{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,22]],"date-time":"2025-10-22T18:16:22Z","timestamp":1761156982122,"version":"3.40.3"},"publisher-location":"Cham","reference-count":27,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783030578015"},{"type":"electronic","value":"9783030578022"}],"license":[{"start":{"date-parts":[[2020,8,29]],"date-time":"2020-08-29T00:00:00Z","timestamp":1598659200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,8,29]],"date-time":"2020-08-29T00:00:00Z","timestamp":1598659200000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2021]]},"DOI":"10.1007\/978-3-030-57802-2_44","type":"book-chapter","created":{"date-parts":[[2020,8,28]],"date-time":"2020-08-28T07:05:27Z","timestamp":1598598327000},"page":"460-469","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Unsupervised Data Analysis of Direct Numerical Simulation of a Turbulent Flame via Local Principal Component Analysis and Procustes Analysis"],"prefix":"10.1007","author":[{"given":"Giuseppe","family":"D\u2019Alessio","sequence":"first","affiliation":[]},{"given":"Antonio","family":"Attili","sequence":"additional","affiliation":[]},{"given":"Alberto","family":"Cuoci","sequence":"additional","affiliation":[]},{"given":"Heinz","family":"Pitsch","sequence":"additional","affiliation":[]},{"given":"Alessandro","family":"Parente","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2020,8,29]]},"reference":[{"key":"44_CR1","volume-title":"International Encyclopedia of Statistical Science","author":"I Jolliffe","year":"2011","unstructured":"Jolliffe, I.: Principal component analysis. In: Lovric, M. (ed.) International Encyclopedia of Statistical Science. Springer, Heidelberg (2011)"},{"issue":"1","key":"44_CR2","doi-asserted-by":"publisher","first-page":"1563","DOI":"10.1016\/j.proci.2008.06.147","volume":"32","author":"JC Sutherland","year":"2009","unstructured":"Sutherland, J.C., Parente, A.: Combustion modeling using principal component analysis. Proc. Combust. Inst. 32(1), 1563\u20131570 (2009)","journal-title":"Proc. Combust. Inst."},{"key":"44_CR3","doi-asserted-by":"crossref","unstructured":"Sakurada, M., Yairi, T.: Anomaly detection using autoencoders with nonlinear dimensionality reduction. In: Proceedings of the MLSDA 2014 2nd Workshop on Machine Learning for Sensory Data Analysis, p. 4. ACM (2014)","DOI":"10.1145\/2689746.2689747"},{"issue":"9","key":"44_CR4","doi-asserted-by":"publisher","first-page":"4622","DOI":"10.1016\/j.ijhydene.2013.12.195","volume":"39","author":"H Mirgolbabaei","year":"2014","unstructured":"Mirgolbabaei, H., Echekki, T., Smaoui, N.: A nonlinear principal component analysis approach for turbulent combustion composition space. Int. J. Hydrogen Energy 39(9), 4622\u20134633 (2014)","journal-title":"Int. J. Hydrogen Energy"},{"key":"44_CR5","unstructured":"Bansal, G., Mascarenhas, A.A., Chen, J.H.: Identification of intrinsic low dimensional manifolds in turbulent combustion using an Isomap based technique. Technical report, Sandia National Lab (SNL-CA), Livermore, CA (United States) (2011)"},{"issue":"4","key":"44_CR6","doi-asserted-by":"publisher","first-page":"795","DOI":"10.1080\/13647830.2018.1457799","volume":"22","author":"T Grenga","year":"2018","unstructured":"Grenga, T., MacArt, J.F., Mueller, M.E.: Dynamic mode decomposition of a direct numerical simulation of a turbulent premixed planar jet flame: convergence of the modes. Combust. Theory Model. 22(4), 795\u2013811 (2018)","journal-title":"Combust. Theory Model."},{"issue":"5","key":"44_CR7","doi-asserted-by":"publisher","first-page":"605","DOI":"10.1016\/j.envsoft.2010.12.002","volume":"26","author":"M Liukkonen","year":"2011","unstructured":"Liukkonen, M., Hiltunen, T., H\u00e4likk\u00e4, E., Hiltunen, Y.: Modeling of the fluidized bed combustion process and NOx emissions using self-organizing maps: an application to the diagnosis of process states. Environ. Model. Softw. 26(5), 605\u2013614 (2011)","journal-title":"Environ. Model. Softw."},{"issue":"1","key":"44_CR8","doi-asserted-by":"publisher","first-page":"61","DOI":"10.1088\/1364-7830\/4\/1\/304","volume":"4","author":"JA Blasco","year":"2000","unstructured":"Blasco, J.A., Fueyo, N., Dopazo, C., Chen, J.Y.: A self-organizing-map approach to chemistry representation in combustion applications. Combust. Theory Model. 4(1), 61\u201376 (2000)","journal-title":"Combust. Theory Model."},{"key":"44_CR9","doi-asserted-by":"crossref","unstructured":"Fooladgar, E., Duwig, C.: Identification of combustion trajectories using t-distributed stochastic neighbor embedding (t-SNE). In: Salvetti, M., Armenio, V., Fr\u00f6hlich, J., Geurts, B., Kuerten, H. (eds.) Direct and Large-Eddy Simulation XI, pp. 245\u2013251. Springer, Cham (2019)","DOI":"10.1007\/978-3-030-04915-7_33"},{"key":"44_CR10","doi-asserted-by":"publisher","first-page":"226","DOI":"10.1016\/j.combustflame.2018.01.014","volume":"191","author":"E Fooladgar","year":"2018","unstructured":"Fooladgar, E., Duwig, C.: A new post-processing technique for analyzing high-dimensional combustion data. Combust. Flame 191, 226\u2013238 (2018)","journal-title":"Combust. Flame"},{"issue":"7","key":"44_CR11","doi-asserted-by":"publisher","first-page":"1493","DOI":"10.1162\/neco.1997.9.7.1493","volume":"9","author":"N Kambhatla","year":"1997","unstructured":"Kambhatla, N., Leen, T.K.: Dimension reduction by local principal component analysis. Neural Comput. 9(7), 1493\u20131516 (1997)","journal-title":"Neural Comput."},{"issue":"2","key":"44_CR12","doi-asserted-by":"publisher","first-page":"3333","DOI":"10.1016\/j.proci.2010.05.108","volume":"33","author":"A Parente","year":"2011","unstructured":"Parente, A., Sutherland, J.C., Dally, B.B., Tognotti, L., Smith, P.J.: Investigation of the mild combustion regime via principal component analysis. Proc. Combust. Inst. 33(2), 3333\u20133341 (2011)","journal-title":"Proc. Combust. Inst."},{"issue":"1","key":"44_CR13","doi-asserted-by":"publisher","first-page":"1579","DOI":"10.1016\/j.proci.2008.06.177","volume":"32","author":"A Parente","year":"2009","unstructured":"Parente, A., Sutherland, J.C., Tognotti, L., Smith, P.J.: Identification of low-dimensional manifolds in turbulent flames. Proc. Combust. Inst. 32(1), 1579\u20131586 (2009)","journal-title":"Proc. Combust. Inst."},{"issue":"1","key":"44_CR14","first-page":"22","volume":"36","author":"WJ Krzanowski","year":"1987","unstructured":"Krzanowski, W.J.: Selection of variables to preserve multivariate data structure, using principal components. J. Roy. Stat. Soc. Ser. C (Appl. Stat.) 36(1), 22\u201333 (1987)","journal-title":"J. Roy. Stat. Soc. Ser. C (Appl. Stat.)"},{"issue":"7","key":"44_CR15","doi-asserted-by":"publisher","first-page":"1849","DOI":"10.1016\/j.combustflame.2014.01.008","volume":"161","author":"A Attili","year":"2014","unstructured":"Attili, A., Bisetti, F., Mueller, M.E., Pitsch, H.: Formation, growth, and transport of soot in a three-dimensional turbulent non-premixed jet flame. Combust. Flame 161(7), 1849\u20131865 (2014)","journal-title":"Combust. Flame"},{"key":"44_CR16","doi-asserted-by":"publisher","first-page":"192","DOI":"10.1016\/j.combustflame.2016.01.018","volume":"166","author":"A Attili","year":"2016","unstructured":"Attili, A., Bisetti, F., Mueller, M.E., Pitsch, H.: Effects of non-unity Lewis number of gas-phase species in turbulent nonpremixed sooting flames. Combust. Flame 166, 192\u2013202 (2016)","journal-title":"Combust. Flame"},{"issue":"2","key":"44_CR17","doi-asserted-by":"publisher","first-page":"1215","DOI":"10.1016\/j.proci.2014.05.084","volume":"35","author":"A Attili","year":"2015","unstructured":"Attili, A., Bisetti, F., Mueller, M.E., Pitsch, H.: Damk\u00f6hler number effects on soot formation and growth in turbulent nonpremixed flames. Proc. Combust. Inst. 35(2), 1215\u20131223 (2015)","journal-title":"Proc. Combust. Inst."},{"key":"44_CR18","doi-asserted-by":"publisher","first-page":"164","DOI":"10.1016\/j.compfluid.2013.05.018","volume":"84","author":"A Attili","year":"2013","unstructured":"Attili, A., Bisetti, F.: Application of a robust and efficient Lagrangian particle scheme to soot transport in turbulent flames. Comput. Fluids 84, 164\u2013175 (2013)","journal-title":"Comput. Fluids"},{"key":"44_CR19","doi-asserted-by":"publisher","first-page":"504","DOI":"10.1016\/j.compchemeng.2018.05.012","volume":"115","author":"A Bellemans","year":"2018","unstructured":"Bellemans, A., Aversano, G., Coussement, A., Parente, A.: Feature extraction and reduced-order modelling of nitrogen plasma models using principal component analysis. Comput. Chem. Eng. 115, 504\u2013514 (2018)","journal-title":"Comput. Chem. Eng."},{"key":"44_CR20","doi-asserted-by":"publisher","first-page":"68","DOI":"10.1016\/j.combustflame.2019.09.010","volume":"211","author":"G D\u2019Alessio","year":"2020","unstructured":"D\u2019Alessio, G., Parente, A., Stagni, A., Cuoci, A.: Adaptive chemistry via pre-partitioning of composition space and mechanism reduction. Combust. Flame 211, 68\u201382 (2020)","journal-title":"Combust. Flame"},{"issue":"2","key":"44_CR21","doi-asserted-by":"publisher","first-page":"139","DOI":"10.1023\/A:1025669715376","volume":"12","author":"AG Tomboulides","year":"1997","unstructured":"Tomboulides, A.G., Lee, J.C.Y., Orszag, S.A.: Numerical simulation of low Mach number reactive flows. J. Sci. Comput. 12(2), 139\u2013167 (1997)","journal-title":"J. Sci. Comput."},{"issue":"15","key":"44_CR22","doi-asserted-by":"publisher","first-page":"7125","DOI":"10.1016\/j.jcp.2008.03.027","volume":"227","author":"O Desjardins","year":"2008","unstructured":"Desjardins, O., Blanquart, G., Balarac, G., Pitsch, H.: High order conservative finite difference scheme for variable density low Mach number turbulent flows. J. Comput. Phys. 227(15), 7125\u20137159 (2008)","journal-title":"J. Comput. Phys."},{"key":"44_CR23","doi-asserted-by":"publisher","DOI":"10.1017\/CBO9780511526442","volume-title":"Vortex Methods: Theory and Practice","author":"G-H Cottet","year":"2000","unstructured":"Cottet, G.-H., Koumoutsakos, P.D.: Vortex Methods: Theory and Practice. Cambridge University Press, Cambridge (2000)"},{"key":"44_CR24","doi-asserted-by":"publisher","first-page":"457","DOI":"10.1146\/annurev.fluid.37.061903.175753","volume":"37","author":"P Koumoutsakos","year":"2005","unstructured":"Koumoutsakos, P.: Multiscale flow simulations using particles. Ann. Rev. Fluid Mech. 37, 457\u2013487 (2005)","journal-title":"Ann. Rev. Fluid Mech."},{"issue":"1","key":"44_CR25","doi-asserted-by":"publisher","first-page":"317","DOI":"10.1016\/j.combustflame.2011.05.021","volume":"159","author":"F Bisetti","year":"2012","unstructured":"Bisetti, F., Blanquart, G., Mueller, M.E., Pitsch, H.: On the formation and early evolution of soot in turbulent nonpremixed flames. Combust. Flame 159(1), 317\u2013335 (2012)","journal-title":"Combust. Flame"},{"issue":"3","key":"44_CR26","doi-asserted-by":"publisher","first-page":"588","DOI":"10.1016\/j.combustflame.2008.12.007","volume":"156","author":"G Blanquart","year":"2009","unstructured":"Blanquart, G., Pepiot-Desjardins, P., Pitsch, H.: Chemical mechanism for high temperature combustion of engine relevant fuels with emphasis on soot precursors. Combust. Flame 156(3), 588\u2013607 (2009)","journal-title":"Combust. Flame"},{"key":"44_CR27","doi-asserted-by":"publisher","first-page":"422","DOI":"10.1016\/j.compchemeng.2018.09.022","volume":"121","author":"G Aversano","year":"2019","unstructured":"Aversano, G., Bellemans, A., Li, Z., Coussement, A., Gicquel, O., Parente, A.: Application of reduced-order models based on PCA & Kriging for the development of digital twins of reacting flow applications. Comput. Chem. Eng. 121, 422\u2013441 (2019)","journal-title":"Comput. Chem. Eng."}],"container-title":["Advances in Intelligent Systems and Computing","15th International Conference on Soft Computing Models in Industrial and Environmental Applications (SOCO 2020)"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-57802-2_44","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,8,28]],"date-time":"2020-08-28T07:18:05Z","timestamp":1598599085000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-57802-2_44"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,8,29]]},"ISBN":["9783030578015","9783030578022"],"references-count":27,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-57802-2_44","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"type":"print","value":"2194-5357"},{"type":"electronic","value":"2194-5365"}],"subject":[],"published":{"date-parts":[[2020,8,29]]},"assertion":[{"value":"29 August 2020","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"SOCO","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Workshop on Soft Computing Models in Industrial and Environmental Applications","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Burgos","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Spain","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2020","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"16 September 2020","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"18 September 2020","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"15","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"socomoin2020","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/2020.sococonference.eu\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}