVC.2003.810758 10.1023/B:GENP.0000036020.79188.a0 10.1016/j.ejor.2006.08.008 10.1287/opre.43.2.264 10.1103/PhysRevA.76.023408 10.1162/evco.2007.15.1.1 10.1039/b618760a 10.1016/j.swevo.2011.03.001 10.1080/09500340701553022 10.1162/106365600568158 10.1016/j.cma.2007.03.003 10.1021/ac061443+ 10.1162/evco.1993.1.2.165 10.1109/TSMCB.2002.804372 10.1109/TEVC.2005.851274 10.1109/4235.985690 10.1109/TEVC.2006.882428 10.1109/4235.585893 10.1007/978-3-540-72964-8 10.1063/1.2839919 10.1007/978-3-642-01020-0_12 10.1007/978-3-540-87700-4_30 10.1162/EVCO_a_00053 10.1007/978-3-540-70928-2_68 10.1007/3-540-44719-9_23 10.1007/978-1-4615-1105-2 10.1093/oso/9780195099713.001.0001 10.1145/1389095.1389193 10.1145/1143997.1144082 10.1007/3-540-58484-6_263 10.1109/MCI.2009.933095 10.1007/BFb0056872 10.1007/3-540-44719-9_22 10.1007/978-3-540-30217-9_29 10.1007/978-3-642-17144-4_1 10.2514/6.2002-5670 10.1007/978-3-642-04045-0_26 10.1007/978-3-642-15844-5_71 10.1007/978-3-540-31880-4_5 |
| ContentType | Journal Article |
| Copyright | Springer Science+Business Media, LLC 2012 |
| Copyright_xml | – notice: Springer Science+Business Media, LLC 2012 |
| DBID | AAYXX CITATION |
| DOI | 10.1007/s10710-012-9164-7 |
| DatabaseName | CrossRef |
| DatabaseTitle | CrossRef |
| DatabaseTitleList | |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Computer Science |
| EISSN | 1573-7632 |
| EndPage | 491 |
| ExternalDocumentID | 10_1007_s10710_012_9164_7 |
| GroupedDBID | -59 -5G -BR -EM -Y2 -~C .86 .DC .VR 06D 0R~ 0VY 199 1N0 1SB 203 29H 2J2 2JN 2JY 2KG 2LR 2P1 2VQ 2~H 30V 4.4 406 408 409 40D 40E 5GY 5VS 67Z 6NX 78A 8TC 95- 95. 95~ 96X AAAVM AABHQ AACDK AAHNG AAIAL AAJBT AAJKR AANZL AARHV AARTL AASML AATNV AATVU AAUYE AAWCG AAYIU AAYQN AAYTO AAYZH ABAKF ABBBX ABBXA ABDZT ABECU ABFTV ABHLI ABHQN ABJNI ABJOX ABKCH ABKTR ABMNI ABMQK ABNWP ABQBU ABQSL ABSXP ABTEG ABTHY ABTKH ABTMW ABULA ABWNU ABXPI ACAOD ACBXY ACDTI ACGFS ACHSB ACHXU ACKNC ACMDZ ACMLO ACOKC ACOMO ACPIV ACSNA ACZOJ ADHHG ADHIR ADINQ ADKNI ADKPE ADRFC ADTPH ADURQ ADYFF ADZKW AEBTG AEFQL AEGAL AEGNC AEJHL AEJRE AEKMD AEMSY AENEX AEOHA AEPYU AESKC AETLH AEVLU AEXYK AFBBN AFGCZ AFLOW AFQWF AFWTZ AFZKB AGAYW AGDGC 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 AMXSW AMYLF AMYQR AOCGG ARMRJ ASPBG AVWKF AXYYD AYJHY AZFZN B-. BA0 BDATZ BGNMA BSONS CAG COF CS3 CSCUP DDRTE DL5 DNIVK DPUIP DU5 EBLON EBS EIOEI EJD ESBYG FEDTE FERAY FFXSO FIGPU FINBP FNLPD FRRFC FSGXE FWDCC GGCAI GGRSB GJIRD GNWQR GQ6 GQ7 GQ8 GXS H13 HF~ HG5 HG6 HMJXF HQYDN HRMNR HVGLF HZ~ I09 IHE IJ- IKXTQ ITM IWAJR IXC IZIGR IZQ I~X I~Z J-C J0Z JBSCW JCJTX JZLTJ KDC KOV LAK LLZTM M4Y MA- N2Q NB0 NPVJJ NQJWS NU0 O9- O93 O9J OAM OVD P2P P9O PF0 PT4 QOS R89 R9I RNI RNS ROL RPX RSV RZC RZE S16 S1Z S27 S3B SAP SCO SDH SHX SISQX SJYHP SNE SNPRN SNX SOHCF SOJ SPISZ SRMVM SSLCW STPWE SZN T13 TEORI TSG TSK TSV TUC U2A UG4 UOJIU UTJUX UZXMN VC2 VFIZW W23 W48 WK8 YLTOR Z45 Z7R Z7X Z83 Z88 ZMTXR ~A9 AAPKM AAYXX ABBRH ABDBE ABFSG ABRTQ ACSTC ADHKG AEZWR AFDZB AFHIU AFOHR AGQPQ AHPBZ AHWEU AIXLP ATHPR AYFIA CITATION |
| ID | FETCH-LOGICAL-c288t-133d54dfcce069a2c3e7b49f1f6cb73ba5321cc58ddf284b2bdba59c2d94651a3 |
| IEDL.DBID | RSV |
| ISICitedReferencesCount | 14 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000308239200002&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 1389-2576 |
| IngestDate | Sat Nov 29 04:04:55 EST 2025 Tue Nov 18 22:34:18 EST 2025 Fri Feb 21 02:30:43 EST 2025 |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 4 |
| Keywords | Diffraction grating Multi-objective evolution strategies Experimental Pareto optimization Quantum control experiments Covariance matrix adaptation Robustness to noise |
| Language | English |
| License | http://www.springer.com/tdm |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c288t-133d54dfcce069a2c3e7b49f1f6cb73ba5321cc58ddf284b2bdba59c2d94651a3 |
| PageCount | 47 |
| ParticipantIDs | crossref_citationtrail_10_1007_s10710_012_9164_7 crossref_primary_10_1007_s10710_012_9164_7 springer_journals_10_1007_s10710_012_9164_7 |
| PublicationCentury | 2000 |
| PublicationDate | 20121200 2012-12-00 |
| PublicationDateYYYYMMDD | 2012-12-01 |
| PublicationDate_xml | – month: 12 year: 2012 text: 20121200 |
| PublicationDecade | 2010 |
| PublicationPlace | Boston |
| PublicationPlace_xml | – name: Boston |
| PublicationTitle | Genetic programming and evolvable machines |
| PublicationTitleAbbrev | Genet Program Evolvable Mach |
| PublicationYear | 2012 |
| Publisher | Springer US |
| Publisher_xml | – name: Springer US |
| References | Igel, Glasmachers, Heidrich-Meisner (CR53) 2008; 9 Weiner (CR3) 2000; 71 Wolpert, Macready (CR64) 1997; 1 Mulvey, Vanderbei, Zenios (CR32) 1995; 43 Goh, Tan (CR30) 2007; 11 Beyer, Sendhoff (CR22) 2007; 196 Büche, Stoll, Dornberger, Koumoutsakos (CR29) 2002; 32 CR34 CR33 CR31 Zhou, Qu, Li, Zhao, Suganthan, Zhang (CR66) 2011; 1 Knowles (CR38) 2006; 10 Warren, Rabitz, Dahleh (CR1) 1993; 259 Beyer, Olhofer, Sendhoff (CR25) 2004; 5 Deb, Gupta (CR26) 2006; 14 CR7 CR49 CR47 Gunawan, Azarm (CR35) 2005; 29 CR46 CR45 CR41 CR40 Arnold, Beyer, Martin, Spears (CR42) 2001 Judson, Rabitz (CR5) 1992; 68 Rosca-Pruna, Vrakking (CR51) 2002; 116 Roth, Guyon, Roslund, Boutou, Courvoisier, Wolf, Rabitz (CR13) 2009; 102 Shir, Beltrani, Bäck, Rabitz, Vrakking (CR48) 2008; 41 Rachmawati, Srinivasan (CR63) 2009; 13 Zitzler, Thiele, Laumanns, Fonseca, Grunertda Fonseca (CR55) 2003; 7 Chakrabarti, Wu, Rabitz (CR15) 2008; 78 CR18 CR17 Coello, Lamont, van Veldhuizen (CR9) 2007 CR16 CR58 Li, Zhang (CR62) 2009; 13 Bäck (CR6) 1996 CR57 CR56 CR10 Weber, Sauer, Plewicki, Merli, Wöste, Lindinger (CR11) 2007; 54 CR54 CR52 Zadorojniy, Masin, Greenberg, Shir, Zeidner (CR70) 2012; 8 Deb (CR8) 2001 Bonacina, Extermann, Rondi, Boutou, Wolf (CR12) 2007; 76 CR50 Arnold, Beyer (CR44) 2002; 6 Igel, Hansen, Roth (CR19) 2007; 15 Nuernberger, Vogt, Brixner, Gerber (CR2) 2007; 9 Peirce, Dahleh, Rabitz (CR4) 1988; 37 Bartelt, Roth, Mehendale, Rabitz (CR14) 2005; 71 Hagan, Dunn, Knowles, Broadhurst, Williams, Ashworth, Cameron, Kell (CR36) 2007; 79 CR28 CR27 CR69 CR24 CR68 CR67 CR21 CR65 CR20 Knowles (CR37) 2009; 4 Beume, Naujoks, Emmerich (CR59) 2007; 181 Branke (CR23) 2001 CR61 CR60 van Veldhuizen, Lamont (CR39) 2000; 8 Beyer (CR43) 1993; 1 9164_CR49 C. Igel (9164_CR53) 2008; 9 9164_CR45 H. Li (9164_CR62) 2009; 13 J. Knowles (9164_CR38) 2006; 10 D. Büche (9164_CR29) 2002; 32 9164_CR47 C.A.C. Coello (9164_CR9) 2007 H.G. Beyer (9164_CR43) 1993; 1 9164_CR46 9164_CR41 9164_CR40 N. Beume (9164_CR59) 2007; 181 T. Bäck (9164_CR6) 1996 A. Bartelt (9164_CR14) 2005; 71 H.G. Beyer (9164_CR22) 2007; 196 P. Nuernberger (9164_CR2) 2007; 9 9164_CR37 K. Deb (9164_CR26) 2006; 14 D.V. Arnold (9164_CR44) 2002; 6 9164_CR34 R.S. Judson (9164_CR5) 1992; 68 9164_CR33 C. Igel (9164_CR19) 2007; 15 9164_CR31 9164_CR70 M. Roth (9164_CR13) 2009; 102 F. Rosca-Pruna (9164_CR51) 2002; 116 L. Bonacina (9164_CR12) 2007; 76 S.O. Hagan (9164_CR36) 2007; 79 K. Deb (9164_CR8) 2001 A.M. Weiner (9164_CR3) 2000; 71 9164_CR27 9164_CR28 C.K. Goh (9164_CR30) 2007; 11 9164_CR67 9164_CR69 9164_CR24 D.A. Veldhuizen van (9164_CR39) 2000; 8 D.H. Wolpert (9164_CR64) 1997; 1 9164_CR68 9164_CR21 9164_CR65 9164_CR20 9164_CR61 9164_CR60 O.M. Shir (9164_CR48) 2008; 41 W.S. Warren (9164_CR1) 1993; 259 J.M. Mulvey (9164_CR32) 1995; 43 9164_CR7 A. Zhou (9164_CR66) 2011; 1 9164_CR4 L. Rachmawati (9164_CR63) 2009; 13 9164_CR16 9164_CR18 S. Gunawan (9164_CR35) 2005; 29 9164_CR17 9164_CR56 9164_CR58 9164_CR57 9164_CR52 9164_CR10 D.V. Arnold (9164_CR42) 2001 9164_CR54 9164_CR50 J. Branke (9164_CR23) 2001 R. Chakrabarti (9164_CR15) 2008; 78 S. Weber (9164_CR11) 2007; 54 E. Zitzler (9164_CR55) 2003; 7 H.G. Beyer (9164_CR25) 2004; 5 |
| References_xml | – ident: CR45 – volume: 259 start-page: 1581 year: 1993 end-page: 1589 ident: CR1 article-title: Coherent control of quantum dynamics: The dream is alive publication-title: Science doi: 10.1126/science.259.5101.1581 – volume: 14 start-page: 463 issue: 4 year: 2006 end-page: 494 ident: CR26 article-title: Introducing robustness in multi-objective optimization publication-title: Evol. Comput. doi: 10.1162/evco.2006.14.4.463 – volume: 13 start-page: 810 issue: 4 year: 2009 end-page: 824 ident: CR63 article-title: Multiobjective evolutionary algorithm with controllable focus on the knees of the Pareto front publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2009.2017515 – ident: CR49 – ident: CR68 – volume: 78 start-page: 033414 issue: 3 year: 2008 ident: CR15 article-title: Quantum Pareto optimal control publication-title: Phys. Rev. A doi: 10.1103/PhysRevA.78.033414 – ident: CR16 – volume: 71 start-page: 1929 issue: 5 year: 2000 end-page: 1960 ident: CR3 article-title: Femtosecond pulse shaping using spatial light modulators publication-title: Rev. Sci. Instrum. doi: 10.1063/1.1150614 – ident: CR54 – ident: CR61 – volume: 29 start-page: 50 issue: 1 year: 2005 end-page: 60 ident: CR35 article-title: Multi-objective robust optimization using a sensitivity region concept publication-title: Struct. Multidiscip. Optim. doi: 10.1007/s00158-004-0450-8 – ident: CR58 – volume: 41 start-page: 074021 issue: 7 year: 2008 ident: CR48 article-title: On the diversity of multiple optimal controls for quantum systems publication-title: J. Phys. B: At. Mol. Opt. Phys. doi: 10.1088/0953-4075/41/7/074021 – year: 2001 ident: CR23 publication-title: Evolutionary optimization in dynamic environments – ident: CR21 – ident: CR46 – volume: 71 start-page: 063806 issue: 6 year: 2005 ident: CR14 article-title: Assuring robustness to noise in optimal quantum control experiments publication-title: Phys. Rev. A doi: 10.1103/PhysRevA.71.063806 – volume: 4 start-page: 77 issue: 3 year: 2009 end-page: 91 ident: CR37 article-title: Closed-loop evolutionary multiobjective optimization publication-title: IEEE Comput. Intell. Mag. – year: 2007 ident: CR9 publication-title: Evolutionary Algorithms for Solving Multiobjective Problems – ident: CR67 – ident: CR50 – ident: CR57 – start-page: 127 year: 2001 end-page: 141 ident: CR42 article-title: Local performance of the (μ/μ , λ)-ES in a noisy environment publication-title: Foundations of Genetic Algorithms, 6 doi: 10.1016/B978-155860734-7/50090-1 – volume: 13 start-page: 284 issue: 2 year: 2009 end-page: 302 ident: CR62 article-title: Multiobjective optimization problems with complicated Pareto sets, MOEA/D and NSGA-II publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2008.925798 – ident: CR60 – volume: 116 start-page: 6579 issue: 15 year: 2002 end-page: 6588 ident: CR51 article-title: Revival structures in picosecond laser-induced alignment of I2 molecules publication-title: J. Chem. Phys. doi: 10.1063/1.1458538 – year: 1996 ident: CR6 publication-title: Evolutionary algorithms in theory and practice – volume: 102 start-page: 253001 issue: 25 year: 2009 ident: CR13 article-title: Quantum control of tightly competitive product channels publication-title: Phys. Rev. Lett. doi: 10.1103/PhysRevLett.102.253001 – volume: 68 start-page: 1500 issue: 10 year: 1992 end-page: 1503 ident: CR5 article-title: Teaching lasers to control molecules publication-title: Phys. Rev. Lett. doi: 10.1103/PhysRevLett.68.1500 – volume: 7 start-page: 117 issue: 2 year: 2003 end-page: 132 ident: CR55 article-title: Performance assessment of multiobjective optimizers: An analysis and review publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2003.810758 – volume: 9 start-page: 993 year: 2008 end-page: 996 ident: CR53 article-title: Shark publication-title: J. Mach. Learn. Res. – ident: CR18 – volume: 5 start-page: 327 issue: 4 year: 2004 end-page: 360 ident: CR25 article-title: On the impact of systematic noise on the eevolutionary optimization performance—A sphere model analysis publication-title: Genet. Program. Evol. Mach. doi: 10.1023/B:GENP.0000036020.79188.a0 – volume: 181 start-page: 1653 issue: 3 year: 2007 end-page: 1669 ident: CR59 article-title: SMS-EMOA: Multiobjective selection based on dominated hypervolume publication-title: Eur. J. Oper. Res. doi: 10.1016/j.ejor.2006.08.008 – ident: CR47 – volume: 43 start-page: 264 issue: 2 year: 1995 end-page: 281 ident: CR32 article-title: Robust optimization of large-scale systems publication-title: Operat. Res. doi: 10.1287/opre.43.2.264 – ident: CR10 – ident: CR33 – volume: 76 start-page: 023408 issue: 2 year: 2007 ident: CR12 article-title: Multiobjective genetic approach for optimal control of photoinduced processes publication-title: Phys. Rev. A doi: 10.1103/PhysRevA.76.023408 – volume: 15 start-page: 1 issue: 1 year: 2007 end-page: 28 ident: CR19 article-title: Covariance matrix adaptation for multi-objective optimization publication-title: Evol. Comput. doi: 10.1162/evco.2007.15.1.1 – ident: CR56 – volume: 9 start-page: 2470 issue: 20 year: 2007 end-page: 2497 ident: CR2 article-title: Femtosecond quantum control of molecular dynamics in the condensed phase publication-title: Phys. Chem. Chem. Phys. doi: 10.1039/b618760a – volume: 1 start-page: 32 issue: 1 year: 2011 end-page: 49 ident: CR66 article-title: Multiobjective evolutionary algorithms: A survey of the state of the art publication-title: Swarm Evol. Comput. doi: 10.1016/j.swevo.2011.03.001 – volume: 37 start-page: 4950 issue: 12 year: 1988 end-page: 4964 ident: CR4 article-title: Optimal control of quantum-mechanical systems: existence, numerical approximation, and applications publication-title: Phys. Rev. A – ident: CR40 – ident: CR27 – volume: 8 start-page: 171 year: 2012 end-page: 176 ident: CR70 article-title: Algorithms for finding maximum diversity of design variables in multi-objective optimization publication-title: Procedia Comput. Sci. – volume: 54 start-page: 2659 issue: 16–17 year: 2007 end-page: 2666 ident: CR11 article-title: Multi-objective optimization on alkali dimers publication-title: J. Mod. Opt. doi: 10.1080/09500340701553022 – ident: CR69 – volume: 8 start-page: 125 issue: 2 year: 2000 end-page: 147 ident: CR39 article-title: Multiobjective evolutionary algorithms: Analyzing the state-of-the-art publication-title: Evol. Comput. doi: 10.1162/106365600568158 – ident: CR65 – volume: 196 start-page: 3190 issue: 33-34 year: 2007 end-page: 3218 ident: CR22 article-title: Robust optimization—A comprehensive survey publication-title: Comput. Methods Appl. Mech. Eng. doi: 10.1016/j.cma.2007.03.003 – volume: 79 start-page: 464 issue: 2 year: 2007 end-page: 476 ident: CR36 article-title: Closed-loop, multiobjective optimization of two-dimensional gas chromatography/mass spectrometry for serum metabolomics publication-title: Anal. Chem. doi: 10.1021/ac061443+ – volume: 1 start-page: 165 issue: 2 year: 1993 end-page: 188 ident: CR43 article-title: Toward a theory of evolution strategies: Some asymptotical results from the -Theory publication-title: Evol. Comput. doi: 10.1162/evco.1993.1.2.165 – volume: 32 start-page: 460 issue: 4 year: 2002 end-page: 473 ident: CR29 article-title: Multiobjective evolutionary algorithm for the optimization of noisy combustion processes publication-title: IEEE Trans. Syst. Man Cybern. Part C Appl. Rev. doi: 10.1109/TSMCB.2002.804372 – ident: CR52 – ident: CR17 – ident: CR31 – volume: 10 start-page: 50 issue: 1 year: 2006 end-page: 66 ident: CR38 article-title: ParEGO: A hybrid algorithm with on-line landscape approximation for expensive multiobjective optimization problems publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2005.851274 – year: 2001 ident: CR8 publication-title: Multi-Objective Optimization Using Evolutionary Algorithms – ident: CR34 – volume: 6 start-page: 30 issue: 1 year: 2002 end-page: 41 ident: CR44 article-title: Local performance of the (1 + 1)-ES in a noisy environment publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/4235.985690 – ident: CR7 – volume: 11 start-page: 354 issue: 3 year: 2007 end-page: 381 ident: CR30 article-title: An investigation on noisy environments in evolutionary multiobjective optimization publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2006.882428 – ident: CR28 – ident: CR41 – ident: CR24 – volume: 1 start-page: 67 year: 1997 end-page: 82 ident: CR64 article-title: No free lunch theorems for optimization publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/4235.585893 – ident: CR20 – volume: 102 start-page: 253001 issue: 25 year: 2009 ident: 9164_CR13 publication-title: Phys. Rev. Lett. doi: 10.1103/PhysRevLett.102.253001 – ident: 9164_CR10 doi: 10.1007/978-3-540-72964-8 – volume: 11 start-page: 354 issue: 3 year: 2007 ident: 9164_CR30 publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2006.882428 – ident: 9164_CR18 doi: 10.1063/1.2839919 – ident: 9164_CR68 doi: 10.1007/978-3-642-01020-0_12 – ident: 9164_CR61 doi: 10.1007/978-3-540-87700-4_30 – volume: 1 start-page: 67 year: 1997 ident: 9164_CR64 publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/4235.585893 – volume: 29 start-page: 50 issue: 1 year: 2005 ident: 9164_CR35 publication-title: Struct. Multidiscip. Optim. doi: 10.1007/s00158-004-0450-8 – volume: 68 start-page: 1500 issue: 10 year: 1992 ident: 9164_CR5 publication-title: Phys. Rev. Lett. doi: 10.1103/PhysRevLett.68.1500 – ident: 9164_CR21 – volume-title: Evolutionary optimization in dynamic environments year: 2001 ident: 9164_CR23 – volume: 78 start-page: 033414 issue: 3 year: 2008 ident: 9164_CR15 publication-title: Phys. Rev. A doi: 10.1103/PhysRevA.78.033414 – ident: 9164_CR65 doi: 10.1162/EVCO_a_00053 – ident: 9164_CR67 – volume-title: Multi-Objective Optimization Using Evolutionary Algorithms year: 2001 ident: 9164_CR8 – ident: 9164_CR46 doi: 10.1007/978-3-540-70928-2_68 – ident: 9164_CR28 doi: 10.1007/3-540-44719-9_23 – volume: 71 start-page: 1929 issue: 5 year: 2000 ident: 9164_CR3 publication-title: Rev. Sci. Instrum. doi: 10.1063/1.1150614 – ident: 9164_CR57 – ident: 9164_CR70 – volume: 54 start-page: 2659 issue: 16–17 year: 2007 ident: 9164_CR11 publication-title: J. Mod. Opt. doi: 10.1080/09500340701553022 – ident: 9164_CR20 doi: 10.1007/978-1-4615-1105-2 – ident: 9164_CR34 – ident: 9164_CR4 – volume: 13 start-page: 284 issue: 2 year: 2009 ident: 9164_CR62 publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2008.925798 – volume-title: Evolutionary algorithms in theory and practice year: 1996 ident: 9164_CR6 doi: 10.1093/oso/9780195099713.001.0001 – volume: 9 start-page: 993 year: 2008 ident: 9164_CR53 publication-title: J. Mach. Learn. Res. – ident: 9164_CR17 doi: 10.1145/1389095.1389193 – ident: 9164_CR41 doi: 10.1145/1143997.1144082 – volume: 1 start-page: 165 issue: 2 year: 1993 ident: 9164_CR43 publication-title: Evol. Comput. doi: 10.1162/evco.1993.1.2.165 – ident: 9164_CR49 – ident: 9164_CR45 – ident: 9164_CR24 – volume: 6 start-page: 30 issue: 1 year: 2002 ident: 9164_CR44 publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/4235.985690 – ident: 9164_CR56 – ident: 9164_CR60 doi: 10.1007/3-540-58484-6_263 – ident: 9164_CR31 – ident: 9164_CR52 – volume: 5 start-page: 327 issue: 4 year: 2004 ident: 9164_CR25 publication-title: Genet. Program. Evol. Mach. doi: 10.1023/B:GENP.0000036020.79188.a0 – ident: 9164_CR37 doi: 10.1109/MCI.2009.933095 – ident: 9164_CR54 doi: 10.1007/BFb0056872 – volume: 181 start-page: 1653 issue: 3 year: 2007 ident: 9164_CR59 publication-title: Eur. J. Oper. Res. doi: 10.1016/j.ejor.2006.08.008 – volume: 7 start-page: 117 issue: 2 year: 2003 ident: 9164_CR55 publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2003.810758 – volume: 14 start-page: 463 issue: 4 year: 2006 ident: 9164_CR26 publication-title: Evol. Comput. doi: 10.1162/evco.2006.14.4.463 – volume: 43 start-page: 264 issue: 2 year: 1995 ident: 9164_CR32 publication-title: Operat. Res. doi: 10.1287/opre.43.2.264 – volume: 13 start-page: 810 issue: 4 year: 2009 ident: 9164_CR63 publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2009.2017515 – start-page: 127 volume-title: Foundations of Genetic Algorithms, 6 year: 2001 ident: 9164_CR42 doi: 10.1016/B978-155860734-7/50090-1 – volume: 76 start-page: 023408 issue: 2 year: 2007 ident: 9164_CR12 publication-title: Phys. Rev. A doi: 10.1103/PhysRevA.76.023408 – volume: 71 start-page: 063806 issue: 6 year: 2005 ident: 9164_CR14 publication-title: Phys. Rev. A doi: 10.1103/PhysRevA.71.063806 – volume: 10 start-page: 50 issue: 1 year: 2006 ident: 9164_CR38 publication-title: IEEE Trans. Evol. Comput. doi: 10.1109/TEVC.2005.851274 – ident: 9164_CR27 doi: 10.1007/3-540-44719-9_22 – volume: 41 start-page: 074021 issue: 7 year: 2008 ident: 9164_CR48 publication-title: J. Phys. B: At. Mol. Opt. Phys. doi: 10.1088/0953-4075/41/7/074021 – ident: 9164_CR7 – ident: 9164_CR16 doi: 10.1007/978-3-540-30217-9_29 – volume: 79 start-page: 464 issue: 2 year: 2007 ident: 9164_CR36 publication-title: Anal. Chem. doi: 10.1021/ac061443+ – volume: 32 start-page: 460 issue: 4 year: 2002 ident: 9164_CR29 publication-title: IEEE Trans. Syst. Man Cybern. Part C Appl. Rev. doi: 10.1109/TSMCB.2002.804372 – volume: 116 start-page: 6579 issue: 15 year: 2002 ident: 9164_CR51 publication-title: J. Chem. Phys. doi: 10.1063/1.1458538 – volume: 1 start-page: 32 issue: 1 year: 2011 ident: 9164_CR66 publication-title: Swarm Evol. Comput. doi: 10.1016/j.swevo.2011.03.001 – ident: 9164_CR47 – volume: 259 start-page: 1581 year: 1993 ident: 9164_CR1 publication-title: Science doi: 10.1126/science.259.5101.1581 – ident: 9164_CR40 doi: 10.1007/978-3-642-17144-4_1 – volume: 8 start-page: 125 issue: 2 year: 2000 ident: 9164_CR39 publication-title: Evol. Comput. doi: 10.1162/106365600568158 – volume: 15 start-page: 1 issue: 1 year: 2007 ident: 9164_CR19 publication-title: Evol. Comput. doi: 10.1162/evco.2007.15.1.1 – volume-title: Evolutionary Algorithms for Solving Multiobjective Problems year: 2007 ident: 9164_CR9 – ident: 9164_CR33 doi: 10.2514/6.2002-5670 – ident: 9164_CR50 doi: 10.1007/978-3-642-04045-0_26 – ident: 9164_CR69 doi: 10.1007/978-3-642-15844-5_71 – volume: 9 start-page: 2470 issue: 20 year: 2007 ident: 9164_CR2 publication-title: Phys. Chem. Chem. Phys. doi: 10.1039/b618760a – volume: 196 start-page: 3190 issue: 33-34 year: 2007 ident: 9164_CR22 publication-title: Comput. Methods Appl. Mech. Eng. doi: 10.1016/j.cma.2007.03.003 – ident: 9164_CR58 doi: 10.1007/978-3-540-31880-4_5 |
| SSID | ssj0016259 |
| Score | 2.0308444 |
| Snippet | Experimental multi-objective Quantum Control is an emerging topic within the broad physics and chemistry applications domain of controlling quantum phenomena.... |
| SourceID | crossref springer |
| SourceType | Enrichment Source Index Database Publisher |
| StartPage | 445 |
| SubjectTerms | Artificial Intelligence Biomedical Engineering and Bioengineering Compilers Computer Science Electrical Engineering Interpreters Programming Languages Programming Techniques Software Engineering/Programming and Operating Systems |
| Title | Quantum control experiments as a testbed for evolutionary multi-objective algorithms |
| URI | https://link.springer.com/article/10.1007/s10710-012-9164-7 |
| Volume | 13 |
| WOSCitedRecordID | wos000308239200002&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: PRVAVX databaseName: SpringerLINK Contemporary 1997-Present customDbUrl: eissn: 1573-7632 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0016259 issn: 1389-2576 databaseCode: RSV dateStart: 20000401 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/eLvHCXMwnV1LSwMxEB60evBifWJ9kYMnZaFN9pEcRSwepChW6W3JUyu2ld224L83SbOtBRUU9rQkyzKPzHzMlxmAM4syUsOMBTmcWYBiU46IcgtWkhbVhNPEcOGnltxmnQ7t9dhduMddVmz3qiTpT-ovl90yT6LC1kHTOMpWYS1xzWYcRH94mpcOXELvUZaj79hsuiplfveJ5WC0XAn1AaZd_9evbcFmyCfR5cwAtmFFD3egXs1qQMF1d6F7P7EynAxQ4KajRWv_EnH7IJtzjoVWyGaxSE-DRfLiA3nOYTQSr7OzEfG351HRH78Myj14bF93r26iMFEhkphSN3eeqCRWRkrdTBnHkuhMxMy0TCpFRgRPCG5JmVCljI1bAgtl3zGJFXMz0znZh9pwNNQHgJwqY6pjnWodW5TGUyIzrIlWCVGG8QY0K9HmMrQbd1Mv3vJFo2QntdxKLXdSy7MGnM-3vM96bfy2-KLSRR7crvx59eGfVh_BBnbK9KyVY6iNi4k-gXU5HffL4tSb2yda59B0 |
| linkProvider | Springer Nature |
| linkToHtml | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1JSwMxFA5aBb1YV6xrDp6UgTaZJTmKWCrWoliltyGrVrpIZ1rw35ukmdaCCgpzGpJheEve-3gv7wPgzKCMWFNtQA6jBqCYlCMgzICVqEYUZiTSjDvWkmbSapFOh977e9xZ0e1elCTdSf3lslvimqiQcdA4DJJlsBJalh0L0R-fZ6UDm9A7lGXbd0w2XZQyv_vEYjBarIS6AFMv_-vXNsGGzyfh5dQAtsCSGmyDcsHVAL3r7oD2w9jIcNyHvjcdzkf7Z5CZB5qcM-dKQpPFQjXxFslGH9D1HAZD_jY9GyHrvQxH3fy1n-2Cp_p1-6oReEaFQCBCLO88llEotRCqGlOGBFYJD6mu6VjwBHMWYVQTIiJSahO3OOLSvKMCSWo50xneA6XBcKD2AbSqDIkKVaxUaFAai7FIkMJKRlhqyiqgWog2FX7cuGW96KXzQclWaqmRWmqlliYVcD7b8j6dtfHb4otCF6l3u-zn1Qd_Wn0K1hrtu2bavGndHoJ1ZBXrOliOQCkfjdUxWBWTvJuNTpzpfQIqXNNY |
| linkToPdf | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1JSwMxFA5aRbxYV6xrDp6UoW0yS3IUtSiWUrVKb0NWrXRjZlrw35vM0lpQQYQ5hWQY3jLvPd6X9wFwZqoMX1NtihxGTYFiUg6HMFOseHWiMCOeZjxlLWkGrRbpdmk75zmNC7R70ZLM7jTYKU3DpDqWuvrl4luQAqqQcVbfdYJlsOKaNYvpenx6mbURbHKfVlwWymMy66Kt-d0rFgPTYlc0DTaN8r8_cxNs5HkmvMwMYwssqeE2KBccDjB36R3QeZgY2U4GMMesw_nI_xgy80CTiyZcSWiyW6imuaWy6AOmWERnxN-zfyZk_ddR1EveBvEueG7cdK5unZxpwRGIEMtHj6XnSi2EqvmUIYFVwF2q69oXPMCceRjVhfCIlNrEM464NGtUIEktlzrDe6A0HA3VPoBWxS5RrvKVck31xnwsAqSwkh6WmrIKqBViDkU-htyyYfTD-QBlK7XQSC20UguDCjifHRlnMzh-23xR6CXM3TH-effBn3afgrX2dSNs3rXuD8E6snpNgS1HoJREE3UMVsU06cXRSWqFnwCe3Dw |
| 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=Quantum+control+experiments+as+a+testbed+for+evolutionary+multi-objective+algorithms&rft.jtitle=Genetic+programming+and+evolvable+machines&rft.au=Shir%2C+Ofer+M.&rft.au=Roslund%2C+Jonathan&rft.au=Leghtas%2C+Zaki&rft.au=Rabitz%2C+Herschel&rft.date=2012-12-01&rft.pub=Springer+US&rft.issn=1389-2576&rft.eissn=1573-7632&rft.volume=13&rft.issue=4&rft.spage=445&rft.epage=491&rft_id=info:doi/10.1007%2Fs10710-012-9164-7&rft.externalDocID=10_1007_s10710_012_9164_7 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1389-2576&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1389-2576&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1389-2576&client=summon |