Data-driven policy iteration algorithm for optimal control of continuous-time Itô stochastic systems with Markovian jumps
This studies the infinite horizon optimal control problem for a class of continuous-time systems subjected to multiplicative noises and Markovian jumps by using a data-driven policy iteration algorithm. The optimal control problem is equivalent to solve a stochastic coupled algebraic Riccatic equati...
Uložené v:
| Vydané v: | IET control theory & applications Ročník 10; číslo 12; s. 1431 - 1439 |
|---|---|
| Hlavní autori: | , , , , |
| Médium: | Journal Article |
| Jazyk: | English |
| Vydavateľské údaje: |
The Institution of Engineering and Technology
08.08.2016
|
| Predmet: | |
| ISSN: | 1751-8644, 1751-8652 |
| On-line prístup: | Získať plný text |
| Tagy: |
Pridať tag
Žiadne tagy, Buďte prvý, kto otaguje tento záznam!
|
| Abstract | This studies the infinite horizon optimal control problem for a class of continuous-time systems subjected to multiplicative noises and Markovian jumps by using a data-driven policy iteration algorithm. The optimal control problem is equivalent to solve a stochastic coupled algebraic Riccatic equation (CARE). An off-line iteration algorithm is first established to converge the solutions of the stochastic CARE, which is generalised from an implicit iterative algorithm. By applying subsystems transformation (ST) technique, the off-line iterative algorithm is decoupled into N parallel Kleinman's iterative equations. To learn the solution of the stochastic CARE from N decomposed linear subsystems data, an ST-based data-driven policy iteration algorithm is proposed and the convergence is proved. Finally, a numerical example is given to illustrate the effectiveness and applicability of the proposed two iterative algorithms. |
|---|---|
| AbstractList | This studies the infinite horizon optimal control problem for a class of continuous‐time systems subjected to multiplicative noises and Markovian jumps by using a data‐driven policy iteration algorithm. The optimal control problem is equivalent to solve a stochastic coupled algebraic Riccatic equation (CARE). An off‐line iteration algorithm is first established to converge the solutions of the stochastic CARE, which is generalised from an implicit iterative algorithm. By applying subsystems transformation (ST) technique, the off‐line iterative algorithm is decoupled into N parallel Kleinman's iterative equations. To learn the solution of the stochastic CARE from N decomposed linear subsystems data, an ST‐based data‐driven policy iteration algorithm is proposed and the convergence is proved. Finally, a numerical example is given to illustrate the effectiveness and applicability of the proposed two iterative algorithms. |
| Author | Ding, Zhengtao Song, Jun Liu, Fei Niu, Yugang He, Shuping |
| Author_xml | – sequence: 1 givenname: Jun surname: Song fullname: Song, Jun organization: 1Key Laboratory of Advanced Control and Optimization for Chemical Process (East China University of Science and Technology), Ministry of Education, Shanghai 200237, People's Republic of China – sequence: 2 givenname: Shuping surname: He fullname: He, Shuping email: shuping.he@ahu.edu.cn organization: 2School of Electrical Engineering and Automation, Anhui University, Hefei 230601, People's Republic of China – sequence: 3 givenname: Fei surname: Liu fullname: Liu, Fei organization: 3Key Laboratory of Advanced Process Control for Light Industry (Ministry of Education), Institute of Automation, Jiangnan University, Wuxi 214122, People's Republic of China – sequence: 4 givenname: Yugang surname: Niu fullname: Niu, Yugang organization: 1Key Laboratory of Advanced Control and Optimization for Chemical Process (East China University of Science and Technology), Ministry of Education, Shanghai 200237, People's Republic of China – sequence: 5 givenname: Zhengtao surname: Ding fullname: Ding, Zhengtao organization: 4Control Systems Center, School of Electrical and Electronic Engineering, University of Manchester, Sackville Street Building, Manchester M13 9PL, UK |
| BookMark | eNqFkd9OHCEUh4mxSdX2AXrHZXsxW5iBgemdrlo3senN9pqwLChbBkZgNOtz-Qa-mIzbmMb0zxUn4fsO5_w4BPs-eA3AB4xmGJHus9W5UlnOaoTpDHWs2QMHmFFc8ZbW-y81IW_BYUobhChtCT0A96cyy2od7a32cAjOqi20WUeZbfBQuqsQbb7uoQkRhiHbXjqogs8xOBjMc2n9GMZUlTsNF_nxAaYc1LVM2SqYtinrPsG70gR-k_FnuLXSw83YD-kdeGOkS_r9r_MI_Dg_W84vqsvvXxfz48tKEULqqjWo6-pGsW7VasaJwZqbtqVct1wz2bCWrdYNrwvG1pSoVcMorwledZwrZOrmCHzc9R1iuBl1yqK3SWnnpNdlcIE5KQJCvCko3qEqhpSiNmKIZeW4FRiJKWdRchYlZzHlLKaci8NeOcrm5_hylNb90_yyM--s09v_PyXmy4v65ByVz5u2-rSTJ2wTxuhLhmJxtizU8W_OsDaFrf7A_n2wJ-8juA0 |
| CitedBy_id | crossref_primary_10_1109_TASE_2019_2948431 crossref_primary_10_1155_2021_6649629 crossref_primary_10_1016_j_amc_2019_124645 crossref_primary_10_1016_j_ins_2023_119423 crossref_primary_10_1049_iet_cta_2017_1278 crossref_primary_10_1016_j_ins_2019_01_063 crossref_primary_10_1016_j_jfranklin_2020_02_026 crossref_primary_10_1007_s00521_019_04180_2 crossref_primary_10_1016_j_heliyon_2024_e29667 crossref_primary_10_1007_s10959_025_01414_z crossref_primary_10_1109_TAI_2024_3471729 crossref_primary_10_1109_TSMC_2019_2919513 crossref_primary_10_1109_TCYB_2022_3186886 crossref_primary_10_1007_s00034_017_0563_0 crossref_primary_10_1109_TCSI_2020_3014253 crossref_primary_10_1109_TASE_2023_3234928 crossref_primary_10_1016_j_neucom_2019_12_084 crossref_primary_10_1109_TNNLS_2019_2905715 crossref_primary_10_1016_j_jfranklin_2018_09_027 crossref_primary_10_1049_iet_cta_2017_0154 crossref_primary_10_1002_asjc_3300 crossref_primary_10_1080_00207721_2018_1531321 crossref_primary_10_1016_j_sigpro_2018_03_015 crossref_primary_10_1049_iet_cta_2019_0167 crossref_primary_10_1049_iet_cta_2020_0255 crossref_primary_10_1109_TNNLS_2020_3027301 crossref_primary_10_1080_00207179_2018_1539522 crossref_primary_10_1177_09596518221116951 crossref_primary_10_1016_j_ins_2017_08_032 |
| Cites_doi | 10.1016/j.automatica.2007.08.018 10.1109/TNNLS.2015.2461023 10.1002/rnc.3343 10.1016/j.neunet.2011.08.002 10.1109/TNN.2011.2165729 10.1016/j.neunet.2013.06.009 10.1016/j.automatica.2013.02.014 10.1080/00207178908953443 10.1109/TAC.2010.2046114 10.1049/iet-cta.2012.0600 10.1109/TAC.2004.826718 10.1109/TSMCC.2002.801727 10.1049/iet-cta.2013.0083 10.1016/0005-1098(95)00037-W 10.1109/TSMCB.2008.926614 10.1109/TSMCB.2006.883869 10.1109/TSMCB.2008.920269 10.1109/9.57016 10.1016/j.automatica.2007.02.023 10.1109/TAC.1968.1098829 10.1016/0898-1221(95)00119-J 10.1016/j.automatica.2007.07.001 10.1049/iet-cta.2014.0944 10.1142/p473 10.1016/j.automatica.2009.07.004 10.1016/j.automatica.2012.06.096 10.1007/s11424-015-3310-2 10.1109/MCAS.2009.933854 10.1109/TNNLS.2014.2305841 10.1016/j.automatica.2012.05.008 10.1002/rnc.1760 10.1049/iet-cta.2014.1325 10.1080/00207721.2013.859329 10.1016/j.neucom.2014.12.067 10.1016/j.amc.2011.01.031 10.1109/9.471227 10.1002/rnc.2909 10.1002/rnc.3531 10.1016/j.automatica.2012.09.019 10.1109/TFUZZ.2011.2147793 10.1109/MCI.2009.932261 10.1007/978-0-387-89496-6_16 10.1109/81.852944 10.1016/j.automatica.2008.08.017 10.1049/iet-cta.2013.0444 10.1016/j.ins.2012.08.012 |
| ContentType | Journal Article |
| Copyright | The Institution of Engineering and Technology 2021 The Authors. IET Control Theory & Applications published by John Wiley & Sons, Ltd. on behalf of The Institution of Engineering and Technology |
| Copyright_xml | – notice: The Institution of Engineering and Technology – notice: 2021 The Authors. IET Control Theory & Applications published by John Wiley & Sons, Ltd. on behalf of The Institution of Engineering and Technology |
| DBID | AAYXX CITATION 7SC 7SP 8FD F28 FR3 JQ2 L7M L~C L~D |
| DOI | 10.1049/iet-cta.2015.0973 |
| DatabaseName | CrossRef Computer and Information Systems Abstracts Electronics & Communications Abstracts Technology Research Database ANTE: Abstracts in New Technology & Engineering 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 Electronics & Communications Abstracts ProQuest Computer Science Collection Computer and Information Systems Abstracts Engineering Research Database Advanced Technologies Database with Aerospace ANTE: Abstracts in New Technology & Engineering Computer and Information Systems Abstracts Professional |
| DatabaseTitleList | CrossRef Technology Research Database |
| DeliveryMethod | fulltext_linktorsrc |
| Discipline | Engineering |
| EISSN | 1751-8652 |
| EndPage | 1439 |
| ExternalDocumentID | 10_1049_iet_cta_2015_0973 CTH2BF00052 |
| Genre | article |
| GrantInformation_xml | – fundername: The National Natural Science Foundation of China grantid: 61203051 – fundername: the Foundation for Distinguished Young Scholars of Anhui Province grantid: 1608085J05 – fundername: NNSF from China funderid: 61203051; 61273073 – fundername: Foundation for Distinguished Young Scholars of Anhui Province funderid: 1608085J05 |
| GroupedDBID | 0R 24P 29I 4IJ 5GY 6IK 8VB AAJGR ABPTK ACGFS ACIWK AENEX ALMA_UNASSIGNED_HOLDINGS BFFAM CS3 DU5 ESX HZ IFIPE IPLJI JAVBF LAI LOTEE LXI M43 MS NADUK NXXTH O9- OCL QWB RIE RNS RUI U5U UNMZH UNR ZL0 ZZ .DC 0R~ 0ZK 1OC 3V. 4.4 8FE 8FG 96U AAHHS AAHJG ABJCF ABQXS ABUWG ACCFJ ACCMX ACESK ACXQS ADEYR AEEZP AEGXH AEQDE AFAZI AFKRA AIWBW AJBDE ALUQN ARAPS AVUZU AZQEC BENPR BGLVJ BPHCQ CCPQU DWQXO EBS EJD F8P GNUQQ GOZPB GROUPED_DOAJ GRPMH HCIFZ HZ~ IAO ITC K1G K6V K7- L6V M0N M7S MCNEO MS~ OK1 P62 PQQKQ PROAC PTHSS ROL ~ZZ AAMMB AAYXX AEFGJ AFFHD AGXDD AIDQK AIDYY CITATION IDLOA IGS PHGZM PHGZT PQGLB WIN 7SC 7SP 8FD F28 FR3 JQ2 L7M L~C L~D |
| ID | FETCH-LOGICAL-c4442-6f09923c79b6e784f1e8f6658e68e7a3767bd382f097d54cb3758241b988c0f23 |
| IEDL.DBID | WIN |
| ISICitedReferencesCount | 34 |
| ISICitedReferencesURI | http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000381410000014&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D |
| ISSN | 1751-8644 |
| IngestDate | Sun Nov 09 11:34:58 EST 2025 Wed Oct 29 21:17:38 EDT 2025 Tue Nov 18 22:23:36 EST 2025 Wed Jan 22 16:32:09 EST 2025 Tue Jan 05 21:45:55 EST 2021 Thu May 09 18:05:32 EDT 2019 |
| IsDoiOpenAccess | false |
| IsOpenAccess | true |
| IsPeerReviewed | true |
| IsScholarly | true |
| Issue | 12 |
| Keywords | iterative methods stochastic coupled algebraic Riccatic equation multiplicative noises subsystems transformation technique parallel Kleinman iterative equations transforms optimal control offline iteration algorithm convergence of numerical methods ST-based data-driven policy iteration algorithm Riccati equations infinite horizon optimal control problem continuous-time Itô stochastic systems stochastic systems Markov processes Markovian jumps continuous time systems implicit iterative algorithm stochastic CARE |
| Language | English |
| License | http://onlinelibrary.wiley.com/termsAndConditions#vor |
| LinkModel | DirectLink |
| MergedId | FETCHMERGED-LOGICAL-c4442-6f09923c79b6e784f1e8f6658e68e7a3767bd382f097d54cb3758241b988c0f23 |
| Notes | ObjectType-Article-1 SourceType-Scholarly Journals-1 ObjectType-Feature-2 content type line 23 |
| OpenAccessLink | https://www.research.manchester.ac.uk/portal/en/publications/datadriven-policy-iteration-algorithm-for-optimal-control-of-continuoustime-ito-stochastic-systems-with-markovian-jumps(3bac4eb8-ac1d-4a32-8312-e08e1a850559).html |
| PQID | 1845820083 |
| PQPubID | 23500 |
| PageCount | 9 |
| ParticipantIDs | crossref_primary_10_1049_iet_cta_2015_0973 proquest_miscellaneous_1845820083 wiley_primary_10_1049_iet_cta_2015_0973_CTH2BF00052 iet_journals_10_1049_iet_cta_2015_0973 crossref_citationtrail_10_1049_iet_cta_2015_0973 |
| ProviderPackageCode | RUI |
| PublicationCentury | 2000 |
| PublicationDate | 2016-08-08 |
| PublicationDateYYYYMMDD | 2016-08-08 |
| PublicationDate_xml | – month: 08 year: 2016 text: 2016-08-08 day: 08 |
| PublicationDecade | 2010 |
| PublicationTitle | IET control theory & applications |
| PublicationYear | 2016 |
| Publisher | The Institution of Engineering and Technology |
| Publisher_xml | – name: The Institution of Engineering and Technology |
| References | Chen, B.; Niu, Y.; Zou, Y. (C2) 2013; 49 Vamvoudakis, K.G.; Lewis, F. (C24) 2012; 22 Li, C.; Liu, D.; Li, H. (C30) 2015; 9 Kiumarsi, B.; Lewis, F.L.; Levine, D.S. (C18) 2015; 156 Zhang, Y. (C46) 2013; 46 Wang, Z.; Liu, Y.; Liu, X. (C5) 2010; 55 Niu, Y.; Ho, D.W.C.; Wang, X. (C1) 2007; 43 Luo, B.; Huang, T.; Wu, H. (C29) 2015; 26 Chen, B.; Niu, Y.; Zou, Y. (C3) 2013; 7 He, S.; Song, J.; Ding, Z. (C35) 2015; 9 Borno, I. (C12) 1995; 31 Jiang, Y.; Jiang, Z. (C33) 2014; 28 Zhang, Y. (C45) 2013; 7 Li, Z.; Zhou, B.; Lam, J. (C14) 2011; 217 Murray, J.J.; Cox, C.J.; Lendaris, G.G. (C21) 2002; 32 Bhasin, S.; Kamalapurkar, R.; Johnson, M. (C27) 2013; 49 Zhang, Y. (C47) 2015; 46 Lewis, F.L.; Vrabie, D. (C17) 2009; 9 Yan, H.; Su, Z.; Zhang, H. (C11) 2013; 7 Zhang, H.; Feng, G.; Yan, H. (C49) 2016; 26 He, P.; Jagannathan, S. (C23) 2007; 37 Gajic, Z.; Borno, I. (C40) 1995; 40 Zhang, H.; Yan, H.; Liu, T. (C48) 2011; 19 Zhang, H.; Guan, Z.; Feng, G. (C9) 2008; 44 Al-Tamimi, A.; Lewis, F.; Abu-Khalaf, M. (C28) 2008; 38 Vrabie, D.; Pastrvanu, O.; Abu-Khalaf, M. (C37) 2009; 45 Zhang, L. (C10) 2009; 45 Zhong, X.; He, H.; Zhang, H. (C34) 2014; 25 Jiang, Y.; Jiang, Z. (C36) 2011; 22 Ji, Y.; Chizeck, H.J. (C39) 1990; 35 Chen, Y.; Zheng, W.X. (C4) 2014; 24 Dragan, V.; Morozan, T. (C7) 2004; 49 Zhang, H.; Lewis, F. (C25) 2012; 48 Jiang, Y.; Jiang, Z. (C32) 2012; 48 Gajic, Z.; Borno, I. (C41) 2000; 47 Zhang, H.; Wei, Q.; Luo, Y. (C26) 2008; 38 Chen, Y.; Zheng, W.X. (C8) 2012; 25 Kleinman, D. (C38) 1968; 13 Gajic, Z.; Shen, X. (C42) 1989; 50 Borno, I.; Gajic, Z. (C13) 1995; 30 Wu, H.; Luo, B. (C31) 2013; 222 Huang, Y.; Zhang, W.; Feng, G. (C15) 2008; 44 Wang, F.; Zhang, H.; Liu, D. (C22) 2009; 4 2009; 45 1995; 31 2010; 55 1995; 30 2011; 217 1990; 35 2013; 49 2000; 47 2004; 49 2010 2013; 46 2002; 32 2008; 38 1998 2013; 222 2014; 25 2014; 24 2006 2014; 28 2013; 7 2015; 9 2011; 19 2007; 37 2015; 46 2015; 26 1995; 40 1968; 13 1989; 50 2015; 156 2009; 9 2011; 22 2008; 44 2013 2009; 4 2012; 48 2012; 25 2007; 43 2012; 22 2016; 26 e_1_2_7_5_1 e_1_2_7_3_1 e_1_2_7_9_1 e_1_2_7_7_1 e_1_2_7_19_1 e_1_2_7_15_1 e_1_2_7_41_1 e_1_2_7_13_1 e_1_2_7_43_1 e_1_2_7_11_1 e_1_2_7_45_1 Vrabie D. (e_1_2_7_20_1) e_1_2_7_47_1 e_1_2_7_26_1 e_1_2_7_49_1 e_1_2_7_28_1 e_1_2_7_50_1 e_1_2_7_25_1 e_1_2_7_31_1 e_1_2_7_23_1 e_1_2_7_33_1 e_1_2_7_35_1 e_1_2_7_37_1 e_1_2_7_39_1 e_1_2_7_6_1 e_1_2_7_4_1 e_1_2_7_8_1 Lewis F.L. (e_1_2_7_21_1) 2013 Sutton R.S. (e_1_2_7_17_1) 1998 e_1_2_7_18_1 e_1_2_7_16_1 e_1_2_7_40_1 e_1_2_7_2_1 e_1_2_7_14_1 e_1_2_7_42_1 e_1_2_7_12_1 e_1_2_7_10_1 e_1_2_7_46_1 e_1_2_7_48_1 e_1_2_7_27_1 e_1_2_7_29_1 e_1_2_7_30_1 e_1_2_7_24_1 e_1_2_7_32_1 e_1_2_7_22_1 e_1_2_7_34_1 e_1_2_7_36_1 e_1_2_7_38_1 Lee J.Y. (e_1_2_7_44_1) 2010 |
| References_xml | – volume: 25 start-page: 2141 issue: 12 year: 2014 end-page: 2155 ident: C34 article-title: Optimal control for unknown discrete-time nonlinear Markov jump systems using adaptive dynamic programming publication-title: IEEE Trans. Neural Netw. Learn. Syst. – volume: 7 start-page: 2178 issue: 18 year: 2013 end-page: 2187 ident: C45 article-title: Stability of discrete-time delay Markovian jump systems with stochastic non-linearity and impulses publication-title: IET Control Theory Appl. – volume: 156 start-page: 157 year: 2015 end-page: 165 ident: C18 article-title: Optimal control of nonlinear discrete time-varying systems using a new neural network approximation structure publication-title: Neurocomputing – volume: 4 start-page: 39 issue: 2 year: 2009 end-page: 47 ident: C22 article-title: Adaptive dynamic programming: an introduction publication-title: IEEE Trans. Comput. Intell. Mag. – volume: 30 start-page: 1 issue: 7 year: 1995 end-page: 4 ident: C13 article-title: Parallel algorithm for solving coupled algebraic Lyapunov equations of discrete–time jump linear systems publication-title: Comput. Math. Appl. – volume: 22 start-page: 1460 issue: 13 year: 2012 end-page: 1483 ident: C24 article-title: Online solution of nonlinear two-player zero-sum games using synchronous policy iteration publication-title: Int. J. Robust Nonlinear Control – volume: 22 start-page: 2392 issue: 12 year: 2011 end-page: 2398 ident: C36 article-title: Approximate dynamic programming for optimal stationary control with control-dependent noise publication-title: IEEE Trans. Neural Netw. – volume: 40 start-page: 1971 issue: 11 year: 1995 end-page: 1975 ident: C40 article-title: Lyapunov iterations for optimal control of jump linear systems at steady state publication-title: IEEE Trans. Autom. Control – volume: 45 start-page: 477 issue: 2 year: 2009 end-page: 484 ident: C37 article-title: Adaptive optimal control for continuous-time linear systems based on policy iteration publication-title: Automatica – volume: 9 start-page: 1536 issue: 10 year: 2015 end-page: 1543 ident: C35 article-title: Online adaptive optimal control for continuous-time Markov jump linear systems using a novel policy iteration algorithm publication-title: IET Control Theory Appl. – volume: 43 start-page: 1784 issue: 10 year: 2007 end-page: 1790 ident: C1 article-title: Sliding mode control for Itô stochastic jump systems with Markovian switching publication-title: Automatica – volume: 19 start-page: 844 issue: 5 year: 2011 end-page: 856 ident: C48 article-title: Fuzzy controller design for nonlinear impulsive fuzzy systems with time delay publication-title: IEEE Trans. Fuzzy Syst. – volume: 28 start-page: 261 issue: 2 year: 2014 end-page: 288 ident: C33 article-title: A robust adaptive dynamic programming principle for sensorimotor control with signal-dependent noise publication-title: J. Syst. Sci. Complex – volume: 24 start-page: 625 issue: 4 year: 2014 end-page: 643 ident: C4 article-title: Exponential filtering for stochastoc Markovian jump systems with time delays publication-title: Int. J. Robust Nonlinear Control – volume: 38 start-page: 937 issue: 4 year: 2008 end-page: 942 ident: C26 article-title: A novel infinite-time optimal tracking control scheme for a class of discrete-time nonlinear systems via the greedy HDP iteration algorithm publication-title: IEEE Trans. Syst. Man Cybern. B, Cybern. – volume: 222 start-page: 472 year: 2013 end-page: 485 ident: C31 article-title: Simultaneous policy update algorithms for learning the solution of linear continuous-time state feedback control publication-title: Inf. Sci. – volume: 217 start-page: 8179 issue: 21 year: 2011 end-page: 8195 ident: C14 article-title: Positive operator based iterative algorithms for solving Lyapunov equations for Itô stochastic systems with Markovian jumps publication-title: Appl. Math. Comput. – volume: 50 start-page: 1517 issue: 4 year: 1989 end-page: 1523 ident: C42 article-title: Decoupling transformation for weakly coupled linear systems publication-title: Int. J. Control – volume: 37 start-page: 425 issue: 2 year: 2007 end-page: 436 ident: C23 article-title: Reinforcement learning neural-network-based controller for nonlinear discrete-time systems with input constraints publication-title: IEEE Trans. Syst. Man Cyber. B, Cyber. – volume: 55 start-page: 1656 issue: 7 year: 2010 end-page: 1662 ident: C5 article-title: Exponential stabilization of a class of stochastic system with Markovian jump parameters and mode-dependent mixed time-delays publication-title: IEEE Trans. Autom. Control – volume: 45 start-page: 2570 issue: 11 year: 2009 end-page: 2576 ident: C10 article-title: estimation for discrete-time piecewise homogeneous Markov jump linear systems publication-title: Automatica – volume: 44 start-page: 1004 issue: 4 year: 2008 end-page: 1010 ident: C9 article-title: Reliable dissipative control for stochastic impulsive systems publication-title: Automatica – volume: 49 start-page: 82 issue: 1 year: 2013 end-page: 92 ident: C27 article-title: A novel actor-critic-identifier architecture for approximate optimal control of uncertain nonlinear systems publication-title: Automatica – volume: 31 start-page: 1345 issue: 9 year: 1995 end-page: 1347 ident: C12 article-title: Parallel computation of the solutions of coupled algebraic Lyapunov equations publication-title: Automatica – volume: 32 start-page: 140 issue: 2 year: 2002 end-page: 153 ident: C21 article-title: Adaptive dynamic programming publication-title: IEEE Trans. Syst. Man Cybern. C, Appl. Rev. – volume: 35 start-page: 777 issue: 7 year: 1990 end-page: 788 ident: C39 article-title: Controllability, stabilizability, and continuous-time Markovian jump linear quadratic control publication-title: IEEE Trans. Autom. Control – volume: 9 start-page: 1791 issue: 12 year: 2015 end-page: 1801 ident: C30 article-title: Finite horizon optimal tracking control of partially unknown linear continuous-time systems using policy iteration publication-title: IET Control Theory Appl. – volume: 26 start-page: 919 issue: 5 year: 2016 end-page: 933 ident: C49 article-title: Sampled-data control of nonlinear networked systems with time-delay and quantization publication-title: Int. J. Robust Nonlinear Control – volume: 44 start-page: 857 issue: 3 year: 2008 end-page: 863 ident: C15 article-title: Infinite horizon control for stochastic systems with Markovian jumps publication-title: Automatica – volume: 46 start-page: 2210 issue: 12 year: 2015 end-page: 2220 ident: C47 article-title: Robust stochastic stability of uncertain discrete-time impulsive Markovain jump delay systems with multiplicative noises publication-title: Int. J. Syst. Sci. – volume: 38 start-page: 943 issue: 4 year: 2008 end-page: 949 ident: C28 article-title: Discrete-time nonlinear HJB solution using approximate dynamic programming: Convergence proof publication-title: IEEE Trans. Syst. Man Cybern. B, Cybern. – volume: 7 start-page: 372 issue: 3 year: 2013 end-page: 379 ident: C11 article-title: Observer-based control for discrete-time stochastic systems with quantisation and random communication delays publication-title: IET Control Theory Appl. – volume: 49 start-page: 1748 issue: 6 year: 2013 end-page: 1754 ident: C2 article-title: Adaptive sliding mode control for stochastic Markovian jumping systems with actuator degradation publication-title: Automatica – volume: 48 start-page: 2699 issue: 10 year: 2012 end-page: 2704 ident: C32 article-title: Computational adaptive optimal control for continuous-time linear systems with completely unknown dynamics publication-title: Automatica – volume: 13 start-page: 114 issue: 1 year: 1968 end-page: 115 ident: C38 article-title: On an iterative technique for Riccati equation computations publication-title: IEEE Trans. Autom. Control – volume: 7 start-page: 1330 issue: 10 year: 2013 end-page: 1338 ident: C3 article-title: Sliding mode control for stochastic Markovian jumping systems with incomplete transition rate publication-title: IET Control Theory Appl. – volume: 25 start-page: 14 year: 2012 end-page: 20 ident: C8 article-title: Stochastic state estimation for neural networks with distributed delays and Markovain jump publication-title: Neural Netw. – volume: 49 start-page: 665 issue: 5 year: 2004 end-page: 675 ident: C7 article-title: The linear quadratic optimization problems for a class of linear stochastic systems with multiplicative white noise and Markovian jumping publication-title: IEEE Trans. Autom. Control – volume: 48 start-page: 1432 issue: 7 year: 2012 end-page: 1439 ident: C25 article-title: Adaptive cooperative tracking control of higher-order nonlinear systems with unknown dynamics publication-title: Automatica – volume: 9 start-page: 32 issue: 3 year: 2009 end-page: 50 ident: C17 article-title: Reinforcement learning and adaptive dynamic programming for feedback control publication-title: IEEE Trans. Circuits Syst. Mag. – volume: 26 start-page: 2949 issue: 11 year: 2015 end-page: 2961 ident: C29 article-title: Data-driven control for nonlinear distributed parameter systems publication-title: IEEE Trans. Neural Netw. Learning Syst. – volume: 46 start-page: 276 year: 2013 end-page: 282 ident: C46 article-title: Stochastic stability of discrete-time Markovian jump delay neural networks with impulses and incomplete information on transition probability publication-title: Neural Netw. – volume: 47 start-page: 909 issue: 6 year: 2000 end-page: 912 ident: C41 article-title: General transformation for block diagonalization of weakly coupled linear systems composed of -subsystems publication-title: IEEE Trans. Circuits Syst. I, Fundam. Theory Appl. – volume: 44 start-page: 857 issue: 3 year: 2008 end-page: 863 article-title: Infinite horizon control for stochastic systems with Markovian jumps publication-title: Automatica – volume: 28 start-page: 261 issue: 2 year: 2014 end-page: 288 article-title: A robust adaptive dynamic programming principle for sensorimotor control with signal‐dependent noise publication-title: J. Syst. Sci. Complex – start-page: 646 year: 2010 end-page: 651 – volume: 25 start-page: 14 year: 2012 end-page: 20 article-title: Stochastic state estimation for neural networks with distributed delays and Markovain jump publication-title: Neural Netw. – volume: 49 start-page: 665 issue: 5 year: 2004 end-page: 675 article-title: The linear quadratic optimization problems for a class of linear stochastic systems with multiplicative white noise and Markovian jumping publication-title: IEEE Trans. Autom. Control – volume: 32 start-page: 140 issue: 2 year: 2002 end-page: 153 article-title: Adaptive dynamic programming publication-title: IEEE Trans. Syst. Man Cybern. C, Appl. Rev. – volume: 35 start-page: 777 issue: 7 year: 1990 end-page: 788 article-title: Controllability, stabilizability, and continuous‐time Markovian jump linear quadratic control publication-title: IEEE Trans. Autom. Control – volume: 222 start-page: 472 year: 2013 end-page: 485 article-title: Simultaneous policy update algorithms for learning the solution of linear continuous‐time state feedback control publication-title: Inf. Sci. – volume: 47 start-page: 909 issue: 6 year: 2000 end-page: 912 article-title: General transformation for block diagonalization of weakly coupled linear systems composed of ‐subsystems publication-title: IEEE Trans. Circuits Syst. I, Fundam. Theory Appl. – volume: 7 start-page: 2178 issue: 18 year: 2013 end-page: 2187 article-title: Stability of discrete‐time delay Markovian jump systems with stochastic non‐linearity and impulses publication-title: IET Control Theory Appl. – volume: 45 start-page: 2570 issue: 11 year: 2009 end-page: 2576 article-title: estimation for discrete‐time piecewise homogeneous Markov jump linear systems publication-title: Automatica – volume: 26 start-page: 919 issue: 5 year: 2016 end-page: 933 article-title: Sampled‐data control of nonlinear networked systems with time‐delay and quantization publication-title: Int. J. Robust Nonlinear Control – volume: 38 start-page: 943 issue: 4 year: 2008 end-page: 949 article-title: Discrete‐time nonlinear HJB solution using approximate dynamic programming: Convergence proof publication-title: IEEE Trans. Syst. Man Cybern. B, Cybern. – volume: 9 start-page: 1536 issue: 10 year: 2015 end-page: 1543 article-title: Online adaptive optimal control for continuous‐time Markov jump linear systems using a novel policy iteration algorithm publication-title: IET Control Theory Appl. – volume: 46 start-page: 2210 issue: 12 year: 2015 end-page: 2220 article-title: Robust stochastic stability of uncertain discrete‐time impulsive Markovain jump delay systems with multiplicative noises publication-title: Int. J. Syst. Sci. – volume: 55 start-page: 1656 issue: 7 year: 2010 end-page: 1662 article-title: Exponential stabilization of a class of stochastic system with Markovian jump parameters and mode‐dependent mixed time‐delays publication-title: IEEE Trans. Autom. Control – volume: 7 start-page: 372 issue: 3 year: 2013 end-page: 379 article-title: Observer‐based control for discrete‐time stochastic systems with quantisation and random communication delays publication-title: IET Control Theory Appl. – volume: 49 start-page: 82 issue: 1 year: 2013 end-page: 92 article-title: A novel actor‐critic‐identifier architecture for approximate optimal control of uncertain nonlinear systems publication-title: Automatica – volume: 25 start-page: 2141 issue: 12 year: 2014 end-page: 2155 article-title: Optimal control for unknown discrete‐time nonlinear Markov jump systems using adaptive dynamic programming publication-title: IEEE Trans. Neural Netw. Learn. Syst. – volume: 9 start-page: 1791 issue: 12 year: 2015 end-page: 1801 article-title: Finite horizon optimal tracking control of partially unknown linear continuous‐time systems using policy iteration publication-title: IET Control Theory Appl. – volume: 46 start-page: 276 year: 2013 end-page: 282 article-title: Stochastic stability of discrete‐time Markovian jump delay neural networks with impulses and incomplete information on transition probability publication-title: Neural Netw. – volume: 44 start-page: 1004 issue: 4 year: 2008 end-page: 1010 article-title: Reliable dissipative control for stochastic impulsive systems publication-title: Automatica – year: 1998 – volume: 24 start-page: 625 issue: 4 year: 2014 end-page: 643 article-title: Exponential filtering for stochastoc Markovian jump systems with time delays publication-title: Int. J. Robust Nonlinear Control – volume: 38 start-page: 937 issue: 4 year: 2008 end-page: 942 article-title: A novel infinite‐time optimal tracking control scheme for a class of discrete‐time nonlinear systems via the greedy HDP iteration algorithm publication-title: IEEE Trans. Syst. Man Cybern. B, Cybern. – volume: 45 start-page: 477 issue: 2 year: 2009 end-page: 484 article-title: Adaptive optimal control for continuous‐time linear systems based on policy iteration publication-title: Automatica – volume: 31 start-page: 1345 issue: 9 year: 1995 end-page: 1347 article-title: Parallel computation of the solutions of coupled algebraic Lyapunov equations publication-title: Automatica – volume: 37 start-page: 425 issue: 2 year: 2007 end-page: 436 article-title: Reinforcement learning neural‐network‐based controller for nonlinear discrete‐time systems with input constraints publication-title: IEEE Trans. Syst. Man Cyber. B, Cyber. – volume: 13 start-page: 114 issue: 1 year: 1968 end-page: 115 article-title: On an iterative technique for Riccati equation computations publication-title: IEEE Trans. Autom. Control – volume: 49 start-page: 1748 issue: 6 year: 2013 end-page: 1754 article-title: Adaptive sliding mode control for stochastic Markovian jumping systems with actuator degradation publication-title: Automatica – year: 2006 – volume: 156 start-page: 157 year: 2015 end-page: 165 article-title: Optimal control of nonlinear discrete time‐varying systems using a new neural network approximation structure publication-title: Neurocomputing – volume: 48 start-page: 2699 issue: 10 year: 2012 end-page: 2704 article-title: Computational adaptive optimal control for continuous‐time linear systems with completely unknown dynamics publication-title: Automatica – volume: 40 start-page: 1971 issue: 11 year: 1995 end-page: 1975 article-title: Lyapunov iterations for optimal control of jump linear systems at steady state publication-title: IEEE Trans. Autom. Control – volume: 30 start-page: 1 issue: 7 year: 1995 end-page: 4 article-title: Parallel algorithm for solving coupled algebraic Lyapunov equations of discrete–time jump linear systems publication-title: Comput. Math. Appl. – volume: 4 start-page: 39 issue: 2 year: 2009 end-page: 47 article-title: Adaptive dynamic programming: an introduction publication-title: IEEE Trans. Comput. Intell. Mag. – volume: 43 start-page: 1784 issue: 10 year: 2007 end-page: 1790 article-title: Sliding mode control for Itô stochastic jump systems with Markovian switching publication-title: Automatica – volume: 22 start-page: 1460 issue: 13 year: 2012 end-page: 1483 article-title: Online solution of nonlinear two‐player zero‐sum games using synchronous policy iteration publication-title: Int. J. Robust Nonlinear Control – volume: 217 start-page: 8179 issue: 21 year: 2011 end-page: 8195 article-title: Positive operator based iterative algorithms for solving Lyapunov equations for Itô stochastic systems with Markovian jumps publication-title: Appl. Math. Comput. – volume: 22 start-page: 2392 issue: 12 year: 2011 end-page: 2398 article-title: Approximate dynamic programming for optimal stationary control with control‐dependent noise publication-title: IEEE Trans. Neural Netw. – volume: 26 start-page: 2949 issue: 11 year: 2015 end-page: 2961 article-title: Data‐driven control for nonlinear distributed parameter systems publication-title: IEEE Trans. Neural Netw. Learning Syst. – volume: 7 start-page: 1330 issue: 10 year: 2013 end-page: 1338 article-title: Sliding mode control for stochastic Markovian jumping systems with incomplete transition rate publication-title: IET Control Theory Appl. – volume: 48 start-page: 1432 issue: 7 year: 2012 end-page: 1439 article-title: Adaptive cooperative tracking control of higher‐order nonlinear systems with unknown dynamics publication-title: Automatica – volume: 9 start-page: 32 issue: 3 year: 2009 end-page: 50 article-title: Reinforcement learning and adaptive dynamic programming for feedback control publication-title: IEEE Trans. Circuits Syst. Mag. – volume: 50 start-page: 1517 issue: 4 year: 1989 end-page: 1523 article-title: Decoupling transformation for weakly coupled linear systems publication-title: Int. J. Control – volume: 19 start-page: 844 issue: 5 year: 2011 end-page: 856 article-title: Fuzzy controller design for nonlinear impulsive fuzzy systems with time delay publication-title: IEEE Trans. Fuzzy Syst. – year: 2013 – ident: e_1_2_7_10_1 doi: 10.1016/j.automatica.2007.08.018 – ident: e_1_2_7_30_1 doi: 10.1109/TNNLS.2015.2461023 – ident: e_1_2_7_50_1 doi: 10.1002/rnc.3343 – ident: e_1_2_7_9_1 doi: 10.1016/j.neunet.2011.08.002 – ident: e_1_2_7_37_1 doi: 10.1109/TNN.2011.2165729 – ident: e_1_2_7_47_1 doi: 10.1016/j.neunet.2013.06.009 – ident: e_1_2_7_3_1 doi: 10.1016/j.automatica.2013.02.014 – ident: e_1_2_7_43_1 doi: 10.1080/00207178908953443 – ident: e_1_2_7_6_1 doi: 10.1109/TAC.2010.2046114 – ident: e_1_2_7_12_1 doi: 10.1049/iet-cta.2012.0600 – ident: e_1_2_7_8_1 doi: 10.1109/TAC.2004.826718 – ident: e_1_2_7_22_1 doi: 10.1109/TSMCC.2002.801727 – ident: e_1_2_7_4_1 doi: 10.1049/iet-cta.2013.0083 – ident: e_1_2_7_13_1 doi: 10.1016/0005-1098(95)00037-W – ident: e_1_2_7_29_1 doi: 10.1109/TSMCB.2008.926614 – ident: e_1_2_7_24_1 doi: 10.1109/TSMCB.2006.883869 – ident: e_1_2_7_27_1 doi: 10.1109/TSMCB.2008.920269 – ident: e_1_2_7_40_1 doi: 10.1109/9.57016 – ident: e_1_2_7_2_1 doi: 10.1016/j.automatica.2007.02.023 – ident: e_1_2_7_39_1 doi: 10.1109/TAC.1968.1098829 – start-page: 646 volume-title: Proc. IEEE Int. Conf. on Control year: 2010 ident: e_1_2_7_44_1 – ident: e_1_2_7_14_1 doi: 10.1016/0898-1221(95)00119-J – ident: e_1_2_7_16_1 doi: 10.1016/j.automatica.2007.07.001 – ident: e_1_2_7_36_1 doi: 10.1049/iet-cta.2014.0944 – ident: e_1_2_7_7_1 doi: 10.1142/p473 – volume-title: Reinforcement learning and approximate dynamic programming for feedback control year: 2013 ident: e_1_2_7_21_1 – ident: e_1_2_7_11_1 doi: 10.1016/j.automatica.2009.07.004 – ident: e_1_2_7_33_1 doi: 10.1016/j.automatica.2012.06.096 – ident: e_1_2_7_34_1 doi: 10.1007/s11424-015-3310-2 – ident: e_1_2_7_18_1 doi: 10.1109/MCAS.2009.933854 – ident: e_1_2_7_35_1 doi: 10.1109/TNNLS.2014.2305841 – ident: e_1_2_7_26_1 doi: 10.1016/j.automatica.2012.05.008 – ident: e_1_2_7_25_1 doi: 10.1002/rnc.1760 – ident: e_1_2_7_31_1 doi: 10.1049/iet-cta.2014.1325 – ident: e_1_2_7_48_1 doi: 10.1080/00207721.2013.859329 – ident: e_1_2_7_19_1 doi: 10.1016/j.neucom.2014.12.067 – ident: e_1_2_7_15_1 doi: 10.1016/j.amc.2011.01.031 – ident: e_1_2_7_41_1 doi: 10.1109/9.471227 – ident: e_1_2_7_5_1 doi: 10.1002/rnc.2909 – ident: e_1_2_7_45_1 doi: 10.1002/rnc.3531 – volume-title: Reinforcement learning: an introduction year: 1998 ident: e_1_2_7_17_1 – ident: e_1_2_7_28_1 doi: 10.1016/j.automatica.2012.09.019 – ident: e_1_2_7_49_1 doi: 10.1109/TFUZZ.2011.2147793 – ident: e_1_2_7_23_1 doi: 10.1109/MCI.2009.932261 – volume-title: Online adaptive optimal control based on reinforcement learning ident: e_1_2_7_20_1 doi: 10.1007/978-0-387-89496-6_16 – ident: e_1_2_7_42_1 doi: 10.1109/81.852944 – ident: e_1_2_7_38_1 doi: 10.1016/j.automatica.2008.08.017 – ident: e_1_2_7_46_1 doi: 10.1049/iet-cta.2013.0444 – ident: e_1_2_7_32_1 doi: 10.1016/j.ins.2012.08.012 |
| SSID | ssj0055645 |
| Score | 2.3350904 |
| Snippet | This studies the infinite horizon optimal control problem for a class of continuous-time systems subjected to multiplicative noises and Markovian jumps by... This studies the infinite horizon optimal control problem for a class of continuous‐time systems subjected to multiplicative noises and Markovian jumps by... |
| SourceID | proquest crossref wiley iet |
| SourceType | Aggregation Database Enrichment Source Index Database Publisher |
| StartPage | 1431 |
| SubjectTerms | Algorithms continuous time systems continuous‐time Itô stochastic systems convergence of numerical methods implicit iterative algorithm infinite horizon optimal control problem Iterative algorithms Iterative methods Markov processes Markovian jumps Mathematical analysis Mathematical models multiplicative noises offline iteration algorithm Optimal control parallel Kleinman iterative equations Policies Riccati equations Special Issue: Data-driven Control, and Data-Based System Modelling, Monitoring, and Control stochastic CARE stochastic coupled algebraic Riccatic equation stochastic systems Stochasticity ST‐based data‐driven policy iteration algorithm subsystems transformation technique transforms |
| Title | Data-driven policy iteration algorithm for optimal control of continuous-time Itô stochastic systems with Markovian jumps |
| URI | http://digital-library.theiet.org/content/journals/10.1049/iet-cta.2015.0973 https://onlinelibrary.wiley.com/doi/abs/10.1049%2Fiet-cta.2015.0973 https://www.proquest.com/docview/1845820083 |
| Volume | 10 |
| WOSCitedRecordID | wos000381410000014&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: PRVWIB databaseName: Wiley Online Library Free Content customDbUrl: eissn: 1751-8652 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0055645 issn: 1751-8644 databaseCode: WIN dateStart: 20130101 isFulltext: true titleUrlDefault: https://onlinelibrary.wiley.com providerName: Wiley-Blackwell – providerCode: PRVWIB databaseName: Wiley Online Library Open Access customDbUrl: eissn: 1751-8652 dateEnd: 99991231 omitProxy: false ssIdentifier: ssj0055645 issn: 1751-8644 databaseCode: 24P dateStart: 20130101 isFulltext: true titleUrlDefault: https://authorservices.wiley.com/open-science/open-access/browse-journals.html providerName: Wiley-Blackwell |
| link | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1LbtswEB0kQRbtIv0j7idgi6CLAmwtiZKoZerGiDdGFg6aHUGRVOMgkQxLzrLoEXqY3qA3yUkyQ8lujAIpEHSnz5AQhjPDRw35BmDfBTYJ-zbjIg8kF7ZfcEo28cQlJg4tmoG2vthEOh7L09PseAMGy7MwLT_E6ocbeYaP1-TgOm-rkCCoxUGcuoabhqiDgvgjkc5gHA6Ed86vo_EyGsfEluIPRcYBlzj5rzKb2ae_elibmzbx9RrsvA1e_ewzfPRfvvsx7HTgkx201vIENlz5FB7eoiR8Bt-_6EZf__hp5xQG2czTBrOWexmHkOmLb9V82pxdMkS7rMKAc4k9dhveWVX4y2m5qBY19kKV69mo-f2LIcY0Z5pIoVlLHl0z-gXM6KxQdYU2ys7RsOrncDI8nAyOeFejgRshRMiTAiFmGJk0yxOXSlEEThYJwhqXSJdq4orJbSRDFEttLEwe4QIFUUOeSWn6RRi9gK2yKt0uMLzNqJx7lEa4bItyXWQ4caa4IEJIJ3Lbg_5ydJTpCMypjsaF8ol0kSlUrULVKlKtItX24MOqyaxl77hL-D0963y4vkvw3Zrg6HCiBpODPwJqZosevF2ajkKPpTSMLh0qX-GaGlVA2LcHkbeUf38b9n8Ufh76xOzLe7V6BQ_weeL3LsrXsNXMF-4NbJurZlrP92AzFMd73nNuAEPQHMM |
| linkProvider | Wiley-Blackwell |
| linkToHtml | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3NbtQwEB61BYly4B-x_BqEOCC5bBLHcY6l7WpXlBWHRfRmJbZDt2qT1SbbI-IReBjegDfhSZhxsktXSEVC3PIztqLxjP2NJ_4G4KULrAz7NuUiDxQXtl9wSjZx6aSJQ4tmkFlfbCIZj9XRUfphA_aXZ2FafojVhht5hp-vycFpQ7oNOAWRZE5dw01D3EFBvEOsM5twRUihyD0_jcbL-TgmvhR_LDIOuMLlf5XbTN_80cXa6rSJr9eA50X46tefwc3_8-W34EaHP9luazC3YcOVd-D6BVbCu_BlP2uyn1-_2TnNhGzmmYNZS7-Mo8iy08_VfNocnzEEvKzCOecMe-z-eWdV4S-n5aJa1NgLFa9no-bHd4Yw0xxnxAvNWv7omtEuMKPjQtU5mik7Qduq78HHwcFkb8i7Mg3cCCFCLgtEmWFkkjSXLlGiCJwqJCIbJ5VLMqKLyW2kQhRLbCxMHmGMgsAhT5Uy_SKM7sNWWZXuATC8Tamie5REGLlFeVakuHYmGBMhqhO57UF_OTzadBzmVErjVPtcukg1qlajajWpVpNqe_B61WTWEnhcJvyKnnVuXF8m-GJNcHQw0XuT3d8CemaLHjxf2o5Gp6VMTFY6VL7GsBpVQPC3B5E3lb9_G_Y_DN8OfG724T-1egbXhpP3h_pwNH73CLZRRvpfGdVj2GrmC_cErprzZlrPn3oH-gVkHCAT |
| linkToPdf | http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV3NbtQwEB61BaFyKH-tWEqLQYgDkssmcRLnWLpddQVa7WGRerMS22kXtclqk-0R8Qg8DG_Am_AkzDjZbVeVioS45WdsReMZ-5uM_Q3AW-uZyO-ahIvMk1yYbs4p2cQjG-nQN2gGqXHFJuLhUJ6eJqM16C3OwjT8EMsfbuQZbr4mB7dTkzcBpyCSzImtua6JO8gLD4h1Zh3uCaJrJ35nMVrMxyHxpbhjkaHHJS7_y9xm8uFWFyur0zq-XgGeN-GrW3_6j_7Plz-GrRZ_ssPGYJ7Ami2ewsMbrITP4FsvrdPf33-YGc2EbOqYg1lDv4yjyNKLs3I2qc8vGQJeVuKcc4k9tnveWZm7y0kxL-cV9kLF69mg_vWTIczU5ynxQrOGP7pi9BeY0XGh8grNlH1F26q24Uv_eHx0wtsyDVwLIXwe5Ygy_UDHSRbZWIrcszKPENnYSNo4JbqYzATSR7HYhEJnAcYoCByyRErdzf1gBzaKsrDPgeFtQhXdgzjAyC3I0jzBtTPGmAhRnchMB7qL4VG65TCnUhoXyuXSRaJQtQpVq0i1ilTbgffLJtOGwOMu4Xf0rHXj6i7BNyuCg-OxOhofXgsoHPEOvF7YjkKnpUxMWlhUvsKwGlVA8LcDgTOVv38b9n_if-y73OyLf2r1Ch6Men31eTD8tAubKBK5nYzyJWzUs7ndg_v6qp5Us33nP38A9kwfGA |
| 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=Data%E2%80%90driven+policy+iteration+algorithm+for+optimal+control+of+continuous%E2%80%90time+It%C3%B4+stochastic+systems+with+Markovian+jumps&rft.jtitle=IET+control+theory+%26+applications&rft.au=Song%2C+Jun&rft.au=He%2C+Shuping&rft.au=Liu%2C+Fei&rft.au=Niu%2C+Yugang&rft.date=2016-08-08&rft.issn=1751-8644&rft.eissn=1751-8652&rft.volume=10&rft.issue=12&rft.spage=1431&rft.epage=1439&rft_id=info:doi/10.1049%2Fiet-cta.2015.0973&rft.externalDBID=n%2Fa&rft.externalDocID=10_1049_iet_cta_2015_0973 |
| thumbnail_l | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1751-8644&client=summon |
| thumbnail_m | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1751-8644&client=summon |
| thumbnail_s | http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1751-8644&client=summon |