{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,23]],"date-time":"2026-01-23T10:02:22Z","timestamp":1769162542288,"version":"3.49.0"},"reference-count":31,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2020,9,7]],"date-time":"2020-09-07T00:00:00Z","timestamp":1599436800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,9,7]],"date-time":"2020-09-07T00:00:00Z","timestamp":1599436800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"funder":[{"name":"Department of Science and Technology, Ministry of Science and Technology","award":["SR\/FST\/College\/2014"],"award-info":[{"award-number":["SR\/FST\/College\/2014"]}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Evolving Systems"],"published-print":{"date-parts":[[2021,3]]},"DOI":"10.1007\/s12530-020-09354-1","type":"journal-article","created":{"date-parts":[[2020,9,7]],"date-time":"2020-09-07T15:03:47Z","timestamp":1599491027000},"page":"225-231","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":11,"title":["A simulated annealing optimization algorithm based nonlinear model predictive control strategy with application"],"prefix":"10.1007","volume":"12","author":[{"given":"M.","family":"Mallaiah","sequence":"first","affiliation":[]},{"given":"K.","family":"Rama Rao","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0002-7058-3825","authenticated-orcid":false,"given":"Ch.","family":"Venkateswarlu","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2020,9,7]]},"reference":[{"issue":"1","key":"9354_CR1","doi-asserted-by":"publisher","first-page":"7","DOI":"10.7763\/IJET.2009.V1.2","volume":"1","author":"M Alipoor","year":"2009","unstructured":"Alipoor M, Zeinali M, Sadoghi Yazdi H (2009) Fuzzy temperature control in a batch polymerization reactor using ANFIS method. Int J Eng Technol 1(1):7\u201312","journal-title":"Int J Eng Technol"},{"key":"9354_CR2","doi-asserted-by":"publisher","first-page":"29","DOI":"10.1016\/j.asoc.2016.05.036","volume":"48","author":"G Andonovski","year":"2016","unstructured":"Andonovski G, Angelov P, Bla\u017ei\u010d S, \u0160krjanc I (2016) A practical implementation of robust evolving cloud-based controller with normalized data space for heat-exchanger plant. Appl Soft Comput 48:29\u201338","journal-title":"Appl Soft Comput"},{"key":"9354_CR3","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-02384-3","volume-title":"Empirical Approach to Machine Learning. Part of the Studies in Computational Intelligence book series","author":"PP Angelov","year":"2019","unstructured":"Angelov PP, Gu X (2019) Empirical Approach to Machine Learning. Part of the Studies in Computational Intelligence book series. Springer, Cham"},{"issue":"10","key":"9354_CR4","doi-asserted-by":"publisher","first-page":"2981","DOI":"10.1109\/TCYB.2017.2753880","volume":"48","author":"PP Angelov","year":"2017","unstructured":"Angelov PP, Gu X, Pr\u00edncipe JC (2017) A generalized methodology for data analysis. IEEE Transact Cybern 48(10):2981\u20132993","journal-title":"IEEE Transact Cybern"},{"issue":"2\u20137","key":"9354_CR5","doi-asserted-by":"publisher","first-page":"1069","DOI":"10.1016\/S0098-1354(00)00526-3","volume":"24","author":"N Aziz","year":"2000","unstructured":"Aziz N, Hussain MA, Mujtaba IM (2000) Performance of different types of controllers in tracking optimal temperature profiles in batch reactors. Comput Chem Eng 24(2\u20137):1069\u20131075","journal-title":"Comput Chem Eng"},{"issue":"3","key":"9354_CR6","doi-asserted-by":"publisher","first-page":"1324","DOI":"10.1109\/TFUZZ.2017.2719619","volume":"26","author":"RJ Bao","year":"2018","unstructured":"Bao RJ, Rong HJ, Angelov PP, Chen B, Wong PK (2018) Correntropy based evolving fuzzy neural system. IEEE Trans Fuzzy Syst 26(3):1324\u20131338","journal-title":"IEEE Trans Fuzzy Syst"},{"issue":"2","key":"9354_CR7","doi-asserted-by":"publisher","first-page":"327","DOI":"10.1109\/9.250485","volume":"38","author":"EF Camacho","year":"1993","unstructured":"Camacho EF (1993) Constrained generalized predictive control. IEEE Trans Autom Control 38(2):327\u2013332","journal-title":"IEEE Trans Autom Control"},{"issue":"5","key":"9354_CR8","doi-asserted-by":"publisher","first-page":"725","DOI":"10.1002\/aic.690350504","volume":"35","author":"WB Dolan","year":"1989","unstructured":"Dolan WB, Cummings PT, LeVan MD (1989) Process optimization via simulated annealing: application to network design. AIChE J 35(5):725\u2013736","journal-title":"AIChE J"},{"issue":"4","key":"9354_CR9","doi-asserted-by":"publisher","first-page":"705","DOI":"10.1016\/0009-2509(92)80263-C","volume":"47","author":"JW Eaton","year":"1992","unstructured":"Eaton JW, Rawlings JB (1992) Model-predictive control of chemical processes. Chem Eng Sci 47(4):705\u2013720","journal-title":"Chem Eng Sci"},{"issue":"7\u20139","key":"9354_CR10","doi-asserted-by":"publisher","first-page":"1401","DOI":"10.1016\/j.neucom.2007.05.013","volume":"71","author":"EE Ekpo","year":"2008","unstructured":"Ekpo EE, Mujtaba IM (2008) Evaluation of neural networks-based controllers in batch polymerisation of methyl methacrylate. Neurocomputing 71(7\u20139):1401\u20131412","journal-title":"Neurocomputing"},{"issue":"4","key":"9354_CR11","doi-asserted-by":"publisher","first-page":"651","DOI":"10.1016\/0005-1098(90)90044-I","volume":"26","author":"R Haber","year":"1990","unstructured":"Haber R, Unbehauen H (1990) Structure identification of nonlinear dynamic systems\u2014a survey on input\/output approaches. Automatica 26(4):651\u2013677","journal-title":"Automatica"},{"issue":"1","key":"9354_CR12","doi-asserted-by":"publisher","first-page":"34","DOI":"10.1002\/ceat.270150107","volume":"15","author":"R Haldar","year":"1992","unstructured":"Haldar R, Rao DP (1992) Experimental studies on parametric sensitivity of a batch reactor. Chem Eng Technol 15(1):34\u201338","journal-title":"Chem Eng Technol"},{"issue":"4","key":"9354_CR13","doi-asserted-by":"publisher","first-page":"227","DOI":"10.1016\/0098-1354(92)80044-A","volume":"16","author":"E Hern\u00e1ndez","year":"1992","unstructured":"Hern\u00e1ndez E, Arkun Y (1992) Study of the control-relevant properties of backpropagation neural network models of nonlinear dynamical systems. Comput Chem Eng 16(4):227\u2013240","journal-title":"Comput Chem Eng"},{"issue":"5","key":"9354_CR14","doi-asserted-by":"publisher","first-page":"516","DOI":"10.1007\/BF02707159","volume":"17","author":"MA Hussain","year":"2000","unstructured":"Hussain MA, Kittisupakorn P, Kershenbaum L (2000) The use of a partially simulated exothermic reactor to test nonlinear algorithms. Korean J Chem Eng 17(5):516\u2013523","journal-title":"Korean J Chem Eng"},{"issue":"1","key":"9354_CR15","doi-asserted-by":"publisher","first-page":"8","DOI":"10.12720\/joace.2.1.8-19","volume":"2","author":"H Jazayeri-Rad","year":"2014","unstructured":"Jazayeri-Rad H, Shahbaznezhad M (2014) Optimizing the open-and closed-loop operations of a batch reactor. J Autom Control Eng 2(1):8\u201319","journal-title":"J Autom Control Eng"},{"issue":"3","key":"9354_CR16","doi-asserted-by":"publisher","first-page":"597","DOI":"10.1021\/i200026a032","volume":"23","author":"A Jutan","year":"1984","unstructured":"Jutan A, Uppal A (1984) Combined feedforward-feedback servo control scheme for an exothermic batch reactor. Ind Eng Chem Process Des Develop 23(3):597\u2013602","journal-title":"Ind Eng Chem Process Des Develop"},{"issue":"4598","key":"9354_CR17","doi-asserted-by":"publisher","first-page":"671","DOI":"10.1126\/science.220.4598.671","volume":"220","author":"S Kirkpatrick","year":"1983","unstructured":"Kirkpatrick S, Gelatt CD, Vecchi MP (1983) Optimization by simulated annealing. Science 220(4598):671\u2013680","journal-title":"Science"},{"issue":"1\u20132","key":"9354_CR18","doi-asserted-by":"publisher","first-page":"73","DOI":"10.1016\/0098-1354(89)89008-8","volume":"13","author":"C Kravaris","year":"1989","unstructured":"Kravaris C, Wright RA, Carrier JF (1989) Nonlinear controllers for trajectory tracking in batch processes. Comput Chem Eng 13(1\u20132):73\u201382","journal-title":"Comput Chem Eng"},{"issue":"10","key":"9354_CR19","doi-asserted-by":"publisher","first-page":"2175","DOI":"10.1002\/aic.690451016","volume":"45","author":"KS Lee","year":"1999","unstructured":"Lee KS, Chin I-S, Lee HJ, Lee JH (1999) Model predictive control technique combined with iterative learning for batch processes. AIChE J 45(10):2175\u20132187","journal-title":"AIChE J"},{"key":"9354_CR20","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1155\/2013\/750190","volume":"2013","author":"P Mercorelli","year":"2013","unstructured":"Mercorelli P (2013) A multilevel inverter bridge control structure with energy storage using model predictive control for flat systems. J Eng 2013:1\u201315","journal-title":"J Eng"},{"issue":"5","key":"9354_CR21","doi-asserted-by":"publisher","first-page":"314","DOI":"10.25046\/aj040540","volume":"4","author":"P Mercorelli","year":"2019","unstructured":"Mercorelli P (2019) Stability analysis of a linear model predictive control and its application in a water recovery process. Adv Sci Technol Eng Syst J 4(5):314\u2013320","journal-title":"Adv Sci Technol Eng Syst J"},{"key":"9354_CR22","doi-asserted-by":"crossref","unstructured":"Mercorelli P, Kubasiak N, Liu S (2004) Multilevel bridge governor by using model predictive control in wavelet packets for tracking trajectories. In: IEEE International conference on robotics and automation, 2004. Proceedings of the ICRA'04, vol 4, IEEE, pp 4079\u20134084","DOI":"10.1109\/ROBOT.2004.1308909"},{"issue":"7","key":"9354_CR23","doi-asserted-by":"publisher","first-page":"839","DOI":"10.1016\/j.conengprac.2006.05.004","volume":"15","author":"ZK Nagy","year":"2007","unstructured":"Nagy ZK, Mahn B, Franke R, Allg\u00f6wer F (2007) Evaluation study of an efficient output feedback nonlinear model predictive control for temperature tracking in an industrial batch reactor. Control Eng Pract 15(7):839\u2013850","journal-title":"Control Eng Pract"},{"issue":"2","key":"9354_CR24","doi-asserted-by":"publisher","first-page":"125","DOI":"10.1016\/S0255-2701(97)00047-0","volume":"37","author":"G \u00d6zkan","year":"1998","unstructured":"\u00d6zkan G, Hapoglu H, Alpbaz M (1998) Generalized predictive control of optimal temperature profiles in a polystyrene polymerization reactor. Chem Eng Process 37(2):125\u2013139","journal-title":"Chem Eng Process"},{"issue":"6","key":"9354_CR25","doi-asserted-by":"publisher","first-page":"745","DOI":"10.1007\/BF02698346","volume":"16","author":"SY Park","year":"1999","unstructured":"Park SY, Park S (1999) Nonlinear control of a batch ester-interchange reactor. Korean J Chem Eng 16(6):745\u2013752","journal-title":"Korean J Chem Eng"},{"issue":"1","key":"9354_CR26","doi-asserted-by":"publisher","first-page":"27","DOI":"10.1016\/0098-1354(92)80003-R","volume":"16","author":"GE Rotstein","year":"1992","unstructured":"Rotstein GE, Lewin DR (1992) Control of an unstable batch chemical reactor. Comput Chem Eng 16(1):27\u201349","journal-title":"Comput Chem Eng"},{"key":"9354_CR27","doi-asserted-by":"publisher","first-page":"052033","DOI":"10.1088\/1742-6596\/753\/5\/052033","volume":"753","author":"E Tofighi","year":"2016","unstructured":"Tofighi E, Mahdizadeh A (2016) Automatic weight determination in nonlinear model predictive control of wind turbines using swarm optimization technique, The Science of Making Torque from Wind\" (TORQUE 2016). J Phys Conf Ser 753:052033","journal-title":"J Phys Conf Ser"},{"key":"9354_CR28","volume-title":"Model predictive control","author":"Ch Venkateswarlu","year":"2010","unstructured":"Venkateswarlu Ch (2010) Model predictive control of nonlinear processes. In: Tao Z (ed) Model predictive control. Sciyo Publishers, Croatia"},{"issue":"1","key":"9354_CR29","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1080\/00986440108912867","volume":"186","author":"CH Venkateswarlu","year":"2001","unstructured":"Venkateswarlu CH, Naidu KVS (2001) Adaptive fuzzy model based predictive control of an exothermic batch chemical reactor. Chem Eng Commun 186(1):1\u201323","journal-title":"Chem Eng Commun"},{"issue":"18","key":"9354_CR30","doi-asserted-by":"publisher","first-page":"6949","DOI":"10.1021\/ie070972g","volume":"47","author":"C Venkateswarlu","year":"2008","unstructured":"Venkateswarlu C, Reddy AD (2008) Nonlinear model predictive control of reactive distillation based on stochastic optimization. Ind Eng Chem Res 47(18):6949\u20136960","journal-title":"Ind Eng Chem Res"},{"issue":"23","key":"9354_CR31","doi-asserted-by":"publisher","first-page":"6718","DOI":"10.1016\/j.ces.2005.03.070","volume":"60","author":"C Venkateswarlu","year":"2005","unstructured":"Venkateswarlu C, Venkat Rao K (2005) Dynamic recurrent radial basis function network model predictive control of unstable nonlinear processes. Chem Eng Sci 60(23):6718\u20136732","journal-title":"Chem Eng Sci"}],"container-title":["Evolving Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12530-020-09354-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s12530-020-09354-1\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12530-020-09354-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,9,7]],"date-time":"2021-09-07T00:19:37Z","timestamp":1630973977000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s12530-020-09354-1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,9,7]]},"references-count":31,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2021,3]]}},"alternative-id":["9354"],"URL":"https:\/\/doi.org\/10.1007\/s12530-020-09354-1","relation":{},"ISSN":["1868-6478","1868-6486"],"issn-type":[{"value":"1868-6478","type":"print"},{"value":"1868-6486","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,9,7]]},"assertion":[{"value":"16 September 2019","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"24 August 2020","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"7 September 2020","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}