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020 _a9783031118470
_9978-3-031-11847-0
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082 0 4 _a620.1
_223
100 1 _aYagawa, Genki.
_eauthor.
_4aut
_4http://id.loc.gov/vocabulary/relators/aut
245 1 0 _aComputational Mechanics with Deep Learning
_h[electronic resource] :
_bAn Introduction /
_cby Genki Yagawa, Atsuya Oishi.
250 _a1st ed. 2023.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2023.
300 _aXIV, 402 p. 181 illus., 141 illus. in color.
_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
500 _aAcceso multiusuario
505 0 _a1. Overview -- 2. Mathematical Background for Deep Learning -- 3. Computational Mechanics with Deep Learning -- 4. Numerical Quadrature with Deep Learning -- 5. Improvement of Finite Element Solutions with Deep Learning -- 6. Contact Mechanics with Deep Learning -- 7. Flow Simulation with Deep Learning -- 8. Further Applications with Deep Learning -- 9. Bases for Computer Programming -- 10. Computer Programming for a Representative Problem.
520 _aThis book is intended for students, engineers, and researchers interested in both computational mechanics and deep learning. It presents the mathematical and computational foundations of Deep Learning with detailed mathematical formulas in an easy-to-understand manner. It also discusses various applications of Deep Learning in Computational Mechanics, with detailed explanations of the Computational Mechanics fundamentals selected there. Sample programs are included for the reader to try out in practice. This book is therefore useful for a wide range of readers interested in computational mechanics and deep learning.
541 _fUABC ;
_cPerpetuidad
650 0 _aMechanics, Applied.
650 0 _aComputational intelligence.
650 0 _aArtificial intelligence.
650 1 4 _aEngineering Mechanics.
650 2 4 _aComputational Intelligence.
650 2 4 _aArtificial Intelligence.
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
710 2 _aSpringerLink (Online service)
773 0 _tSpringer Nature eBook
776 0 8 _iPrinted edition:
_z9783031118463
776 0 8 _iPrinted edition:
_z9783031118487
776 0 8 _iPrinted edition:
_z9783031118494
830 0 _aLecture Notes on Numerical Methods in Engineering and Sciences,
_x1877-735X
856 4 0 _zLibro electrónico
_uhttp://libcon.rec.uabc.mx:2048/login?url=https://doi.org/10.1007/978-3-031-11847-0
912 _aZDB-2-ENG
912 _aZDB-2-SXE
942 _cLIBRO_ELEC
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