{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,29]],"date-time":"2026-05-29T17:05:27Z","timestamp":1780074327338,"version":"3.54.0"},"publisher-location":"Berlin, Heidelberg","reference-count":61,"publisher":"Springer Berlin Heidelberg","isbn-type":[{"value":"9783642208584","type":"print"},{"value":"9783642208591","type":"electronic"}],"license":[{"start":{"date-parts":[[2011,1,1]],"date-time":"2011-01-01T00:00:00Z","timestamp":1293840000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2011,1,1]],"date-time":"2011-01-01T00:00:00Z","timestamp":1293840000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2011]]},"DOI":"10.1007\/978-3-642-20859-1_3","type":"book-chapter","created":{"date-parts":[[2011,7,13]],"date-time":"2011-07-13T05:02:10Z","timestamp":1310533330000},"page":"33-59","source":"Crossref","is-referenced-by-count":199,"title":["Surrogate-Based Methods"],"prefix":"10.1007","author":[{"given":"Slawomir","family":"Koziel","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"David Echeverr\u00eda","family":"Ciaurri","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Leifur","family":"Leifsson","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","reference":[{"key":"3_CR1","doi-asserted-by":"publisher","first-page":"337","DOI":"10.1109\/TMTT.2003.820904","volume":"52","author":"J.W. Bandler","year":"2004","unstructured":"Bandler, J.W., Cheng, Q.S., Dakroury, S.A., Mohamed, A.S., Bakr, M.H., Madsen, K., S\u00f8ndergaard, J.: Space mapping: the state of the art. IEEE Trans. Microwave Theory Tech.\u00a052, 337\u2013361 (2004)","journal-title":"IEEE Trans. Microwave Theory Tech."},{"key":"3_CR2","doi-asserted-by":"publisher","first-page":"97","DOI":"10.1017\/S0022112074002023","volume":"64","author":"O. Pironneau","year":"1974","unstructured":"Pironneau, O.: On optimum design in fluid mechanics. J. Fluid Mech.\u00a064, 97\u2013110 (1974)","journal-title":"J. Fluid Mech."},{"key":"3_CR3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.paerosci.2005.02.001","volume":"41","author":"N.V. Queipo","year":"2005","unstructured":"Queipo, N.V., Haftka, R.T., Shyy, W., Goel, T., Vaidynathan, R., Tucker, P.K.: Surrogate-based analysis and optimization. Progress in Aerospace Sciences\u00a041, 1\u201328 (2005)","journal-title":"Progress in Aerospace Sciences"},{"key":"3_CR4","doi-asserted-by":"publisher","first-page":"50","DOI":"10.1016\/j.paerosci.2008.11.001","volume":"45","author":"A.I.J. Forrester","year":"2009","unstructured":"Forrester, A.I.J., Keane, A.J.: Recent advances in surrogate-based optimization. Prog. Aerospace Sciences\u00a045, 50\u201379 (2009)","journal-title":"Aerospace Sciences"},{"key":"3_CR5","doi-asserted-by":"publisher","first-page":"3721","DOI":"10.1109\/TMTT.2006.882894","volume":"54","author":"S. Koziel","year":"2006","unstructured":"Koziel, S., Bandler, J.W., Madsen, K.: A space mapping framework for engineering optimization: theory and implementation. IEEE Trans. Microwave Theory Tech.\u00a054, 3721\u20133730 (2006)","journal-title":"IEEE Trans. Microwave Theory Tech."},{"key":"3_CR6","doi-asserted-by":"publisher","first-page":"105","DOI":"10.1109\/MMM.2008.929554","volume":"9","author":"S. Koziel","year":"2008","unstructured":"Koziel, S., Cheng, Q.S., Bandler, J.W.: Space mapping. IEEE Microwave Magazine\u00a09, 105\u2013122 (2008)","journal-title":"IEEE Microwave Magazine"},{"key":"3_CR7","doi-asserted-by":"publisher","first-page":"413","DOI":"10.1023\/A:1016042505922","volume":"2","author":"N.M. Alexandrov","year":"2001","unstructured":"Alexandrov, N.M., Lewis, R.M.: An overview of first-order model management for engineering optimization. Optimization and Engineering\u00a02, 413\u2013430 (2001)","journal-title":"Optimization and Engineering"},{"key":"3_CR8","first-page":"107","volume":"5","author":"D. Echeverria","year":"2005","unstructured":"Echeverria, D., Hemker, P.W.: Space mapping and defect correction. CMAM Int. Mathematical Journal Computational Methods in Applied Mathematics\u00a05, 107\u2013136 (2005)","journal-title":"CMAM Int. Mathematical Journal Computational Methods in Applied Mathematics"},{"key":"3_CR9","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/BF01197708","volume":"17","author":"A.J. Booker","year":"1999","unstructured":"Booker, A.J., Dennis, J.E., Frank, P.D., Serafini, D.B., Torczon, V., Trosset, M.W.: A rigorous framework for optimization of expensive functions by surrogates. Structural Optimization\u00a017, 1\u201313 (1999)","journal-title":"Structural Optimization"},{"key":"3_CR10","doi-asserted-by":"publisher","first-page":"129","DOI":"10.1007\/PL00007198","volume":"17","author":"T.W. Simpson","year":"2001","unstructured":"Simpson, T.W., Peplinski, J., Koch, P.N., Allen, J.K.: Metamodels for computer-based engineering design: survey and recommendations. Engineering with Computers\u00a017, 129\u2013150 (2001)","journal-title":"Engineering with Computers"},{"key":"3_CR11","doi-asserted-by":"crossref","unstructured":"Conn, A.R., Gould, N.I.M., Toint, P.L.: Trust Region Methods. MPS-SIAM Series on Optimization (2000)","DOI":"10.1137\/1.9780898719857"},{"key":"3_CR12","doi-asserted-by":"crossref","first-page":"16","DOI":"10.1007\/BF01197433","volume":"15","author":"N.M. Alexandrov","year":"1998","unstructured":"Alexandrov, N.M., Dennis, J.E., Lewis, R.M., Torczon, V.: A trust region framework for managing use of approximation models in optimization. Struct. Multidisciplinary Optim.\u00a015, 16\u201323 (1998)","journal-title":"Struct. Multidisciplinary Optim."},{"key":"3_CR13","doi-asserted-by":"publisher","first-page":"193","DOI":"10.1007\/s00791-008-0096-y","volume":"11","author":"D. Echeverr\u00eda","year":"2008","unstructured":"Echeverr\u00eda, D., Hemker, P.W.: Manifold mapping: a two-level optimization technique. Computing and Visualization in Science\u00a011, 193\u2013206 (2008)","journal-title":"Computing and Visualization in Science"},{"key":"3_CR14","doi-asserted-by":"publisher","first-page":"375","DOI":"10.1007\/s11081-007-9032-0","volume":"9","author":"S. Koziel","year":"2008","unstructured":"Koziel, S., Bandler, J.W., Madsen, K.: Quality assessment of coarse models and surrogates for space mapping optimization. Optimization Eng.\u00a09, 375\u2013391 (2008)","journal-title":"Optimization Eng."},{"key":"3_CR15","doi-asserted-by":"crossref","unstructured":"Koziel, S., Bandler, J.W.: Coarse and surrogate model assessment for engineering design optimization with space mapping. In: IEEE MTT-S Int. Microwave Symp. Dig, Honolulu, HI, pp. 107\u2013110 (2007)","DOI":"10.1109\/MWSYM.2007.380266"},{"key":"3_CR16","doi-asserted-by":"publisher","first-page":"541","DOI":"10.1109\/TMTT.2006.890524","volume":"55","author":"S. Koziel","year":"2007","unstructured":"Koziel, S., Bandler, J.W.: Space-mapping optimization with adaptive surrogate model. IEEE Trans. Microwave Theory Tech.\u00a055, 541\u2013547 (2007)","journal-title":"IEEE Trans. Microwave Theory Tech."},{"key":"3_CR17","doi-asserted-by":"crossref","unstructured":"Alexandrov, N.M., Nielsen, E.J., Lewis, R.M., Anderson, W.K.: First-order model management with variable-fidelity physics applied to multi-element airfoil optimization. In: AIAA\/USAF\/NASA\/ISSMO Symposium on Multidisciplinary Design and Optimization, Long Beach, CA, AIAA Paper 2000-4886 (2000)","DOI":"10.2514\/6.2000-4886"},{"key":"3_CR18","doi-asserted-by":"publisher","first-page":"393","DOI":"10.1109\/TMTT.2003.820901","volume":"52","author":"K.-L. Wu","year":"2004","unstructured":"Wu, K.-L., Zhao, Y.-J., Wang, J., Cheng, M.K.K.: An effective dynamic coarse model for optimization design of LTCC RF circuits with aggressive space mapping. IEEE Trans. Microwave Theory Tech.\u00a052, 393\u2013402 (2004)","journal-title":"IEEE Trans. Microwave Theory Tech."},{"key":"3_CR19","doi-asserted-by":"publisher","first-page":"2814","DOI":"10.2514\/1.36043","volume":"46","author":"T.D. Robinson","year":"2008","unstructured":"Robinson, T.D., Eldred, M.S., Willcox, K.E., Haimes, R.: Surrogate-based optimization using multifidelity models with variable parameterization and corrected space mapping. AIAA Journal\u00a046, 2814\u20132822 (2008)","journal-title":"AIAA Journal"},{"key":"3_CR20","unstructured":"S\u00f8ndergaard, J.: Optimization using surrogate models \u2013 by the space mapping technique. Ph.D. Thesis, Informatics and Mathematical Modelling, Technical University of Denmark, Lyngby (2003)"},{"key":"3_CR21","doi-asserted-by":"publisher","first-page":"707","DOI":"10.1016\/j.ejor.2007.10.013","volume":"192","author":"J.P.C. Kleijnen","year":"2009","unstructured":"Kleijnen, J.P.C.: Kriging metamodeling in simulation: a review. European Journal of Operational Research\u00a0192, 707\u2013716 (2009)","journal-title":"European Journal of Operational Research"},{"key":"3_CR22","doi-asserted-by":"publisher","first-page":"420","DOI":"10.1109\/TMTT.2003.820897","volume":"52","author":"J.E. Rayas-Sanchez","year":"2004","unstructured":"Rayas-Sanchez, J.E.: EM-based optimization of microwave circuits using artificial neural networks: the state-of-the-art. IEEE Trans. Microwave Theory Tech.\u00a052, 420\u2013435 (2004)","journal-title":"IEEE Trans. Microwave Theory Tech."},{"key":"3_CR23","doi-asserted-by":"crossref","unstructured":"Giunta, A.A., Wojtkiewicz, S.F., Eldred, M.S.: Overview of modern design of experiments methods for computational simulations. American Institute of Aeronautics and Astronautics, paper AIAA 2003\u20130649 (2003)","DOI":"10.2514\/6.2003-649"},{"key":"3_CR24","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4757-3799-8","volume-title":"The Design and Analysis of Computer Experiments","author":"T.J. Santner","year":"2003","unstructured":"Santner, T.J., Williams, B., Notz, W.: The Design and Analysis of Computer Experiments. Springer, Heidelberg (2003)"},{"key":"3_CR25","first-page":"261","volume-title":"Handbook of Statistics","author":"J.R. Koehler","year":"1996","unstructured":"Koehler, J.R., Owen, A.B.: Computer experiments. In: Ghosh, S., Rao, C.R. (eds.) Handbook of Statistics, vol.\u00a013, pp. 261\u2013308. Elsevier Science B.V., Amsterdam (1996)"},{"key":"3_CR26","doi-asserted-by":"publisher","first-page":"518","DOI":"10.1002\/mmce.20172","volume":"16","author":"Q.S. Cheng","year":"2006","unstructured":"Cheng, Q.S., Koziel, S., Bandler, J.W.: Simplified space mapping approach to enhancement of microwave device models. Int. J. RF and Microwave Computer-Aided Eng.\u00a016, 518\u2013535 (2006)","journal-title":"Int. J. RF and Microwave Computer-Aided Eng."},{"key":"3_CR27","doi-asserted-by":"publisher","first-page":"239","DOI":"10.2307\/1268522","volume":"21","author":"M. McKay","year":"1979","unstructured":"McKay, M., Conover, W., Beckman, R.: A comparison of three methods for selecting values of input variables in the analysis of output from a computer code. Technometrics\u00a021, 239\u2013245 (1979)","journal-title":"Technometrics"},{"key":"3_CR28","doi-asserted-by":"crossref","unstructured":"Beachkofski, B., Grandhi, R.: Improved distributed hypercube sampling. American Institute of Aeronautics and Astronautics, Paper AIAA 2002\u20131274 (2002)","DOI":"10.2514\/6.2002-1274"},{"key":"3_CR29","doi-asserted-by":"publisher","first-page":"585","DOI":"10.1080\/0266476032000053691","volume":"30","author":"S. Leary","year":"2003","unstructured":"Leary, S., Bhaskar, A., Keane, A.: Optimal orthogonal-array-based latin hypercubes. Journal of Applied Statistics\u00a030, 585\u2013598 (2003)","journal-title":"Journal of Applied Statistics"},{"key":"3_CR30","doi-asserted-by":"publisher","first-page":"1430","DOI":"10.2307\/2670057","volume":"93","author":"K.Q. Ye","year":"1998","unstructured":"Ye, K.Q.: Orthogonal column latin hypercubes and their application in computer experiments. Journal of the American Statistical Association\u00a093, 1430\u20131439 (1998)","journal-title":"Journal of the American Statistical Association"},{"key":"3_CR31","first-page":"793","volume":"33","author":"K. Palmer","year":"2001","unstructured":"Palmer, K., Tsui, K.-L.: A minimum bias latin hypercube design. IIE Transactions\u00a033, 793\u2013808 (2001)","journal-title":"IIE Transactions"},{"key":"3_CR32","volume-title":"Matrix Computations","author":"G.H. Golub","year":"1996","unstructured":"Golub, G.H., Van Loan, C.F.: Matrix Computations, 3rd edn. The Johns Hopkins University Press, Baltimore (1996)","edition":"3"},{"key":"3_CR33","doi-asserted-by":"crossref","unstructured":"Conn, A.R., Scheinberg, K., Vicente, L.N.: Introduction to Derivative-Free Optimization. MPS-SIAM Series on Optimization, MPS-SIAM (2009)","DOI":"10.1137\/1.9780898718768"},{"key":"3_CR34","doi-asserted-by":"publisher","first-page":"3197","DOI":"10.1137\/070691814","volume":"30","author":"S.M. Wild","year":"2008","unstructured":"Wild, S.M., Regis, R.G., Shoemaker, C.A.: ORBIT: Optimization by radial basis function interpolation in trust-regions. SIAM J. Sci. Comput.\u00a030, 3197\u20133219 (2008)","journal-title":"SIAM J. Sci. Comput."},{"key":"3_CR35","volume-title":"Mining Geostatistics","author":"A.G. Journel","year":"1981","unstructured":"Journel, A.G., Huijbregts, C.J.: Mining Geostatistics. Academic Press, London (1981)"},{"key":"3_CR36","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1111\/j.2517-6161.1978.tb01643.x","volume":"40","author":"A. O\u2019Hagan","year":"1978","unstructured":"O\u2019Hagan, A.: Curve fitting and optimal design for predictions. Journal of the Royal Statistical Society B\u00a040, 1\u201342 (1978)","journal-title":"Journal of the Royal Statistical Society B"},{"key":"3_CR37","volume-title":"Gaussian Processes for Machine Learning","author":"C.E. Rasmussen","year":"2006","unstructured":"Rasmussen, C.E., Williams, C.K.I.: Gaussian Processes for Machine Learning. MIT Press, Cambridge (2006)"},{"key":"3_CR38","doi-asserted-by":"publisher","first-page":"455","DOI":"10.1023\/A:1008306431147","volume":"13","author":"D. Jones","year":"1998","unstructured":"Jones, D., Schonlau, M., Welch, W.: Efficient global optimization of expensive black-box functions. Journal of Global Optimization\u00a013, 455\u2013492 (1998)","journal-title":"Journal of Global Optimization"},{"key":"3_CR39","volume-title":"Neural Networks: A Comprehensive Foundation","author":"S. Haykin","year":"1998","unstructured":"Haykin, S.: Neural Networks: A Comprehensive Foundation, 2nd edn. Prentice-Hall, Englewood Cliffs (1998)","edition":"2"},{"key":"3_CR40","volume-title":"Perceptrons: An Introduction to Computational Geometry","author":"M.I. Minsky","year":"1969","unstructured":"Minsky, M.I., Papert, S.A.: Perceptrons: An Introduction to Computational Geometry. MIT Press, Cambridge (1969)"},{"key":"3_CR41","unstructured":"Gunn, S.R.: Support vector machines for classification and regression. Technical Report. School of Electronics and Computer Science, University of Southampton (1998)"},{"key":"3_CR42","doi-asserted-by":"publisher","first-page":"1589","DOI":"10.1109\/TMAG.2007.892480","volume":"43","author":"G. Angiulli","year":"2007","unstructured":"Angiulli, G., Cacciola, M., Versaci, M.: Microwave devices and antennas modeling by support vector regression machines. IEEE Trans. Magn.\u00a043, 1589\u20131592 (2007)","journal-title":"IEEE Trans. Magn."},{"key":"3_CR43","doi-asserted-by":"publisher","first-page":"199","DOI":"10.1023\/B:STCO.0000035301.49549.88","volume":"14","author":"A.J. Smola","year":"2004","unstructured":"Smola, A.J., Sch\u00f6lkopf, B.: A tutorial on support vector regression. Statistics and Computing\u00a014, 199\u2013222 (2004)","journal-title":"Statistics and Computing"},{"key":"3_CR44","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4757-2440-0","volume-title":"The Nature of Statistical Learning Theory","author":"V.N. Vapnik","year":"1995","unstructured":"Vapnik, V.N.: The Nature of Statistical Learning Theory. Springer, New York (1995)"},{"key":"3_CR45","doi-asserted-by":"publisher","first-page":"1517","DOI":"10.1090\/S0025-5718-98-00974-0","volume":"67","author":"D. Levin","year":"1998","unstructured":"Levin, D.: The approximation power of moving least-squares. Mathematics of Computation\u00a067, 1517\u20131531 (1998)","journal-title":"Mathematics of Computation"},{"key":"3_CR46","doi-asserted-by":"crossref","first-page":"42","DOI":"10.1017\/S0370164600014346","volume":"55","author":"A.C. Aitken","year":"1935","unstructured":"Aitken, A.C.: On least squares and linear combinations of observations. Proceedings of the Royal Society of Edinburgh\u00a055, 42\u201348 (1935)","journal-title":"Proceedings of the Royal Society of Edinburgh"},{"key":"3_CR47","volume-title":"Gaussian Processes for Machine Learning.","author":"C.E. Rasmussen","year":"2006","unstructured":"Rasmussen, C.E., Williams, C.K.I.: Gaussian Processes for Machine Learning. MIT Press, Massachussets (2006)"},{"key":"3_CR48","doi-asserted-by":"crossref","DOI":"10.1007\/978-1-4899-4467-2","volume-title":"Predictive Inference","author":"S. Geisser","year":"1993","unstructured":"Geisser, S.: Predictive Inference. Chapman and Hall, Boca Raton (1993)"},{"key":"3_CR49","doi-asserted-by":"publisher","first-page":"361","DOI":"10.1049\/iet-map.2009.0080","volume":"4","author":"S. Koziel","year":"2010","unstructured":"Koziel, S., Cheng, Q.S., Bandler, J.W.: Implicit space mapping with adaptive selection of\u00a0preassigned parameters. IET Microwaves, Antennas & Propagation\u00a04, 361\u2013373 (2010)","journal-title":"IET Microwaves, Antennas & Propagation"},{"key":"3_CR50","doi-asserted-by":"publisher","first-page":"1093","DOI":"10.2514\/2.2877","volume":"38","author":"N.M. Alexandrov","year":"2001","unstructured":"Alexandrov, N.M., Lewis, R.M., Gumbert, C.R., Green, L.L., Newman, P.A.: Approximation and model management in aerodynamic optimization with variable-fidelity models. AIAA Journal of Aircraft\u00a038, 1093\u20131101 (2001)","journal-title":"AIAA Journal of Aircraft"},{"key":"3_CR51","doi-asserted-by":"crossref","first-page":"258","DOI":"10.1007\/978-3-642-68874-4_11","volume-title":"Mathematical Programming. The State of Art","author":"J.J. Mor\u00e9","year":"1983","unstructured":"Mor\u00e9, J.J.: Recent developments in algorithms and software for trust region methods. In: Bachem, A., Gr\u00f6tschel, M., Korte, B. (eds.) Mathematical Programming. The State of Art, pp. 258\u2013287. Springer, Heidelberg (1983)"},{"key":"3_CR52","doi-asserted-by":"publisher","first-page":"385","DOI":"10.1023\/A:1016038305014","volume":"2","author":"S.J. Leary","year":"2001","unstructured":"Leary, S.J., Bhaskar, A., Keane, A.J.: A constraint mapping approach to the structural optimization of an expensive model using surrogates. Optimization and Engineering\u00a02, 385\u2013398 (2001)","journal-title":"Optimization and Engineering"},{"key":"3_CR53","first-page":"411","volume":"27","author":"M. Redhe","year":"2004","unstructured":"Redhe, M., Nilsson, L.: Optimization of the new Saab 9-3 exposed to impact load using a space mapping technique. Structural and Multidisciplinary Optimization\u00a027, 411\u2013420 (2004)","journal-title":"Structural and Multidisciplinary Optimization"},{"key":"3_CR54","doi-asserted-by":"publisher","first-page":"2166","DOI":"10.1109\/TMTT.2010.2052666","volume":"58","author":"S. Koziel","year":"2010","unstructured":"Koziel, S., Bandler, J.W., Cheng, Q.S.: Robust trust-region space-mapping algorithms for microwave design optimization. IEEE Trans. Microwave Theory and Tech.\u00a058, 2166\u20132174 (2010)","journal-title":"IEEE Trans. Microwave Theory and Tech."},{"key":"3_CR55","doi-asserted-by":"crossref","unstructured":"Koziel, S., Bandler, J.W., Cheng, Q.S.: Adaptively constrained parameter extraction for robust space mapping optimization of microwave circuits. IEEE MTT-S Int. Microwave Symp. Dig., 205\u2013208 (2010)","DOI":"10.1109\/MWSYM.2010.5515689"},{"key":"3_CR56","doi-asserted-by":"crossref","unstructured":"Echeverr\u00eda, D.: Multi-Level optimization: space mapping and manifold mapping. Ph.D. Thesis, Faculty of Science, University of Amsterdam (2007)","DOI":"10.2172\/900107"},{"key":"3_CR57","doi-asserted-by":"publisher","first-page":"361","DOI":"10.2528\/PIERB10090202","volume":"26","author":"S. Koziel","year":"2010","unstructured":"Koziel, S., Echeverr\u00eda Ciaurri, D.: Reliable simulation-driven design optimization of microwave structures using manifold mapping. Progress in Electromagnetics Research B\u00a026, 361\u2013382 (2010)","journal-title":"Progress in Electromagnetics Research B"},{"key":"3_CR58","doi-asserted-by":"publisher","first-page":"464","DOI":"10.1016\/j.jcp.2007.04.003","volume":"224","author":"P.W. Hemker","year":"2007","unstructured":"Hemker, P.W., Echeverr\u00eda, D.: A trust-region strategy for manifold mapping optimization. JCP Journal of Computational Physics\u00a0224, 464\u2013475 (2007)","journal-title":"JCP Journal of Computational Physics"},{"key":"3_CR59","doi-asserted-by":"publisher","first-page":"334","DOI":"10.1108\/03321640710727692","volume":"26","author":"D. Echeverr\u00eda","year":"2007","unstructured":"Echeverr\u00eda, D.: Two new variants of the manifold-mapping technique. COMPEL The International Journal for Computation and Mathematics in Electrical Engineering\u00a026, 334\u2013344 (2007)","journal-title":"COMPEL The International Journal for Computation and Mathematics in Electrical Engineering"},{"key":"3_CR60","doi-asserted-by":"publisher","first-page":"385","DOI":"10.1137\/S003614450242889","volume":"45","author":"T.G. Kolda","year":"2003","unstructured":"Kolda, T.G., Lewis, R.M., Torczon, V.: Optimization by direct search: new perspectives on some classical and modern methods. SIAM Review\u00a045, 385\u2013482 (2003)","journal-title":"SIAM Review"},{"key":"3_CR61","doi-asserted-by":"publisher","first-page":"235","DOI":"10.1023\/B:OPTE.0000033376.89159.65","volume":"5","author":"A.L. Marsden","year":"2004","unstructured":"Marsden, A.L., Wang, M., Dennis, J.E., Moin, P.: Optimal aeroacoustic shape design using the surrogate management framework. Optimization and Engineering\u00a05, 235\u2013262 (2004)","journal-title":"Optimization and Engineering"}],"container-title":["Studies in Computational Intelligence","Computational Optimization, Methods and Algorithms"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-642-20859-1_3","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,3,7]],"date-time":"2025-03-07T02:20:55Z","timestamp":1741314055000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-642-20859-1_3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2011]]},"ISBN":["9783642208584","9783642208591"],"references-count":61,"URL":"https:\/\/doi.org\/10.1007\/978-3-642-20859-1_3","relation":{},"ISSN":["1860-949X","1860-9503"],"issn-type":[{"value":"1860-949X","type":"print"},{"value":"1860-9503","type":"electronic"}],"subject":[],"published":{"date-parts":[[2011]]}}}