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020			_a9789811507311
024	7		_a10.1007/978-981-15-0731-1 _2doi
040			_aES-MaUEC _bspa _cES-MaUEC _dES-MaUEC
050		4	_aTA174 _b2020 EB
100	1		_aJiang, Ping _9672554
245	1	0	_aSurrogate Model-Based Engineering Design and Optimization _cby Ping Jiang, Qi Zhou, Xinyu Shao
250			_aPrimera edición 2020
264		1	_aSingapore _bSpringer _c2020
300			_a1 recurso en línea (IX, 240 páginas) _b 99 ilustraciones, 72 ilustraciones a color
336			_2rdacontent _aTexto _btxt
337			_2rdamedia _aelectrónico _bc
338			_2rdacarrier _arecurso electrónico _bcr
347			_atext file _bPDF
490	0		_aSpringer Tracts in Mechanical Engineering _x2195-9862
490	0		_aEngineering (Springer-11647)
505	0		_aIntroduction -- Classic types of surrogate model -- Ensemble of surrogate models -- Multi-fidelity surrogate model -- Verification methods for surrogate model -- Sampling approaches -- Surrogate model-based design optimization -- Conclusions.
520	3		_aThis book covers some of the most popular methods in design space sampling, ensembling surrogate models, multi-fidelity surrogate model construction, surrogate model selection and validation, surrogate-based robust design optimization, and surrogate-based evolutionary optimization. Surrogate or metamodels are now frequently used in complex engineering product design to replace expensive simulations or physical experiments. They are constructed from available input parameter values and the corresponding output performance or quantities of interest (QOIs) to provide predictions based on the fitted or interpolated mathematical relationships. The book highlights a range of methods for ensembling surrogate and multi-fidelity models, which offer a good balance between surrogate modeling accuracy and building cost. A number of real-world engineering design problems, such as three-dimensional aircraft design, are also provided to illustrate the ability of surrogates for supporting complex engineering design. Lastly, illustrative examples are included throughout to help explain the approaches in a more "hands-on" manner.
988			_aPrimersemestre_2020_Engineering
650		0	_aIngeniería del diseño _xModelos matemáticos
700	1		_aZhou, Qi _eautor
700	1		_aShao, Xinyu _eautor
773	0		_tSpringer eBooks
776	0	8	_iPrinted edition: _z9789811507304
776	0	8	_iPrinted edition: _z9789811507328
776	0	8	_iPrinted edition: _z9789811507335
856	4	0	_uhttps://go.openathens.net/redirector/universidadeuropea.es?url=https://doi.org/10.1007/978-981-15-0731-1 _zAcceso a este recurso digital (usuarios Universidad Europea de Madrid)
942			_2lcc _cLE _n0
998			_b03/2019 _dz _eu _zSI