{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,3]],"date-time":"2025-10-03T22:32:42Z","timestamp":1759530762645,"version":"3.40.3"},"reference-count":30,"publisher":"Springer Science and Business Media LLC","issue":"5","license":[{"start":{"date-parts":[[2012,7,26]],"date-time":"2012-07-26T00:00:00Z","timestamp":1343260800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Neural Comput & Applic"],"published-print":{"date-parts":[[2013,10]]},"DOI":"10.1007\/s00521-012-1090-3","type":"journal-article","created":{"date-parts":[[2012,7,25]],"date-time":"2012-07-25T01:01:57Z","timestamp":1343178117000},"page":"1407-1419","source":"Crossref","is-referenced-by-count":2,"title":["Visualization maps based on SOM to analyze MIMO systems"],"prefix":"10.1007","volume":"23","author":[{"given":"J. J.","family":"Fuertes","sequence":"first","affiliation":[]},{"given":"M.","family":"Dom\u00ednguez","sequence":"additional","affiliation":[]},{"given":"I.","family":"D\u00edaz","sequence":"additional","affiliation":[]},{"given":"M. A.","family":"Prada","sequence":"additional","affiliation":[]},{"given":"A.","family":"Mor\u00e1n","sequence":"additional","affiliation":[]},{"given":"S.","family":"Alonso","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2012,7,26]]},"reference":[{"issue":"3","key":"1090_CR1","doi-asserted-by":"crossref","first-page":"221","DOI":"10.1016\/S0166-3615(03)00128-3","volume":"52","author":"J Abonyi","year":"2003","unstructured":"Abonyi J, Nemeth S, Csaba V, Vesanto PAJ (2003) Process analysis and product quality estimation by self-organizing maps with an application to polyethylene production. Comput Ind 52(3):221\u2013234. doi: 10.1016\/S0166-3615(03)00128-3","journal-title":"Comput Ind"},{"key":"1090_CR2","volume-title":"Multivariable control systems: an engineering approach","author":"P Albertos","year":"2004","unstructured":"Albertos P, Sala A (2004) Multivariable control systems: an engineering approach. Springer, London"},{"issue":"5","key":"1090_CR3","doi-asserted-by":"crossref","first-page":"1244","DOI":"10.1109\/TNN.2004.832825","volume":"15","author":"GA Barreto","year":"2002","unstructured":"Barreto GA, Araujo AFR (2002) Identification and control of dynamical systems using the self-organizing map. IEEE Trans Neural Netw 15(5):1244\u20131259. doi: 10.1109\/TNN.2004.832825","journal-title":"IEEE Trans Neural Netw"},{"issue":"2","key":"1090_CR4","doi-asserted-by":"crossref","first-page":"445","DOI":"10.1109\/TNN.2005.863422","volume":"17","author":"J Cho","year":"2006","unstructured":"Cho J, Principe JC, Erdogmus D, Motter MA (2006) Modeling and inverse controller design for an unmaned aerial vehicle based on the self-organizing map. IEEE Trans Neural Netw 17(2):445\u2013460. doi: 10.1109\/TNN.2005.863422","journal-title":"IEEE Trans Neural Netw"},{"issue":"12","key":"1090_CR5","doi-asserted-by":"crossref","first-page":"2022","DOI":"10.1016\/j.compchemeng.2010.07.002","volume":"34","author":"F Corona","year":"2010","unstructured":"Corona F, Mulas M, Baratti R, Romagnoli J (2010) On the topological modeling and analysis of industrial process data using the som. Comput Chem Eng 34(12):2022\u20132032. doi: 10.1016\/j.compchemeng.2010.07.002","journal-title":"Comput Chem Eng"},{"issue":"4","key":"1090_CR6","doi-asserted-by":"crossref","first-page":"269","DOI":"10.1016\/S0959-1524(97)00003-6","volume":"7","author":"B Dayal","year":"1997","unstructured":"Dayal B, MacGregor J (1997) Multi-output process identification. J Process Cont 7(4):269\u2013282","journal-title":"J Process Cont"},{"key":"1090_CR7","doi-asserted-by":"crossref","unstructured":"D\u00edaz I, Cuadrado AA, D\u00edez AB, Fuertes JJ, Dom\u00ednguez M, Prada MA (2009) Visualization of MIMO process dynamics using local dynamic modelling with self organizing maps. In: Palmer-Brown D, Draganova C, Pimenidis E, Mouratidis H (eds) Engineering Applications of Neural Networks, Communications in Computer and Information Science, vol. 43, pp. 119\u2013130. Springer, Berlin Heidelberg (2009). doi: 10.1007\/978-3-642-03969-0_12","DOI":"10.1007\/978-3-642-03969-0_12"},{"issue":"4","key":"1090_CR8","first-page":"101","volume":"2","author":"I D\u00edaz","year":"2005","unstructured":"D\u00edaz I, Cuadrado AA, D\u00edez AB, Ojea G (2005) Modelado visual de procesos industriales. Revista Iberoamericana de Autom\u00e1tica e Inform\u00e1tica Industrial 2(4):101\u2013112","journal-title":"Revista Iberoamericana de Autom\u00e1tica e Inform\u00e1tica Industrial"},{"issue":"4","key":"1090_CR9","doi-asserted-by":"crossref","first-page":"2953","DOI":"10.1016\/j.eswa.2007.05.031","volume":"34","author":"I D\u00edaz","year":"2008","unstructured":"D\u00edaz I, Dom\u00ednguez M, Cuadrado AA, Fuertes JJ (2008) A new approach to exploratory analysis of system dynamics using SOM. Application to industrial processes. Expert Syst Appl 34(4):2953\u20132965. doi: 10.1016\/j.eswa.2007.05.031","journal-title":"Expert Syst Appl"},{"issue":"6","key":"1090_CR10","doi-asserted-by":"crossref","first-page":"757","DOI":"10.1016\/j.engappai.2006.11.017","volume":"20","author":"M Dom\u00ednguez","year":"2007","unstructured":"Dom\u00ednguez M, Reguera P, Fuertes JJ, D\u00edaz I, Cuadrado AA (2007) Internet-based remote supervision of industrial processes using self-organizing maps. Eng Appl Artif Intell 20(6):757\u2013765. doi: 10.1016\/j.engappai.2006.11.017","journal-title":"Eng Appl Artif Intell"},{"issue":"20","key":"1090_CR11","first-page":"46","volume":"3","author":"W Eckerson","year":"1995","unstructured":"Eckerson W (1995) Three tier client\/server architectures: achieving scalability, performance, and efficiency in client\/server applications. Open Inf Syst 3(20):46\u201350","journal-title":"Open Inf Syst"},{"issue":"1","key":"1090_CR12","doi-asserted-by":"crossref","first-page":"8","DOI":"10.1016\/j.engappai.2009.06.001","volume":"23","author":"JJ Fuertes","year":"2010","unstructured":"Fuertes JJ, Dom\u00ednguez M, Reguera P, Prada MA, D\u00edaz I, Cuadrado AA (2010) Visual dynamic model based on self-organizing maps for supervision and fault detection in industrial processes. Eng Appl Artif Intell 23(1):8\u201317. doi: 10.1016\/j.engappai.2009.06.001","journal-title":"Eng Appl Artif Intell"},{"key":"1090_CR13","doi-asserted-by":"crossref","unstructured":"Fuertes JJ, Prada MA, Dom\u00ednguez M, Reguera P, D\u00edaz I, D\u00edez AB (2008) Visualization of dynamic parameters of a multivariable system using Self-organizing maps. In: 17th IFAC World Congress. Seoul. doi: 10.3182\/20080706-5-KR-1001.01863","DOI":"10.3182\/20080706-5-KR-1001.01863"},{"issue":"7","key":"1090_CR14","doi-asserted-by":"crossref","first-page":"10,274","DOI":"10.1016\/j.eswa.2009.01.072","volume":"36","author":"M Heikkinen","year":"2009","unstructured":"Heikkinen M, Hiltunen T, Liukkonen M, Kettunen A, Kuivalainen R, Hiltunen Y (2009) A modelling and optimization system for fluidized bed power plants. Expert Syst Appl 36(7):10,274\u201310,279. doi: 10.1016\/j.eswa.2009.01.072","journal-title":"Expert Syst Appl"},{"issue":"3","key":"1090_CR15","doi-asserted-by":"crossref","first-page":"456","DOI":"10.1109\/87.845876","volume":"8","author":"KH Johansson","year":"2000","unstructured":"Johansson KH (2000) The quadruple\u2013tank process: a multivariable laboratory process with an adjustable zero. IEEE Transact Control Syst Technol 8(3):456\u2013465","journal-title":"IEEE Transact Control Syst Technol"},{"key":"1090_CR16","doi-asserted-by":"crossref","unstructured":"Kohonen T (1990) The self-organizing map. In: Proceedings of the IEEE 78:1464\u20131480","DOI":"10.1109\/5.58325"},{"key":"1090_CR17","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-642-56927-2","volume-title":"Self-organizing maps, 3rd edn","author":"T Kohonen","year":"2001","unstructured":"Kohonen T (2001) Self-organizing maps, 3rd edn. Springer, New York Inc, Secaucus, NJ"},{"issue":"10","key":"1090_CR18","doi-asserted-by":"crossref","first-page":"1358","DOI":"10.1109\/5.537105","volume":"84","author":"T Kohonen","year":"1996","unstructured":"Kohonen T, Oja E, Simula O, Visa A, Kangas J (1996) Engineering applications of the self-organizing map. Proc IEEE 84(10):1358\u201384","journal-title":"Proc IEEE"},{"key":"1090_CR19","doi-asserted-by":"crossref","unstructured":"Kwak S, Lim C, Metzger R Jr, Rodriguez A (1999) Multivariable submarine control system analysis and design using an interactive visualization tool. In: Proc. of the 1999 American Control Conference 5:3427\u20133431. IEEE","DOI":"10.1109\/ACC.1999.782401"},{"key":"1090_CR20","doi-asserted-by":"crossref","DOI":"10.1007\/978-0-387-39351-3","volume-title":"Nonlinear dimensionality reduction. Information science and statistics","author":"JA Lee","year":"2007","unstructured":"Lee JA, Verleysen M (2007) Nonlinear dimensionality reduction. Information science and statistics. Springer, New York"},{"key":"1090_CR21","doi-asserted-by":"crossref","unstructured":"Ljung L (2002) Identification for control: simple process models. Proceedings of the 41st IEEE Conference on Decision and Control, 2002 4:4652\u20134657. doi: 10.1109\/CDC.2002.1185112","DOI":"10.1109\/CDC.2002.1185112"},{"key":"1090_CR22","first-page":"1","volume":"3","author":"M Oja","year":"2003","unstructured":"Oja M, Kaski S, Kohonen T (2003) Bibliography of self-organizing map (SOM) papers: 1998\u20132001 addendum. Neural Comput Surv 3:1\u2013156","journal-title":"Neural Comput Surv"},{"issue":"1","key":"1090_CR23","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1016\/j.conengprac.2008.05.005","volume":"17","author":"H Peng","year":"2009","unstructured":"Peng H, Wu J, Inoussa G, Deng Q, Nakano K (2009) Nonlinear system modeling and predictive control using the RBF nets-based quasi-linear ARX model. Control Eng Pract 17(1):59\u201366. doi: 10.1016\/j.conengprac.2008.05.005","journal-title":"Control Eng Pract"},{"key":"1090_CR24","doi-asserted-by":"crossref","unstructured":"P\u00f6lzlbauer G, Dittenbach M, Rauber A (2006) Advanced visualization of self-organizing maps with vector fields. Neural Netw (19):911\u2013922. doi: 10.1016\/j.neunet.2006.05.013","DOI":"10.1016\/j.neunet.2006.05.013"},{"issue":"11","key":"1090_CR25","doi-asserted-by":"crossref","first-page":"2240","DOI":"10.1109\/5.726789","volume":"86","author":"J Principe","year":"1998","unstructured":"Principe J, Wang L, Motter M (1998) Local dynamic modeling with self-organizing maps and applications to nonlinear system identification and control. Proc IEEE 86(11):2240\u20132258","journal-title":"Proc IEEE"},{"key":"1090_CR26","volume-title":"Multivariable Feedback Control \u2013 Analysis and Design","author":"S Skogestad","year":"1996","unstructured":"Skogestad S, Postlethwaite I (1996) Multivariable Feedback Control \u2013 Analysis and Design. Wiley, Chichester"},{"issue":"10\u201312","key":"1090_CR27","doi-asserted-by":"crossref","first-page":"1993","DOI":"10.1016\/j.neucom.2009.10.021","volume":"73","author":"LGM Souza","year":"2010","unstructured":"Souza LGM, Barreto GA (2010) On building local models for inverse system identification with vector quantization algorithms. Neurocomputing 73(10\u201312):1993\u20132005. doi: 10.1016\/j.neucom.2009.10.021","journal-title":"Neurocomputing"},{"issue":"4","key":"1090_CR28","doi-asserted-by":"crossref","first-page":"549","DOI":"10.1109\/TNN.2008.2005409","volume":"20","author":"K Tasdemir","year":"2009","unstructured":"Tasdemir K, Mer\u00e9nyi E (2009) Exploiting data topology in visualization and clustering of self-organizing maps. IEEE Transact Neural Netw 20(4):549\u2013562. doi: 10.1109\/TNN.2008.2005409","journal-title":"IEEE Transact Neural Netw"},{"issue":"3","key":"1090_CR29","doi-asserted-by":"crossref","first-page":"327","DOI":"10.1016\/S0098-1354(02)00162-X","volume":"27","author":"V Venkatasubramanian","year":"2003","unstructured":"Venkatasubramanian V, Rengaswamy R, Kavuri S, Yin K (2003) A review of process fault detection and diagnosis part III: Process history based methods. Comput Chem Eng 27(3):327\u2013346. doi: 10.1016\/S0098-1354(02)00162-X","journal-title":"Comput Chem Eng"},{"issue":"2","key":"1090_CR30","doi-asserted-by":"crossref","first-page":"111","DOI":"10.1016\/S1088-467X(99)00013-X","volume":"3","author":"J Vesanto","year":"1999","unstructured":"Vesanto J (1999) SOM-based data visualization methods. Intell Data Anal 3(2):111\u2013126","journal-title":"Intell Data Anal"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-012-1090-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00521-012-1090-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-012-1090-3","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,4,5]],"date-time":"2025-04-05T10:03:11Z","timestamp":1743847391000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00521-012-1090-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2012,7,26]]},"references-count":30,"journal-issue":{"issue":"5","published-print":{"date-parts":[[2013,10]]}},"alternative-id":["1090"],"URL":"https:\/\/doi.org\/10.1007\/s00521-012-1090-3","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"type":"print","value":"0941-0643"},{"type":"electronic","value":"1433-3058"}],"subject":[],"published":{"date-parts":[[2012,7,26]]}}}