Ali, J.M. and Hoang, N.H. and Hussain, Mohd Azlan and Dochain, D. (2015) Review and classification of recent observers applied in chemical process systems. Computers & Chemical Engineering, 76. pp. 27-41. ISSN 0098-1354, DOI https://doi.org/10.1016/j.compchemeng.2015.01.019.
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Abstract
Observers are computational algorithms designed to estimate unmeasured state variables due to the lack of appropriate estimating devices or to replace high-priced sensors in a plant. It is always important to estimate those states prior to developing state feedback laws for control and to prevent process disruptions, process shutdowns and even process failures. The diversity of state estimation techniques resulting from intrinsic differences in chemical process systems makes it difficult to select the proper technique from a theoretical or practical point of view for design and implementation in specific applications. Hence, in this paper, we review the applications of recent observers to chemical process systems and classify them into six classes, which differentiate them with respect to their features and assists in the design of observers. Furthermore, we provide guidelines in designing and choosing the observers particular applications, and we discuss the future directions for these observers. (C) 2015 The Authors. Published by Elsevier Ltd.
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| Funders: | Viet Nam National Foundation for Science and Technology Development (NAFOSTED) 104.99-2014.74 , Ministry of Higher Education UM.C/HIR/MOHE/ENG/25 |
| Additional Information: | ISI Document Delivery No.: CF4GZ Times Cited: 1 Cited Reference Count: 210 Cited References: Aamo OM, 2005, J PROCESS CONTR, V15, P247, DOI 10.1016/j.jprocont.2004.07.002 Abdel-Jabbar NM, 2005, J FOOD ENG, V70, P197, DOI 10.1016/j.jfoodeng.2004.09.026 Aguilar R, 2002, CHEM ENG J, V87, P351, DOI 10.1016/S1385-8947(01)00232-7 Aguilar-Garnica E, 2011, COMPUT CHEM ENG, V35, P510, DOI 10.1016/j.compchemeng.2010.06.001 Aguilar-Lopez R, 2003, CHEM ENG J, V93, P113, DOI 10.1016/S1385-8947(02)00221-8 Aguilar-Lopez R, 2007, CHEM ENG J, V126, P155, DOI 10.1016/j.cej.2006.09.003 Aguilar-Lopez R, 2005, CHEM ENG J, V108, P139, DOI 10.1016/j.cej.2005.01.008 Aguilar-Lopez R, 2005, J PROCESS CONTR, V15, P363, DOI 10.1016/j.jprocont.2004.01.008 Aguirre LA, 1998, J PROCESS CONTR, V8, P47, DOI 10.1016/S0959-1524(97)00026-7 Alanis AY, 2010, INT J NEURAL SYST, V20, P29, DOI 10.1142/S0129065710002218 Alonso AA, 2004, COMPUT CHEM ENG, V28, P27, DOI 10.1016/S0098-1354(03)00175-3 Arauzo-Bravo MJ, 2004, CONTROL ENG PRACT, V12, P1073, DOI 10.1016/j.concengprac.2003.11.002 Astolfi A, 2006, MATH CONTROL SIGNAL, V18, P32, DOI 10.1007/s00498-005-0161-8 Aziz N, 2000, COMPUT CHEM ENG, V24, P1069, DOI 10.1016/S0098-1354(00)00526-3 Bagui F, 2004, COMPUT CHEM ENG, V28, P1465, DOI 10.1016/j.compchemeng.2003.11.005 Bahar A, 2010, ENG APPL ARTIF INTEL, V23, P262, DOI 10.1016/j.engappai.2009.11.003 Bara GI, 2001, INT J CONTROL, V74, P1601, DOI 10.1080/00207170110086953 Barton RS, 1997, INT C NEUR NETW, V1, P111 Bastin G., 1990, ON LINE ESTIMATION A Beigzadeh R, 2012, INT COMMUN HEAT MASS, V39, P1647, DOI 10.1016/j.icheatmasstransfer.2012.10.011 Bejarano FJ, 2007, INT J CONTROL, V80, P443, DOI 10.1080/00207170601080205 Bejarano FJ, 2007, INT J SYST SCI, V38, P793, DOI 10.1080/00207720701409280 Bejarano FJ, 2010, INT J CONTROL, V83, P1920, DOI 10.1080/00207179.2010.501386 BenAmor S, 2004, J PROCESS CONTR, V14, P349, DOI 10.1016/j.jprocont.2003.06.001 Benaskeur AR, 2002, INT J CONTROL, V75, P923, DOI 10.1080/00207170210149178 Bernard O, 2004, J PROCESS CONTR, V14, P765, DOI 10.1016/j.jprocont.2003.12.006 Besancon G, 2007, LECT NOTES CONTR INF, V363, P1 Biagiola SI, 2004, CHEM ENG SCI, V59, P4601, DOI 10.1016/j.ces.2004.07.026 Biagiola SI, 2002, IND ENG CHEM RES, V41, P4777, DOI 10.1021/ie010974f Biagiola SI, 2004, COMPUT CHEM ENG, V28, P1881, DOI 10.1016/j.compchemeng.2004.03.004 Bitzer M, 2002, J PROCESS CONTR, V12, P533, DOI 10.1016/S0959-1524(01)00019-1 Boaventura KM, 2001, BIORESOURCE TECHNOL, V79, P1, DOI 10.1016/S0960-8524(01)00041-4 Bodizs L, 2011, J PROCESS CONTR, V21, P379, DOI 10.1016/j.jprocont.2010.11.015 Bogaerts P, 2004, CHEM ENG SCI, V59, P2465, DOI 10.1016/j.ces.2004.01.066 Boulkroune B, 2009, J PROCESS CONTR, V19, P1558, DOI 10.1016/j.jprocont.2009.07.017 Bru R, 2004, APPL MATH COMPUT, V148, P341, DOI 10.1016/S0096-3003(02)00848-2 Brudzewski K, 2006, FUEL, V85, P553, DOI 10.1016/j.fuel.2005.07.019 Busawon KK, 2000, INT J CONTROL, V73, P1375, DOI 10.1080/002071700445398 Busawon KK, 2001, INT J CONTROL, V74, P618, DOI 10.1080/00207170010025249 Cacace F, 2010, INT J CONTROL, V83, P2395, DOI 10.1080/00207179.2010.528035 Chairez I, 2007, IND ENG CHEM RES, V46, P5855, DOI 10.1021/ie0705103 Chen C-L, 2013, ANNU REV CONTROL, V37, P278 Chen WS, 2004, IND ENG CHEM RES, V43, P4012, DOI 10.1021/ie034010v Chen XS, 2009, J PROCESS CONTR, V19, P1205, DOI 10.1016/j.jprocont.2009.02.004 Chen Z., 2003, STATISTICS, V182, P1, DOI DOI 10.1080/02331880309257 Chitanov V., 2004, 2 INT IEEE C INT SYS, V3, P67 Chitralekha SB, 2010, J PROCESS CONTR, V20, P934, DOI 10.1016/j.jprocont.2010.06.008 Chuk OD, 2005, MINER ENG, V18, P495, DOI 10.1016/j.mineng.2004.08.013 Curtain RF, 1995, INTRO INFINITE DIMEN Damour C, 2010, J FOOD ENG, V99, P225, DOI 10.1016/j.jfoodeng.2010.02.027 Damour C, 2010, J IND ENG CHEM, V16, P708, DOI 10.1016/j.jiec.2010.07.014 D'attellis CE, 1997, NONLINEAR ANAL-THEOR, V30, P3891, DOI 10.1016/S0362-546X(96)00237-4 Daum F, 2005, IEEE AERO EL SYS MAG, V20, P57, DOI 10.1109/MAES.2005.1499276 de Assis AJ, 2000, COMPUT CHEM ENG, V24, P1099, DOI 10.1016/S0098-1354(00)00489-0 De Battista H, 2011, J PROCESS CONTR, V21, P1049, DOI 10.1016/j.jprocont.2011.05.008 de Canete JF, 2012, COMPUT CHEM ENG, V40, P157, DOI 10.1016/j.compchemeng.2012.01.003 Del-Muro-Cuellar B, 2007, IND ENG CHEM RES, V46, P4906, DOI 10.1021/ie061203k Delrot S, 2012, ENG APPL ARTIF INTEL, V25, P1558, DOI 10.1016/j.engappai.2012.08.004 Di Ruscio D, 2009, LINEAR POLYNOMIAL ES Di Ciccio MP, 2011, CHEM ENG SCI, V66, P4780, DOI 10.1016/j.ces.2011.06.038 Dochain D, 2003, J PROCESS CONTR, V13, P801, DOI 10.1016/S0959-1524(03)00026-X Dochain D, 2009, INT J CONTROL, V82, P1389, DOI 10.1080/00207170802236085 Dochain D, 2000, J PROCESS CONTR, V10, P259, DOI 10.1016/S0959-1524(99)00020-7 DOCHAIN D, 1992, CHEM ENG SCI, V47, P4167, DOI 10.1016/0009-2509(92)85166-9 Dong YL, 2011, INT J SYST SCI, V42, P695, DOI 10.1080/00207720903260143 El Assoudi A, 2002, INT J CONTROL, V75, P784, DOI 10.1080/00207170210141860 ELICABE GE, 1995, IND ENG CHEM RES, V34, P1219, DOI 10.1021/ie00043a026 Escobar RF, 2011, ISA T, V50, P480, DOI 10.1016/j.isatra.2011.03.002 Evangelisti E., 2011, CONTROLLABILITY OBSE Fan SJ, 2004, CHEM ENG SCI, V59, P2811, DOI 10.1016/j.ces.2004.03.020 Farza M, 1997, CHEM ENG SCI, V52, P4251, DOI 10.1016/S0009-2509(97)00190-5 Farza M, 2011, INT J CONTROL, V84, P270, DOI 10.1080/00207179.2010.550014 Fissore D, 2008, CHEM ENG SCI, V63, P1890, DOI 10.1016/j.ces.2007.12.019 Fissore D, 2007, CHEM ENG J, V128, P181, DOI 10.1016/j.cej.2006.09.026 Floquet T, 2004, INT J CONTROL, V77, P622, DOI 10.1080/00207170410001699030 Fuhrmann PA, 2008, LINEAR ALGEBRA APPL, V428, P44, DOI 10.1016/j.laa.2007.08.042 Gajic Z., 2003, INTRO LINEAR NONLINE Goffaux G, 2009, J PROCESS CONTR, V19, P1182, DOI 10.1016/j.jprocont.2009.03.009 Gonzalez J, 2001, CHEM ENG J, V83, P25, DOI 10.1016/S1385-8947(00)00177-7 Gonzalez J, 1998, CHEM ENG J, V69, P105, DOI 10.1016/S1385-8947(97)00122-8 Hadj-Sadok MZ, 2001, J PROCESS CONTR, V11, P299, DOI 10.1016/S0959-1524(99)00074-8 Hajatipour M, 2010, J PROCESS CONTR, V20, P912, DOI 10.1016/j.jprocont.2010.06.015 Hardin HM, 2007, LINEAR ALGEBRA APPL, V425, P571, DOI 10.1016/j.laa.2007.03.007 Hashimoto Y, 2000, COMPUT CHEM ENG, V24, P815, DOI 10.1016/S0098-1354(00)00390-2 HERMANN R, 1977, IEEE T AUTOMAT CONTR, V22, P728, DOI 10.1109/TAC.1977.1101601 Hidayat Z, 2011, IEEE INT S ROB SENS, P166 Himmelblau DM, 2008, IND ENG CHEM RES, V47, P5782, DOI 10.1021/ie800076s Hoang H, 2012, ADV CONTROL CHEM PRO, V8, P377 Huang R, 2010, J PROCESS CONTR, V20, P1150, DOI 10.1016/j.jprocont.2010.06.020 Hulhoven X, 2008, CHEM ENG SCI, V63, P4810, DOI 10.1016/j.ces.2007.11.042 Hulhoven X, 2006, CHEM ENG SCI, V61, P7151, DOI 10.1016/j.ces.2006.06.018 Hulhoven X, 2002, P 15 IFAC WORLD C, P1 Hussain MA, 2002, J FOOD ENG, V51, P239, DOI 10.1016/S0260-8774(01)00063-2 Islamoglu Y, 2003, APPL THERM ENG, V23, P243, DOI 10.1016/S1359-4311(02)00155-2 Iyer NM, 1996, COMPUT CHEM ENG, V20, P1141, DOI 10.1016/0098-1354(95)00223-5 Jafarov EM, 2011, INT J SYST SCI, V42, P567, DOI 10.1080/00207721.2010.533031 James S, 2002, J PROCESS CONTR, V12, P113, DOI 10.1016/S0959-1524(00)00065-2 Jana AK, 2009, COMPUT CHEM ENG, V33, P1484, DOI 10.1016/j.compchemeng.2009.03.005 Jana AK, 2010, 11TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION, ROBOTICS AND VISION (ICARCV 2010), P1393 Jana AK, 2006, CHEM ENG SCI, V61, P4071, DOI 10.1016/j.ces.2006.01.043 Jung J, 2008, INT J CONTROL, V81, P1172, DOI 10.1080/00207170701710974 Kalsi K, 2009, INT J CONTROL, V82, P1157, DOI 10.1080/00207170802488132 Kazantzis N, 2001, SYST CONTROL LETT, V42, P81, DOI 10.1016/S0167-6911(00)00071-2 Kazantzis N, 2005, COMPUT CHEM ENG, V29, P797, DOI 10.1016/j.compchemeng.2004.09.009 Kazantzis N, 2000, IND ENG CHEM RES, V39, P408, DOI 10.1021/ie990321n Khazraee SM, 2010, CHINESE J CHEM ENG, V18, P703 Kim M, 2011, J PROCESS CONTR, V21, P1022, DOI 10.1016/j.jprocont.2011.06.003 Kiss AMN, 2011, J PROCESS CONTR, V21, P1105, DOI 10.1016/j.jprocont.2011.05.001 Ko CL, 2007, J CHIN INST CHEM ENG, V38, P197, DOI 10.1016/j.jcice.2007.04.005 Kordon AK, 1996, COMPUT CHEM ENG, V20, pS1449 Kravaris C, 2012, COMPUT CHEM ENG, V51, P111 Kravaris C, 2007, SYST CONTROL LETT, V56, P730, DOI 10.1016/j.sysconle.2007.05.001 Kuroda C, 2002, NEUROCOMPUTING, V43, P77, DOI 10.1016/S0925-2312(01)00621-X Lafont F, 2011, J PROCESS CONTR, V21, P893, DOI 10.1016/j.jprocont.2011.03.006 Lahiri SK, 2008, CHEM ENG SCI, V63, P1497, DOI 10.1016/j.ces.2007.11.030 Lashkarbolooki M, 2012, SEP SCI TECHNOL, V47, P2450, DOI 10.1080/01496395.2012.665975 LEE JH, 1994, IND ENG CHEM RES, V33, P1530, DOI 10.1021/ie00030a013 Lee S, 2011, IET CONTROL THEORY A, V5, P54, DOI 10.1049/iet-cta.2009.0400 Lee TC, 2000, COMPUT CHEM ENG, V24, P1281, DOI 10.1016/S0098-1354(00)00333-1 Li EG, 2002, COMPUT CHEM ENG, V26, P1253, DOI 10.1016/S0098-1354(02)00092-3 Lin H, 2003, INT J CONTROL, V76, P1644, DOI 10.1080/00207170310001626798 Liu JL, 2007, CONTROL ENG PRACT, V15, P769, DOI 10.1016/j.conengprac.2005.12.005 Liu W, 1999, ARTIF INTELL ENG, V13, P131, DOI 10.1016/S0954-1810(98)00007-7 Liu WJ, 2011, INT J SYST SCI, V42, P349, DOI 10.1080/00207720903513343 Lombardi M, 1999, CHEM ENG SCI, V54, P2689, DOI 10.1016/S0009-2509(98)00417-5 Lopez T, 2004, J PROCESS CONTR, V14, P99, DOI 10.1016/S0959-1524(03)00030-1 Lopez-Negrete R, 2011, J PROCESS CONTR, V21, P909, DOI 10.1016/j.jprocont.2011.03.004 Lopez-Negrete R, 2012, J PROCESS CONTR, V22, P677, DOI 10.1016/j.jprocont.2012.01.013 LUENBERG.DG, 1971, IEEE T AUTOMAT CONTR, VAC16, P596, DOI 10.1109/TAC.1971.1099826 LUENBERGER DG, 1964, IEEE T MIL ELECTRON, VMIL8, P74, DOI 10.1109/TME.1964.4323124 LUENBERG.DG, 1966, IEEE T AUTOMAT CONTR, VAC11, P190, DOI 10.1109/TAC.1966.1098323 LUENBERG.DG, 1967, IEEE T AUTOMAT CONTR, VAC12, P290, DOI 10.1109/TAC.1967.1098584 Mangold M, 2009, CHEM ENG SCI, V64, P646, DOI 10.1016/j.ces.2008.05.039 Maria G, 2000, COMPUT CHEM ENG, V24, P1713, DOI 10.1016/S0098-1354(00)00447-6 Mendez-Acosta HO, 2008, IND ENG CHEM RES, V47, P7715, DOI 10.1021/ie800256e Mesbah A, 2011, J PROCESS CONTR, V21, P652, DOI 10.1016/j.jprocont.2010.11.013 Meseguer J, 2010, J PROCESS CONTR, V20, P944, DOI 10.1016/j.jprocont.2010.06.017 Mishkov RL, 2005, INT J CONTROL, V78, P172, DOI 10.1080/00207170500073806 Mohebbi M, 2011, FOOD BIOPROD PROCESS, V89, P362, DOI 10.1016/j.fbp.2010.08.001 Mohseni SS, 2009, CHEM ENG SCI, V64, P4433, DOI 10.1016/j.ces.2009.07.014 Morel E, 2006, COMPUT CHEM ENG, V31, P78, DOI 10.1016/j.compchemeng.2006.05.003 Moreno JA, 2008, INT J CONTROL, V81, P1062, DOI 10.1080/00207170701636534 Murlidhar GM, 2007, CHEM ENG SCI, V62, P1111, DOI 10.1016/j.ces.2006.11.006 Ng CW, 2004, CHEM ENG PROCESS, V43, P559, DOI 10.1016/S0255-2701(03)00109-0 Ogata K., 1995, DISCRETE TIME CONTRO Olanrewaju MJ, 2006, CHEM ENG SCI, V61, P3386, DOI 10.1016/j.ces.2005.12.009 Oliveira R, 1996, J PROCESS CONTR, V6, P367, DOI 10.1016/0959-1524(95)00037-2 Olivier LE, 2012, J PROCESS CONTR, V22, P3, DOI 10.1016/j.jprocont.2011.11.001 Oya UH, 2002, INT J CONTROL, V75, P1231, DOI 10.1080/00207170210165990 Patnaik PR, 1997, FOOD BIOPROD PROCESS, V75, P239, DOI 10.1205/096030897531649 Patwardhan SC, 2005, J PROCESS CONTR, V15, P819, DOI 10.1016/j.jprocont.2004.08.006 Patwardhan SC, 2006, J PROCESS CONTR, V16, P157, DOI 10.1016/j.jprocont.2005.04.011 Pedret C, 2009, IND ENG CHEM RES, V48, P10986, DOI 10.1021/ie9002377 Pico J, 2009, J PROCESS CONTR, V19, P1314, DOI 10.1016/j.jprocont.2009.04.001 Porru G, 2000, CHEM ENG SCI, V55, P331, DOI 10.1016/S0009-2509(99)00328-0 PORTER LML, 1995, ENG APPL ARTIF INTEL, V8, P261, DOI 10.1016/0952-1976(95)00007-N Poznyak T, 2007, J HAZARD MATER, V146, P661, DOI 10.1016/j.jhazmat.2007.04.103 Prakash J, 2008, J PROCESS CONTR, V18, P504, DOI 10.1016/j.jprocont.2007.08.001 Prakash J., 2011, 2011 International Symposium on Advanced Control of Industrial Processes (ADCONIP 2011) Prakash J, 2010, J PROCESS CONTR, V20, P787, DOI 10.1016/j.jprocont.2010.04.001 Radke A., 2006, AM CONTR C, P6 Raissi T, 2005, J PROCESS CONTR, V15, P537, DOI 10.1016/j.jprocont.2004.10.002 Rezende MCAF, 2008, CHEM ENG SCI, V63, P330, DOI 10.1016/j.ces.2007.09.001 Ahn SM, 1999, IND ENG CHEM RES, V38, P3942, DOI 10.1021/ie990240r Rivera EC, 2010, CHEM ENG PROCESS, V49, P402, DOI 10.1016/j.cep.2010.02.012 Robenack K, 2004, INT J CONTROL, V77, P607, DOI 10.1080/00207170410001682515 Rocha-Cozatl E, 2011, CHEM ENG J, V175, P39, DOI 10.1016/j.cej.2011.09.025 Roffel B, 2003, COMPUT CHEM ENG, V27, P199, DOI 10.1016/S0098-1354(02)00166-7 Ruhm KH, 2008, OBSERVER PROCESS SUR Salehi S, 2008, CHEM ENG SCI, V63, P395, DOI 10.1016/j.ces.2007.09.040 Sandink CA, 2001, IND ENG CHEM RES, V40, P3936, DOI 10.1021/ie0006110 Schaum A, 2008, J PROCESS CONTR, V18, P896, DOI 10.1016/j.jprocont.2008.06.008 Senthil R, 2006, IND ENG CHEM RES, V45, P8678, DOI 10.1021/ie0601753 Sheibat-Othman N, 2008, CHEM ENG J, V140, P529, DOI 10.1016/j.cej.2007.11.039 Singh AK, 2005, P AM CONTR C, V1, P140 Singh AK, 2005, IND ENG CHEM RES, V44, P5645, DOI 10.1021/ie040212v Singh AK, 2005, COMPUT CHEM ENG, V29, P2326, DOI 10.1016/j.compchemeng.2005.05.009 Singh V, 2007, ENG APPL ARTIF INTEL, V20, P249, DOI 10.1016/j.engappai.2006.06.017 Singh V, 2005, CHEM ENG PROCESS, V44, P785, DOI 10.1016/j.cep.2004.08.010 Sivan S, 2007, BIOMOL ENG, V24, P237, DOI 10.1016/j.bioeng.2006.12.001 Soroush M, 1997, CHEM ENG SCI, V52, P387, DOI 10.1016/S0009-2509(96)00391-0 Sotomayor OAZ, 2005, CHEM ENG J, V112, P93, DOI 10.1016/j.cej.2005.07.001 Spurgeon SK, 2008, INT J SYST SCI, V39, P751, DOI 10.1080/00207720701847638 Tronci S, 2005, IND ENG CHEM RES, V44, P9884, DOI 10.1021/ie048751n Tsakalis K., 2013, STABILITY CONTROLLAB Turkdogan-Aydinol FI, 2010, J HAZARD MATER, V182, P460, DOI 10.1016/j.jhazmat.2010.06.054 Vaidya U, 2007, 46 IEEE C DEC CONTR, P3357 Velardi SA, 2009, CHEM ENG RES DES, V87, P1409, DOI 10.1016/j.cherd.2009.03.011 Venkateswarlu C, 2001, CHEM ENG SCI, V56, P5771, DOI 10.1016/S0009-2509(01)00284-6 Vicente M, 2001, IND ENG CHEM RES, V40, P218, DOI 10.1021/ie000387e Vries D, 2010, INT J CONTROL, V83, P1504, DOI 10.1080/00207179.2010.481768 Wang GB, 1997, CHEM ENG SCI, V52, P787, DOI 10.1016/S0009-2509(96)00449-6 Wang J, 2011, IND ENG CHEM RES, V50, P6174, DOI 10.1021/ie1015377 Wang JL, 2010, CHINESE J CHEM ENG, V18, P258 Wang L., 2006, J NAT GAS CHEM, V15, P230, DOI 10.1016/S1003-9953(06)60031-5 Wei HW, 2010, INT J THERM SCI, V49, P143, DOI 10.1016/j.ijthermalsci.2009.06.007 Wei NC, 2007, CAN J CHEM ENG, V85, P936 Welch G., 1995, INTRO KALMAN FILTER Wilson JA, 1997, COMPUT CHEM ENG, V21, P951, DOI 10.1016/S0098-1354(96)00336-5 Yang CX, 2011, CHINESE J CHEM ENG, V19, P299 Yang J, 2011, CHEM ENG RES DES, V89, P125, DOI 10.1016/j.cherd.2010.06.006 Yang J, 2012, IEEE T GEOSCI REMOTE, P1 YASUDA K, 1991, J GUID CONTROL DYNAM, V14, P878, DOI 10.2514/3.20727 Yetilmezsoy K, 2011, COLLOID SURFACE A, V389, P50, DOI 10.1016/j.colsurfa.2011.08.051 Yildiz U, 2005, CHEM ENG RES DES, V83, P433, DOI 10.1205/cherd.03318 Zambare N, 2003, J PROCESS CONTR, V13, P337, DOI 10.1016/S0959-1524(02)00027-6 Zarei J, 2010, IND ENG CHEM RES, V49, P11443, DOI 10.1021/ie100477m Zhang T, 2002, J PROCESS CONTR, V12, P633, DOI 10.1016/S0959-1524(01)00058-0 Zhu FL, 2012, J PROCESS CONTR, V22, P296, DOI 10.1016/j.jprocont.2011.07.007 Zuazua E., 2006, HDB DIFFERENTIAL EQU, V3, P527, DOI DOI 10.1016/S1874-5717(07)80010-7 Ali, Jarinah Mohd Hoang, N. Ha Hussain, M. A. Dochain, Denis Engineering, Faculty /I-7935-2015 Engineering, Faculty /0000-0002-4848-7052 Viet Nam National Foundation for Science and Technology Development (NAFOSTED) 104.99-2014.74; University of Malaya; Ministry of Higher Education UM.C/HIR/MOHE/ENG/25 The authors are grateful to the University of Malaya and the Ministry of Higher Education in Malaysia for supporting this collaborative work under the high impact research grant UM.C/HIR/MOHE/ENG/25.The Viet Nam National Foundation for Science and Technology Development (NAFOSTED) is acknowledged for financial support through project code 104.99-2014.74. 1 PERGAMON-ELSEVIER SCIENCE LTD OXFORD COMPUT CHEM ENG |
| Uncontrolled Keywords: | Review, observer, state estimation, chemical process, artificial neural-network, model-predictive control, extended kalman filter, stirred-tank reactor unstable nonlinear process, batch distillation column, orthonormal basis filters, high-gain observers, ann-based estimator, state estimation, |
| Subjects: | T Technology > T Technology (General) T Technology > TP Chemical technology |
| Divisions: | Faculty of Engineering |
| Depositing User: | Mr Jenal S |
| Date Deposited: | 04 Apr 2016 01:13 |
| Last Modified: | 10 Feb 2021 03:54 |
| URI: | http://eprints.um.edu.my/id/eprint/15727 |
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