{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,8]],"date-time":"2026-02-08T03:59:13Z","timestamp":1770523153332,"version":"3.49.0"},"reference-count":27,"publisher":"Springer Science and Business Media LLC","issue":"4","license":[{"start":{"date-parts":[[2020,6,12]],"date-time":"2020-06-12T00:00:00Z","timestamp":1591920000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,6,12]],"date-time":"2020-06-12T00:00:00Z","timestamp":1591920000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Neural Comput &amp; Applic"],"published-print":{"date-parts":[[2021,2]]},"DOI":"10.1007\/s00521-020-05079-z","type":"journal-article","created":{"date-parts":[[2020,6,12]],"date-time":"2020-06-12T20:02:16Z","timestamp":1591992136000},"page":"1379-1398","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":8,"title":["Neural network and multi-objective optimization of confined flow characteristics on circular cylinder in standing double vortex region"],"prefix":"10.1007","volume":"33","author":[{"given":"Rajendran","family":"Senthilkumar","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Premalatha","family":"Vasudevan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sethuramalingam","family":"Prabhu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2020,6,12]]},"reference":[{"key":"5079_CR1","doi-asserted-by":"publisher","first-page":"2055","DOI":"10.1143\/JPSJ.21.2055","volume":"21","author":"M Kawaguti","year":"1966","unstructured":"Kawaguti M, Jain P (1966) Numerical study of a viscous fluid flow past a circular cylinder. J Phys Soc Jpn 21:2055\u20132062. https:\/\/doi.org\/10.1143\/JPSJ.21.2055","journal-title":"J Phys Soc Jpn"},{"key":"5079_CR2","doi-asserted-by":"publisher","first-page":"11","DOI":"10.1063\/1.1692253","volume":"12","author":"AE Hamielec","year":"1969","unstructured":"Hamielec AE, Raal JD (1969) Numerical studies of viscous flow around circular cylinders. Phys Fluids 12:11\u201317. https:\/\/doi.org\/10.1063\/1.1692253","journal-title":"Phys Fluids"},{"key":"5079_CR3","doi-asserted-by":"publisher","first-page":"471","DOI":"10.1017\/S0022112070001428","volume":"42","author":"SCR Dennis","year":"1970","unstructured":"Dennis SCR, Chang GZ (1970) Numerical solutions for steady flow past a circular cylinder at Reynolds numbers up to 100. J Fluid Mech 42:471\u2013489. https:\/\/doi.org\/10.1017\/S0022112070001428","journal-title":"J Fluid Mech"},{"key":"5079_CR4","doi-asserted-by":"publisher","first-page":"231","DOI":"10.1017\/S0022112077000135","volume":"79","author":"M Coutanceau","year":"1977","unstructured":"Coutanceau M, Bouard R (1977) Experimental determination of the main features of the viscous flow in the wake of a circular cylinder in uniform translation Part 1 Steady flow. J Fluid Mech 79:231\u2013256. https:\/\/doi.org\/10.1017\/S0022112077000135","journal-title":"J Fluid Mech"},{"key":"5079_CR5","doi-asserted-by":"publisher","first-page":"819","DOI":"10.1017\/S0022112080000419","volume":"98","author":"B Fornberg","year":"1980","unstructured":"Fornberg B (1980) A numerical study of steady viscous flow past a circular cylinder. J Fluid Mech 98:819\u2013855. https:\/\/doi.org\/10.1017\/S0022112080000419","journal-title":"J Fluid Mech"},{"key":"5079_CR6","doi-asserted-by":"publisher","first-page":"297","DOI":"10.1016\/0021-9991(85)90089-0","volume":"61","author":"B Fornberg","year":"1985","unstructured":"Fornberg B (1985) Steady viscous flow past a circular cylinder up to Reynolds number 600. J Comput Phys 61:297\u2013320. https:\/\/doi.org\/10.1016\/0021-9991(85)90089-0","journal-title":"J Comput Phys"},{"key":"5079_CR7","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1017\/S0022112086003014","volume":"166","author":"M Braza","year":"1986","unstructured":"Braza M, Chassaing P, Minh HH (1986) Numerical study and physical analysis of the pressure and velocity fields in the near wake of a circular cylinder. J Fluid Mech 166:79\u2013130. https:\/\/doi.org\/10.1017\/S0022112086003014","journal-title":"J Fluid Mech"},{"key":"5079_CR8","doi-asserted-by":"publisher","first-page":"1305","DOI":"10.1063\/1.1668285","volume":"16","author":"M Sahin","year":"2004","unstructured":"Sahin M, Owens RG (2004) A numerical investigation of wall effects up to high blockage ratios on two-dimensional flow past a confined circular cylinder. Flow Phys 16:1305\u20131320. https:\/\/doi.org\/10.1063\/1.1668285","journal-title":"Flow Phys"},{"key":"5079_CR9","doi-asserted-by":"publisher","first-page":"1529","DOI":"10.1016\/j.cep.2004.02.004","volume":"43","author":"J Chakraborty","year":"2004","unstructured":"Chakraborty J, Verma N, Chhabra RP (2004) Wall effects in flow past a circular cylinder in a plane channel: a numerical study. J Chem Eng Proc 43:1529\u20131537. https:\/\/doi.org\/10.1016\/j.cep.2004.02.004","journal-title":"J Chem Eng Proc"},{"key":"5079_CR10","doi-asserted-by":"publisher","first-page":"89","DOI":"10.1017\/s0022112008004904","volume":"620","author":"S Sen","year":"2009","unstructured":"Sen S, Mitatal S, Biswas G (2009) Steady separated flow past a circular cylinder at low Reynolds numbers. J Fluid Mech 620:89\u2013119. https:\/\/doi.org\/10.1017\/s0022112008004904","journal-title":"J Fluid Mech"},{"key":"5079_CR11","doi-asserted-by":"publisher","first-page":"559","DOI":"10.1080\/14786440109462720","volume":"62","author":"K Pearson","year":"1901","unstructured":"Pearson K (1901) On lines and planes of closest fit to systems of points in space. Philos Mag Ser 62:559\u2013572. https:\/\/doi.org\/10.1080\/14786440109462720","journal-title":"Philos Mag Ser"},{"key":"5079_CR12","doi-asserted-by":"publisher","first-page":"417","DOI":"10.1037\/h0071325","volume":"2","author":"H Hotelling","year":"1933","unstructured":"Hotelling H (1933) Analysis of a complex of statistical variables into principal components. J Educ Psychol 2:417\u2013441. https:\/\/doi.org\/10.1037\/h0071325","journal-title":"J Educ Psychol"},{"key":"5079_CR13","doi-asserted-by":"publisher","first-page":"3808","DOI":"10.1016\/j.jmatprotec.2008.08.030","volume":"209","author":"HS Lua","year":"2009","unstructured":"Lua HS, Chang CK, Hwanga NC, Chung CT (2009) Grey relational analysis coupled with principal component analysis for optimization design of the cutting parameters in high-speed end milling. J Mater Process Technol 209:3808\u20133817. https:\/\/doi.org\/10.1016\/j.jmatprotec.2008.08.030","journal-title":"J Mater Process Technol"},{"key":"5079_CR14","doi-asserted-by":"publisher","first-page":"648","DOI":"10.1016\/j.cie.2007.12.020","volume":"56","author":"Y-M Chiang","year":"2009","unstructured":"Chiang Y-M, Hsieh H-H (2009) The use of the Taguchi method with grey relational analysis to optimize the thin-film sputtering process with multiple quality characteristic in color filter manufacturing. Comput Ind Eng 56:648\u2013661. https:\/\/doi.org\/10.1016\/j.cie.2007.12.020","journal-title":"Comput Ind Eng"},{"key":"5079_CR15","doi-asserted-by":"publisher","first-page":"739","DOI":"10.1007\/s00170-010-2754-8","volume":"52","author":"S Manivannan","year":"2011","unstructured":"Manivannan S, Devi SP, Arumugam R, Sudharsan NM (2011) Multi-objective optimization of flat plate heat sink using Taguchi-based Grey relational analysis. Int J Adv Manuf Technol 52:739\u2013749. https:\/\/doi.org\/10.1007\/s00170-010-2754-8","journal-title":"Int J Adv Manuf Technol"},{"issue":"1","key":"5079_CR16","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1007\/s00521-014-1696-8","volume":"26","author":"S Prabhu","year":"2015","unstructured":"Prabhu S, Uma M, Vinayagam BK (2015) Surface roughness prediction using Taguchi-fuzzy logic-neural network analysis for CNT nanofluids based grinding process. Neural Comput Appl 26(1):41\u201355","journal-title":"Neural Comput Appl"},{"issue":"1","key":"5079_CR17","doi-asserted-by":"publisher","first-page":"113","DOI":"10.1006\/jfls.2001.0414","volume":"16","author":"N Fujisawa","year":"2002","unstructured":"Fujisawa N (2002) Neural network control of vortex shedding from a circular cylinder using rotational feedback oscillations. J Fluids Struct 16(1):113\u2013119. https:\/\/doi.org\/10.1006\/jfls.2001.0414","journal-title":"J Fluids Struct"},{"key":"5079_CR18","doi-asserted-by":"publisher","first-page":"047105","DOI":"10.1063\/1.5024595","volume":"30","author":"Xiaowei Jin","year":"2018","unstructured":"Jin Xiaowei, Cheng Peng, Chen Wen-Li, Li Hui (2018) Prediction model of velocity field around circular cylinder over various Reynolds numbers by fusion convolutional neural networks based on pressure on the cylinder. Phys Fluids 30:047105. https:\/\/doi.org\/10.1063\/1.5024595","journal-title":"Phys Fluids"},{"key":"5079_CR19","doi-asserted-by":"publisher","first-page":"68","DOI":"10.3389\/fbuil.2018.00068","volume":"4","author":"PL Fern\u00e1ndez-Cab\u00e1n","year":"2018","unstructured":"Fern\u00e1ndez-Cab\u00e1n PL, Masters FJ, Phillips BM (2018) Predicting roof pressures on a low-rise structure from free stream turbulence using artificial neural networks. Front Built Environ 4:68. https:\/\/doi.org\/10.3389\/fbuil.2018.00068","journal-title":"Front Built Environ"},{"key":"5079_CR20","doi-asserted-by":"publisher","first-page":"104","DOI":"10.1016\/j.euromechflu.2017.08.005","volume":"67","author":"EK Dehkordia","year":"2018","unstructured":"Dehkordia EK, Goodarzia M, Nourbakhshb SH (2018) Optimal active control of laminar flow over a circular cylinder using Taguchi and ANN. Eur J Mech B\/Fluids 67:104\u2013115. https:\/\/doi.org\/10.1016\/j.euromechflu.2017.08.005","journal-title":"Eur J Mech B\/Fluids"},{"key":"5079_CR21","doi-asserted-by":"publisher","first-page":"235","DOI":"10.1103\/physrevb.91.235412","volume":"91","author":"D Valenti","year":"2015","unstructured":"Valenti D, Magazz\u00f9 L, Caldara P, Spagnolo B (2015) Stabilization of quantum meta-stable states by dissipation. Phy Rev B 91:235\u2013412. https:\/\/doi.org\/10.1103\/physrevb.91.235412","journal-title":"Phy Rev B"},{"key":"5079_CR22","doi-asserted-by":"publisher","first-page":"449","DOI":"10.1016\/j.ecolmodel.2008.01.023","volume":"213","author":"D Valenti","year":"2008","unstructured":"Valenti D, Tranchina L, Brai M, Caruso A, Cosentino C, Spagnolo B (2008) Environmental metal pollution considered as noise: effects on the spatial distribution of benthic foraminifera in two Coastal marine areas of Sicily (Southern Italy). Ecol Model 213:449\u2013462","journal-title":"Ecol Model"},{"key":"5079_CR23","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2015.07.023","author":"B Spagnolo","year":"2015","unstructured":"Spagnolo B, Valenti D, Guarcello C, Carollo A, Persano Adorno D, Spezia S, Pizzolato N, DiPaola B (2015) Noise-inducedeffectsinnonlinearrelaxationofcondensedmattersystems, nonlinear science, and non-equilibrium and complex phenomena. Chaos Solitons Fract. https:\/\/doi.org\/10.1016\/j.chaos.2015.07.023","journal-title":"Chaos Solitons Fract"},{"key":"5079_CR24","doi-asserted-by":"publisher","first-page":"120","DOI":"10.1016\/S0378-4371(02)01173-1","volume":"314","author":"A La Barbera","year":"2002","unstructured":"La Barbera A, Spagnolo B (2002) Spatio-temporal patterns in population dynamics. Phys A 314:120\u2013124","journal-title":"Phys A"},{"key":"5079_CR25","doi-asserted-by":"publisher","first-page":"021134","DOI":"10.1103\/PhysRevB.91.235412","volume":"84","author":"Olga A Chichigina","year":"2011","unstructured":"Chichigina Olga A, Dubkov Alexander A, Valenti Davide, Spagnolo Bernardo (2011) Stability in a system subject to noise with regulated periodicity. Phy Rev E 84:021134. https:\/\/doi.org\/10.1103\/PhysRevB.91.235412","journal-title":"Phy Rev E"},{"key":"5079_CR26","doi-asserted-by":"publisher","first-page":"279","DOI":"10.1016\/0045-7930(94)90041-8","volume":"23","author":"SJD D\u2019Alessio","year":"1994","unstructured":"D\u2019Alessio SJD, Dennis SCR (1994) A vorticity model for viscous flow past a cylinder. Comput Fluids 23:279. https:\/\/doi.org\/10.1016\/0045-7930(94)90041-8","journal-title":"Comput Fluids"},{"key":"5079_CR27","doi-asserted-by":"publisher","first-page":"1037","DOI":"10.1007\/s00231-005-0074-6","volume":"42","author":"S Mettu","year":"2006","unstructured":"Mettu S, Verma N, Chhabra RP (2006) Momentum and heat transfer from an asymmetrically confined circular cylinder in a plane channel. Int J Heat Mass Transf 42:1037\u20131048","journal-title":"Int J Heat Mass Transf"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-020-05079-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00521-020-05079-z\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-020-05079-z.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,6,11]],"date-time":"2021-06-11T23:33:55Z","timestamp":1623454435000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00521-020-05079-z"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,6,12]]},"references-count":27,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2021,2]]}},"alternative-id":["5079"],"URL":"https:\/\/doi.org\/10.1007\/s00521-020-05079-z","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,6,12]]},"assertion":[{"value":"14 December 2019","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"3 June 2020","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"12 June 2020","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}