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020 _a9783030661113
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024 7 _a10.1007/978-3-030-66111-3
_2doi
050 4 _aTA349-359
072 7 _aTGB
_2bicssc
072 7 _aTEC009070
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072 7 _aTGB
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082 0 4 _a620.1
_223
100 1 _aYagawa, Genki.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_933644
245 1 0 _aComputational Mechanics with Neural Networks
_h[electronic resource] /
_cby Genki Yagawa, Atsuya Oishi.
250 _a1st ed. 2021.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2021.
300 _aXII, 228 p. 79 illus.
_bonline resource.
336 _atext
_btxt
_2rdacontent
337 _acomputer
_bc
_2rdamedia
338 _aonline resource
_bcr
_2rdacarrier
347 _atext file
_bPDF
_2rda
490 1 _aLecture Notes on Numerical Methods in Engineering and Sciences,
_x1877-735X
505 0 _aPart I: Machine Learning Technologies for Computational Mechanics.-Chapter 1. Computers and Network -- Chapter 2. Feedforward Neural Networks -- Chapter 3. Deep Learning -- Chapter 4. Mutually Connected Neural Networks -- Chapter 5. Other Neural Networks.-Chapter 6. Other Algorithms and Systems -- Part II Applications: Chapter 7. Introductory Remarks. Chapter 8. Constitutive Models -- Chapter 9. Numerical Quadrature -- Chapter 10. Identifications of Analysis Parameters.
520 _aThis book shows how neural networks are applied to computational mechanics. Part I presents the fundamentals of neural networks and other machine learning methods in computational mechanics. Part II highlights the applications of neural networks to a variety of problems of computational mechanics. The final chapter gives perspectives to the applications of the deep learning to computational mechanics.
650 0 _aMechanics, Applied.
_93253
650 0 _aNeural networks (Computer science) .
_933645
650 0 _aSystem theory.
_93409
650 0 _aMachine learning.
_91831
650 1 4 _aEngineering Mechanics.
_931830
650 2 4 _aMathematical Models of Cognitive Processes and Neural Networks.
_932913
650 2 4 _aComplex Systems.
_918136
650 2 4 _aMachine Learning.
_91831
700 1 _aOishi, Atsuya.
_eauthor.
_0(orcid)0000-0001-6820-6898
_1https://orcid.org/0000-0001-6820-6898
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
_933646
710 2 _aSpringerLink (Online service)
_933647
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783030661106
776 0 8 _iPrinted edition:
_z9783030661120
776 0 8 _iPrinted edition:
_z9783030661137
830 0 _aLecture Notes on Numerical Methods in Engineering and Sciences,
_x1877-735X
_933648
856 4 0 _uhttps://doi.org/10.1007/978-3-030-66111-3
912 _aZDB-2-ENG
912 _aZDB-2-SXE
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