PSO-Lyapunov motion/force control of robot arms with model uncertainties
A method for motion/force control of robot arms with model uncertainties is presented. Tracking control of complex trajectories is guaranteed using a Lyapunov approach with high-precision performance ensured using a particle swarm optimization (PSO) algorithm. Tracking performance and robustness are...
Saved in:
Published in | Robotica Vol. 34; no. 3; pp. 634 - 651 |
---|---|
Main Authors | , |
Format | Journal Article |
Language | English |
Published |
Cambridge, UK
Cambridge University Press
01.03.2016
|
Subjects | |
Online Access | Get full text |
Cover
Loading…
Abstract | A method for motion/force control of robot arms with model uncertainties is presented. Tracking control of complex trajectories is guaranteed using a Lyapunov approach with high-precision performance ensured using a particle swarm optimization (PSO) algorithm. Tracking performance and robustness are simulated for a robotic device for limb rehabilitation that is designed to be adapted easily to different subjects by considering model parameter uncertainties. Controller parameters are optimized offline using the PSO algorithm with Lyapunov stability conditions considered as inequality constraints. Using the control scheme, the robot can guide limbs on smooth and non-smooth trajectories, under model uncertainties and measurement noise. |
---|---|
AbstractList | SUMMARY A method for motion/force control of robot arms with model uncertainties is presented. Tracking control of complex trajectories is guaranteed using a Lyapunov approach with high-precision performance ensured using a particle swarm optimization (PSO) algorithm. Tracking performance and robustness are simulated for a robotic device for limb rehabilitation that is designed to be adapted easily to different subjects by considering model parameter uncertainties. Controller parameters are optimized offline using the PSO algorithm with Lyapunov stability conditions considered as inequality constraints. Using the control scheme, the robot can guide limbs on smooth and non-smooth trajectories, under model uncertainties and measurement noise. A method for motion/force control of robot arms with model uncertainties is presented. Tracking control of complex trajectories is guaranteed using a Lyapunov approach with high-precision performance ensured using a particle swarm optimization (PSO) algorithm. Tracking performance and robustness are simulated for a robotic device for limb rehabilitation that is designed to be adapted easily to different subjects by considering model parameter uncertainties. Controller parameters are optimized offline using the PSO algorithm with Lyapunov stability conditions considered as inequality constraints. Using the control scheme, the robot can guide limbs on smooth and non-smooth trajectories, under model uncertainties and measurement noise. |
Author | Mehdi, Haifa Boubaker, Olfa |
Author_xml | – sequence: 1 givenname: Haifa surname: Mehdi fullname: Mehdi, Haifa email: haifa.mehdi@gmail.com organization: National Institute of Applied Sciences and Technology, INSAT, Centre Urbain Nord, BP 676-1080 Tunis Cedex, Tunisia – sequence: 2 givenname: Olfa surname: Boubaker fullname: Boubaker, Olfa email: olfa.boubaker@insat.rnu.tn organization: National Institute of Applied Sciences and Technology, INSAT, Centre Urbain Nord, BP 676-1080 Tunis Cedex, Tunisia |
BookMark | eNp9kM1KAzEURoNUsFUfwN2AGzdjk5nJ31KKWqFQod0PmUyiKTNJTTJK396UdiEVXV0u3zmXyzcBI-usAuAGwXsEEZ2uYEFKTCuKKph2is_AGFWE54wQNgLjfZzv8wswCWGTmBJVdAzmr6tlvtiJ7WDdZ9a7aJydauelyqSz0bsuczrzrnExE74P2ZeJ74lrVZcNViofhbHRqHAFzrXogro-zkuwfnpcz-b5Yvn8MntY5LIqYMwFpIwwzZFGTBccU01E1SiuSg2hprTBbdHwhgmGeUGkkK0QLatYU2CKGSwvwd3h7Na7j0GFWPcmSNV1wio3hBpRXhacQIoTenuCbtzgbXouUQRhwggqE0UPlPQuBK90LU0U-xqiF6arEaz3Bde_Ck4mOjG33vTC7_51yqMj-sab9k39eOpP6xuYeo0k |
CitedBy_id | crossref_primary_10_1186_s40648_016_0052_4 crossref_primary_10_1016_j_conengprac_2018_08_008 crossref_primary_10_3103_S0146411619060063 crossref_primary_10_1155_2018_6520474 crossref_primary_10_1155_2022_3525197 crossref_primary_10_1016_j_ins_2024_121060 crossref_primary_10_1177_1729881418813805 |
Cites_doi | 10.1007/BFb0040812 10.4249/scholarpedia.1462 10.1007/978-1-4471-4664-3 10.1016/S1000-9361(08)60075-8 10.5772/5601 10.5772/5605 10.1109/SIS.2007.368035 10.1109/TMECH.2007.892820 10.1017/S0263574705001724 10.1016/j.cnsns.2010.01.005 10.1007/s12369-011-0128-5 10.5772/45692 10.1109/MHS.1995.494215 10.1155/2013/839046 10.1007/s11721-007-0009-6 10.1109/CERMA.2009.40 10.1163/156855308X338410 10.1109/4235.985692 10.1007/978-3-642-32527-4_28 10.1093/oso/9780195131581.001.0001 10.1023/A:1024494031121 10.1109/37.16769 10.1007/978-1-4615-4431-9 10.1016/j.oceaneng.2012.07.022 10.1017/S026357479700057X 10.1017/S026357470800430X 10.1007/978-3-540-30301-5 10.1016/j.eswa.2010.07.131 10.1023/A:1024436732030 10.1109/3516.789685 10.1017/S0263574711001354 10.1007/s11721-011-0053-0 10.1023/B:AURO.0000034008.48988.2b 10.1109/TIM.2012.2182868 10.3844/jcssp.2010.912.919 10.1016/j.tcs.2010.03.001 10.1016/j.proeng.2012.07.313 10.1016/j.automatica.2007.07.012 |
ContentType | Journal Article |
Copyright | Copyright © Cambridge University Press 2014 |
Copyright_xml | – notice: Copyright © Cambridge University Press 2014 |
DBID | AAYXX CITATION 3V. 7SC 7SP 7TB 7XB 8AL 8FD 8FE 8FG 8FK ABJCF ABUWG AFKRA ARAPS AZQEC BENPR BGLVJ CCPQU DWQXO F28 FR3 GNUQQ HCIFZ JQ2 K7- L6V L7M L~C L~D M0N M7S P5Z P62 PHGZM PHGZT PKEHL PQEST PQGLB PQQKQ PQUKI PRINS PTHSS Q9U |
DOI | 10.1017/S0263574714001775 |
DatabaseName | CrossRef ProQuest Central (Corporate) Computer and Information Systems Abstracts Electronics & Communications Abstracts Mechanical & Transportation Engineering Abstracts ProQuest Central (purchase pre-March 2016) Computing Database (Alumni Edition) Technology Research Database ProQuest SciTech Collection ProQuest Technology Collection ProQuest Central (Alumni) (purchase pre-March 2016) SciTech Premium Collection ProQuest Central (Alumni) ProQuest Central UK/Ireland Advanced Technologies & Aerospace Collection ProQuest Central Essentials ProQuest Central Technology Collection ProQuest One Community College ProQuest Central ANTE: Abstracts in New Technology & Engineering Engineering Research Database ProQuest Central Student SciTech Premium Collection ProQuest Computer Science Collection Computer Science Database ProQuest Engineering Collection Advanced Technologies Database with Aerospace Computer and Information Systems Abstracts Academic Computer and Information Systems Abstracts Professional Computing Database Engineering Database (Proquest) Advanced Technologies & Aerospace Collection ProQuest Advanced Technologies & Aerospace Collection ProQuest Central Premium ProQuest One Academic (New) ProQuest One Academic Middle East (New) ProQuest One Academic Eastern Edition (DO NOT USE) ProQuest One Applied & Life Sciences ProQuest One Academic ProQuest One Academic UKI Edition ProQuest Central China Engineering collection ProQuest Central Basic |
DatabaseTitle | CrossRef Computer Science Database ProQuest Central Student Technology Collection Technology Research Database Computer and Information Systems Abstracts – Academic ProQuest One Academic Middle East (New) Mechanical & Transportation Engineering Abstracts 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 ProQuest Central China ProQuest Central ProQuest One Applied & Life Sciences ProQuest Engineering Collection ProQuest Central Korea ProQuest Central (New) Advanced Technologies Database with Aerospace Engineering Collection ANTE: Abstracts in New Technology & Engineering Advanced Technologies & Aerospace Collection ProQuest Computing Engineering Database ProQuest Central Basic ProQuest Computing (Alumni Edition) ProQuest One Academic Eastern Edition Electronics & Communications Abstracts ProQuest Technology Collection ProQuest SciTech Collection Computer and Information Systems Abstracts Professional Advanced Technologies & Aerospace Database ProQuest One Academic UKI Edition Materials Science & Engineering Collection Engineering Research Database ProQuest One Academic ProQuest Central (Alumni) ProQuest One Academic (New) |
DatabaseTitleList | Computer Science Database CrossRef Technology Research Database |
Database_xml | – sequence: 1 dbid: 8FG name: ProQuest Technology Collection url: https://search.proquest.com/technologycollection1 sourceTypes: Aggregation Database |
DeliveryMethod | fulltext_linktorsrc |
Discipline | Engineering |
DocumentTitleAlternate | PSO-Lyapunov motion/force control of robot arms with model uncertainties |
EISSN | 1469-8668 |
EndPage | 651 |
ExternalDocumentID | 3938852371 10_1017_S0263574714001775 |
Genre | Feature |
GroupedDBID | -1D -1F -2P -2V -E. -~6 -~N -~X .DC .FH 09C 09E 0E1 0R~ 123 29P 3V. 4.4 5VS 6~7 74X 74Y 7~V 8FE 8FG 8R4 8R5 9M5 AAAZR AABES AABWE AACJH AAGFV AAKTX AAMNQ AANRG AARAB AASVR AAUIS AAUKB ABBXD ABBZL ABITZ ABJCF ABJNI ABKKG ABMWE ABQTM ABQWD ABROB ABTCQ ABUWG ABVFV ABVKB ABVZP ABXAU ABZCX ACBMC ACDLN ACETC ACGFS ACIMK ACIWK ACMRT ACUIJ ACYZP ACZBM ACZUX ACZWT ADCGK ADDNB ADFEC ADKIL ADOVH ADOVT ADVJH AEBAK AEBPU AEHGV AEMTW AENCP AENEX AENGE AEYYC AFFNX AFFUJ AFKQG AFKRA AFLOS AFLVW AFUTZ AFZFC AGABE AGBYD AGJUD AGLWM AHQXX AHRGI AIGNW AIHIV AIOIP AISIE AJ7 AJCYY AJPFC AJQAS AKZCZ ALMA_UNASSIGNED_HOLDINGS ALVPG ALWZO AQJOH ARABE ARAPS ARZZG ATUCA AUXHV AYIQA AZQEC BBLKV BCGOX BENPR BESQT BGHMG BGLVJ BJBOZ BLZWO BMAJL BPHCQ C0O CAG CBIIA CCPQU CCQAD CCUQV CDIZJ CFAFE CFBFF CGQII CHEAL CJCSC COF CS3 DC4 DOHLZ DU5 DWQXO EBS EGQIC EJD F5P GNUQQ HCIFZ HG- HST HZ~ I.6 I.7 I.9 IH6 IOEEP IOO IS6 I~P J36 J38 J3A JHPGK JQKCU K6V K7- KAFGG KCGVB KFECR L6V L98 LHUNA LW7 M-V M0N M7S M7~ M8. MVM NIKVX NMFBF NZEOI O9- OYBOY P2P P62 PQQKQ PROAC PTHSS PYCCK Q2X RAMDC RCA RNS ROL RR0 S6- S6U SAAAG T9M TN5 UT1 VOH WFFJZ WH7 WQ3 WXU WYP ZDLDU ZJOSE ZMEZD ZYDXJ ~V1 AAKNA AAYXX ABGDZ ABHFL ABXHF ACEJA ACOZI ADMLS AKMAY ANOYL CITATION PHGZM PHGZT 7SC 7SP 7TB 7XB 8AL 8FD 8FK F28 FR3 JQ2 L7M L~C L~D PKEHL PQEST PQGLB PQUKI PRINS Q9U PUEGO |
ID | FETCH-LOGICAL-c420t-a07868f91f18f2957f6a4be9e3f00f77b5d2b9b8a85926cacdaad848b2575803 |
IEDL.DBID | BENPR |
ISSN | 0263-5747 |
IngestDate | Sun Aug 24 03:57:37 EDT 2025 Sat Aug 16 03:12:11 EDT 2025 Thu Apr 24 23:11:12 EDT 2025 Tue Jul 01 00:58:51 EDT 2025 Tue Jan 21 06:21:39 EST 2025 |
IsPeerReviewed | true |
IsScholarly | true |
Issue | 3 |
Keywords | Stiffness control Lyapunov theory Robot arm Motion/force control Constrained motion Model uncertainties |
Language | English |
License | https://www.cambridge.org/core/terms |
LinkModel | DirectLink |
MergedId | FETCHMERGED-LOGICAL-c420t-a07868f91f18f2957f6a4be9e3f00f77b5d2b9b8a85926cacdaad848b2575803 |
Notes | SourceType-Scholarly Journals-1 ObjectType-Feature-1 content type line 14 ObjectType-Article-1 ObjectType-Feature-2 content type line 23 |
PQID | 1761568613 |
PQPubID | 37292 |
PageCount | 18 |
ParticipantIDs | proquest_miscellaneous_1793296075 proquest_journals_1761568613 crossref_citationtrail_10_1017_S0263574714001775 crossref_primary_10_1017_S0263574714001775 cambridge_journals_10_1017_S0263574714001775 |
ProviderPackageCode | CITATION AAYXX |
PublicationCentury | 2000 |
PublicationDate | 2016-03-01 |
PublicationDateYYYYMMDD | 2016-03-01 |
PublicationDate_xml | – month: 03 year: 2016 text: 2016-03-01 day: 01 |
PublicationDecade | 2010 |
PublicationPlace | Cambridge, UK |
PublicationPlace_xml | – name: Cambridge, UK – name: Cambridge |
PublicationTitle | Robotica |
PublicationTitleAlternate | Robotica |
PublicationYear | 2016 |
Publisher | Cambridge University Press |
Publisher_xml | – name: Cambridge University Press |
References | S0263574714001775_ref3 S0263574714001775_ref24 Li (S0263574714001775_ref26) 2005; 3612 S0263574714001775_ref2 S0263574714001775_ref25 S0263574714001775_ref5 S0263574714001775_ref4 S0263574714001775_ref27 S0263574714001775_ref20 S0263574714001775_ref43 S0263574714001775_ref6 S0263574714001775_ref9 S0263574714001775_ref22 S0263574714001775_ref23 S0263574714001775_ref8 Santhakumar (S0263574714001775_ref35) 2012; 54 S0263574714001775_ref28 S0263574714001775_ref29 S0263574714001775_ref40 S0263574714001775_ref41 S0263574714001775_ref13 S0263574714001775_ref36 S0263574714001775_ref14 S0263574714001775_ref15 S0263574714001775_ref37 S0263574714001775_ref38 Wei-Der (S0263574714001775_ref30) 2010; 15 S0263574714001775_ref10 S0263574714001775_ref32 S0263574714001775_ref11 S0263574714001775_ref33 S0263574714001775_ref12 S0263574714001775_ref34 Shi (S0263574714001775_ref42) 1998 Kennedy (S0263574714001775_ref17) 2001 S0263574714001775_ref39 Dorigo (S0263574714001775_ref21) 2013 S0263574714001775_ref18 S0263574714001775_ref19 Bonabeau (S0263574714001775_ref16) 1999 Carbone (S0263574714001775_ref7) 2011; 1 Zafer (S0263574714001775_ref31) 2011; 38 S0263574714001775_ref1 |
References_xml | – ident: S0263574714001775_ref22 doi: 10.1007/BFb0040812 – ident: S0263574714001775_ref19 doi: 10.4249/scholarpedia.1462 – ident: S0263574714001775_ref3 doi: 10.1007/978-1-4471-4664-3 – ident: S0263574714001775_ref34 doi: 10.1016/S1000-9361(08)60075-8 – ident: S0263574714001775_ref27 doi: 10.5772/5601 – ident: S0263574714001775_ref28 doi: 10.5772/5605 – ident: S0263574714001775_ref41 doi: 10.1109/SIS.2007.368035 – volume-title: Swarm Intelligence year: 2001 ident: S0263574714001775_ref17 – ident: S0263574714001775_ref13 doi: 10.1109/TMECH.2007.892820 – ident: S0263574714001775_ref9 doi: 10.1017/S0263574705001724 – volume: 15 start-page: 3632 year: 2010 ident: S0263574714001775_ref30 article-title: PID controller design of nonlinear systems using an improved particle swarm optimization approach publication-title: Commun. Nonlin. Sci. Numer. Simul. doi: 10.1016/j.cnsns.2010.01.005 – ident: S0263574714001775_ref36 doi: 10.1007/s12369-011-0128-5 – volume: 1 start-page: 1 year: 2011 ident: S0263574714001775_ref7 article-title: Design and validation of force control loops for a parallel manipulator publication-title: Int. J. Intell. Mechatron. Robot. – ident: S0263574714001775_ref32 doi: 10.5772/45692 – ident: S0263574714001775_ref40 doi: 10.1109/MHS.1995.494215 – ident: S0263574714001775_ref43 doi: 10.1155/2013/839046 – ident: S0263574714001775_ref25 doi: 10.1007/s11721-007-0009-6 – ident: S0263574714001775_ref6 doi: 10.1109/CERMA.2009.40 – ident: S0263574714001775_ref33 doi: 10.1163/156855308X338410 – ident: S0263574714001775_ref18 doi: 10.1109/4235.985692 – ident: S0263574714001775_ref11 doi: 10.1007/978-3-642-32527-4_28 – volume-title: Swarm Intelligence: From Natural to Artificial Systems year: 1999 ident: S0263574714001775_ref16 doi: 10.1093/oso/9780195131581.001.0001 – volume-title: Swarmanoid: A Novel Concept for the Study of Heterogeneous Robotic Swarms year: 2013 ident: S0263574714001775_ref21 – start-page: 69 volume-title: Proceedings of the IEEE International Conference on Evolutionary Computation year: 1998 ident: S0263574714001775_ref42 – ident: S0263574714001775_ref37 doi: 10.1023/A:1024494031121 – ident: S0263574714001775_ref8 doi: 10.1109/37.16769 – ident: S0263574714001775_ref2 doi: 10.1007/978-1-4615-4431-9 – volume: 54 start-page: 233 year: 2012 ident: S0263574714001775_ref35 article-title: Indirect adaptive control of an autonomous underwater vehicle-manipulator system for underwater manipulation tasks publication-title: Ocean Eng. doi: 10.1016/j.oceaneng.2012.07.022 – ident: S0263574714001775_ref4 doi: 10.1017/S026357479700057X – ident: S0263574714001775_ref10 doi: 10.1017/S026357470800430X – ident: S0263574714001775_ref1 doi: 10.1007/978-3-540-30301-5 – volume: 38 start-page: 1017 year: 2011 ident: S0263574714001775_ref31 article-title: A fuzzy logic controller tuned with PSO for 2 DOF robot trajectory control publication-title: Expert Syst. Applic. doi: 10.1016/j.eswa.2010.07.131 – ident: S0263574714001775_ref38 doi: 10.1023/A:1024436732030 – ident: S0263574714001775_ref5 doi: 10.1109/3516.789685 – ident: S0263574714001775_ref14 doi: 10.1017/S0263574711001354 – volume: 3612 start-page: 554 year: 2005 ident: S0263574714001775_ref26 article-title: Mobile robot navigation using particle swarm optimization and adaptive NN publication-title: Lect. Notes Comput. Sci. – ident: S0263574714001775_ref24 doi: 10.1007/s11721-011-0053-0 – ident: S0263574714001775_ref23 doi: 10.1023/B:AURO.0000034008.48988.2b – ident: S0263574714001775_ref29 doi: 10.1109/TIM.2012.2182868 – ident: S0263574714001775_ref39 doi: 10.3844/jcssp.2010.912.919 – ident: S0263574714001775_ref20 doi: 10.1016/j.tcs.2010.03.001 – ident: S0263574714001775_ref12 doi: 10.1016/j.proeng.2012.07.313 – ident: S0263574714001775_ref15 doi: 10.1016/j.automatica.2007.07.012 |
SSID | ssj0013147 |
Score | 2.1384296 |
Snippet | A method for motion/force control of robot arms with model uncertainties is presented. Tracking control of complex trajectories is guaranteed using a Lyapunov... SUMMARY A method for motion/force control of robot arms with model uncertainties is presented. Tracking control of complex trajectories is guaranteed using a... |
SourceID | proquest crossref cambridge |
SourceType | Aggregation Database Enrichment Source Index Database Publisher |
StartPage | 634 |
SubjectTerms | Algorithms Limbs Mathematical models Robot control Robots Swarm intelligence Trajectories Uncertainty |
Title | PSO-Lyapunov motion/force control of robot arms with model uncertainties |
URI | https://www.cambridge.org/core/product/identifier/S0263574714001775/type/journal_article https://www.proquest.com/docview/1761568613 https://www.proquest.com/docview/1793296075 |
Volume | 34 |
hasFullText | 1 |
inHoldings | 1 |
isFullTextHit | |
isPrint | |
link | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1LSwMxEB60vehBfGK1lgiexNDd7WY3exJftYiPYiv0VpJsctLd2ofgv3eym1aL0PMmYUkmM99khu8DOAtTkQijE4rmwig6PE45RgZquKdaTGpL4m27LZ6jzlv4MGAD9-A2cW2Vc59YOOo0V_aNvOljvs0ijtHncvRJrWqUra46CY11qKIL5ph8Va_vnruvv3UEv5AYw0SjRRki53ldsyCNtjwsNicLrau2jYa_7ArLUWrZSReRp70NWw4ykqvyjHdgTWe7sPmHSHAPOt3eC338FqNZln-RUpmniXBUaeJ60UluyDiX-ZSI8ceE2OdXUqjgEAxsZVuApVbdh377rn_ToU4jgaow8KZUYIiPuEl843MTJCw2kQilTnTLeJ6JY8nSQCaSC86SIFJCpUKkPOQSryrjXusAKlme6UMgUopEeghfdKDDEBOhGGO_QriolC_wzGpwsdieoTP0ybBsEouH_3azBt58B4fK0Y1b1Yv3VVPOF1NGJdfGqsH1-bH8-ZuFkdTgdPEZL4ytgohM5zM7BiEr5m0xO1q9xDFsIDqKyoazOlSm45k-QQQylQ1Y5-37BlSvbp8eew1ndD85ltZi |
linkProvider | ProQuest |
linkToHtml | http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1LT9wwEB5ReqAcKihFXQrFleilqkUedmIfEEIt213YUiQWiVtkO_apJMs-WvGj-I8d57GAkPa25zhWNP7s7xvPZAbggOVKKmclRbhwigeeoAKZgToRmJhr64t4-2yLi6R3zc5u-M0KPLT_wvi0yvZMrA7qvDT-jvwwRH-bJwLZ53h0R33XKB9dbVto1LA4t_f_0GWbHPV_4Pp-iaLu6fB7jzZdBahhUTClCkkxEU6GLhQukjx1iWLaShu7IHBpqnkeaamFElxGiVEmVyoXTGgENxdBjNO-gtcsjqXfUKL78zFoEVb9zNCriSlHmd4GUasK1b7oi3cAmecFn9X4WMrhOSU-Z4SK5rob8LbRp-SkBtQmrNjiHaw_qVq4Bb3Lq990cK9Gs6L8S-o2QIeofY0lTeI7KR0Zl7qcEjW-nRB_10uqljsEWbTOQfB1XN_DcBmm24bVoizsByBaK6kD1Eo2soyh15Wi0DCoTY0JFQKkA9_m5smaXTXJ6oy0NHthzQ4ErQUz09Q29y02_ix65ev8lVFd2GPR4N12WZ58zRyRHfg8f4y704dcVGHLmR-D-hidxJTvLJ5iH9Z6w1-DbNC_OP8Ib1CWJXWm2y6sTsczu4fSZ6o_VYAjkC0Z4P8BpqYPBQ |
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=PSO-Lyapunov+motion%2Fforce+control+of+robot+arms+with+model+uncertainties&rft.jtitle=Robotica&rft.au=Mehdi%2C+Haifa&rft.au=Boubaker%2C+Olfa&rft.date=2016-03-01&rft.issn=0263-5747&rft.eissn=1469-8668&rft.volume=34&rft.issue=3&rft.spage=634&rft.epage=651&rft_id=info:doi/10.1017%2FS0263574714001775&rft.externalDBID=n%2Fa&rft.externalDocID=10_1017_S0263574714001775 |
thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0263-5747&client=summon |
thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0263-5747&client=summon |
thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0263-5747&client=summon |