The reverse mode of automatic differentiation applied to the MATLAB language - advanced methods for adjoint code generation:
Gespeichert in:
| Beteilige Person: | |
|---|---|
| Format: | Hochschulschrift/Dissertation Buch |
| Sprache: | Englisch |
| Veröffentlicht: |
München
Verlag Dr. Hut
2021
|
| Ausgabe: | 1. Auflage |
| Schriftenreihe: | Informatik
|
| Schlagwörter: | |
| Links: | http://deposit.dnb.de/cgi-bin/dokserv?id=f1380b7858b1469db81b3f7c2a7e5206&prov=M&dok_var=1&dok_ext=htm http://www.dr.hut-verlag.de/978-3-8439-4810-4.html http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=032815574&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| Umfang: | vii, 162 Seiten Diagramme 24 cm x 17 cm, 476 g |
| ISBN: | 9783843948104 3843948100 |
Internformat
MARC
| LEADER | 00000nam a22000008c 4500 | ||
|---|---|---|---|
| 001 | BV047414687 | ||
| 003 | DE-604 | ||
| 005 | 20211210 | ||
| 007 | t| | ||
| 008 | 210811s2021 gw |||| m||| 00||| eng d | ||
| 015 | |a 21,N29 |2 dnb | ||
| 016 | 7 | |a 1237064848 |2 DE-101 | |
| 020 | |a 9783843948104 |c Festeinband : EUR 84.00 (DE), EUR 86.40 (AT) |9 978-3-8439-4810-4 | ||
| 020 | |a 3843948100 |9 3-8439-4810-0 | ||
| 024 | 3 | |a 9783843948104 | |
| 035 | |a (OCoLC)1286855995 | ||
| 035 | |a (DE-599)DNB1237064848 | ||
| 040 | |a DE-604 |b ger |e rda | ||
| 041 | 0 | |a eng | |
| 044 | |a gw |c XA-DE-BY | ||
| 049 | |a DE-83 |a DE-91 |a DE-12 |a DE-355 | ||
| 084 | |a ST 601 |0 (DE-625)143682: |2 rvk | ||
| 084 | |8 1\p |a 004 |2 23sdnb | ||
| 100 | 1 | |a Willkomm, Johannes |e Verfasser |0 (DE-588)1238054102 |4 aut | |
| 245 | 1 | 0 | |a The reverse mode of automatic differentiation applied to the MATLAB language - advanced methods for adjoint code generation |c Johannes Willkomm |
| 250 | |a 1. Auflage | ||
| 264 | 1 | |a München |b Verlag Dr. Hut |c 2021 | |
| 300 | |a vii, 162 Seiten |b Diagramme |c 24 cm x 17 cm, 476 g | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 0 | |a Informatik | |
| 502 | |b Dissertation |c Technische Universität Darmstadt |d 2021 | ||
| 650 | 0 | 7 | |a MATLAB |0 (DE-588)4329066-8 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Automatische Differentiation |0 (DE-588)4314524-3 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Codegenerierung |0 (DE-588)4010346-8 |2 gnd |9 rswk-swf |
| 653 | |a Automatisches Differenzieren | ||
| 653 | |a Rückwärtsmodus | ||
| 653 | |a Programmtransformation | ||
| 655 | 7 | |0 (DE-588)4113937-9 |a Hochschulschrift |2 gnd-content | |
| 689 | 0 | 0 | |a MATLAB |0 (DE-588)4329066-8 |D s |
| 689 | 0 | 1 | |a Automatische Differentiation |0 (DE-588)4314524-3 |D s |
| 689 | 0 | 2 | |a Codegenerierung |0 (DE-588)4010346-8 |D s |
| 689 | 0 | |5 DE-604 | |
| 710 | 2 | |a Verlag Dr. Hut (München) |0 (DE-588)10174118-2 |4 pbl | |
| 776 | 0 | 8 | |i Erscheint auch als |n Online-Ausgabe |t The reverse mode of automatic differentiation applied to the MATLAB language - advanced methods for adjoint code generation |d München : Verlag Dr. Hut, 2021 |h Online-Ressource, 172 Seiten |
| 856 | 4 | 2 | |m X:MVB |q text/html |u http://deposit.dnb.de/cgi-bin/dokserv?id=f1380b7858b1469db81b3f7c2a7e5206&prov=M&dok_var=1&dok_ext=htm |3 Inhaltstext |
| 856 | 4 | 2 | |m X:MVB |u http://www.dr.hut-verlag.de/978-3-8439-4810-4.html |
| 856 | 4 | 2 | |m HEBIS Datenaustausch |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=032815574&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |3 Inhaltsverzeichnis |
| 883 | 1 | |8 1\p |a vlb |d 20210715 |q DE-101 |u https://d-nb.info/provenance/plan#vlb | |
| 943 | 1 | |a oai:aleph.bib-bvb.de:BVB01-032815574 | |
Datensatz im Suchindex
| DE-BY-TUM_call_number | 0001 2021 A 3779 |
|---|---|
| DE-BY-TUM_katkey | 2597189 |
| DE-BY-TUM_location | Mag |
| DE-BY-TUM_media_number | 040009925673 |
| _version_ | 1821934469228003328 |
| adam_text | __ The reverse mode of automatic
differentiation applied to the MATLAB
language — advanced methods for
adjoint code generation
Vom Fachbereich Informatik
der Technischen Universitat Darmstadt
zur Erlangung des akademischen Grades eines
Doctor rerum naturalium (Dr rer nat )
genehmigte
DissERTATION
von
Johannes Willkomm, Dipl -Inf
aus
Aachen
Contents
Preface oo ee
Contents 000
Introduction
Ll MATLAB
111 MATLAB language 2 6 ee ee
112 Alternative interpreters and similar languages -
1 2 The reverse mode of automatic differentiation --- 5-
1 3 Scientific contributions of the author in this work 2 2 2200
1 4 Structure of this work 000 seen een
ADiMat
21 How AD works 0 0 0c Hm nennen
2 2 What AD can doand where ADisemployed --- 2- 5555
2 3 The design and development of ADiMat -- -- +--+ eee
2 4 Releated work 0 00 ee
24 1 Otherlanguages eee nenn
242 Software thatincorporates AD - ren ee rennen
243 ADiMatnamesakes 2 ee nenn
25 ADiMatusecases 0 nree een
2 6 Derivativeclasses 2 0
2 7 Forward mode source transformation 1 1 eee ee ee
2 8 Reverse mode source transformation 1 ee ee ee ee
2 9 The ADiMat transformation server 2 ee ee eee
2 10 Stacks for the reversemode 222 ee ee ee es
2 11 Alternative derivative evaluations 0005 ee eee eee
2 12 Taylor propagation © ee
2 13 Hessianevaluation 1 ee
2 13 1 Alternative Hessian evaluation modes 2
2 13 2 Hessian of Lagrangian -- 1 ee ee
Adjoint code generator techniques
3 1 Data model and structural manipulations - - -4
3 2 Binary scalarexpansion : -0--rreeereneer en nn en
321 Generalized binary scalar expansion 6 eee ee ees
322 Automatic generalized binary scalar expansion in Octave
3 3 Indexed expressions and assignments --- 2-2 eee ee eee
Vv
CONTENTS
vi
331 Multiple pairs of parentheses in expressions
3 4 Optimization 2 2 2
3 5 Complex expansion
Efficient I/O for the reverse mode
4 1 Introduction 0 ee
4 2 Related work on I/O in high-performance computing
4 3 Theneed for accessing datainreverseorder 2222 200
4 4 An interface between RIOS and automatic differentiation tools
441 Stack interfaces in Tapenade
44 2 Stackinterfacesin ADiMat 00
443 Common backend for ADiMat and Tapenade stacks
4 5 RIOS: A custom stream buffer for reverse reading
451 File/O facilitiesinCand C++ 2 2 nn
45 2 Buffering strategies offilel/OinlC 2 2 2
45 3 Buffering strategies of le /OinC4+ 2222
454 Design and implementation of custom stream buffers
455 Architecture and buffering strategy of a special-purpose stream
buffer for reverse reading
4 6 Performance results 02020 00000 eee eee
46 1 Test A: Artificial simulationcode 0
462 Test B: Solution of Burgers equation
4 7 Conclusion and Future work
Differentiation of selected MATLAB toolbox functions
5 1 Generic approaches to the differentiation of toolbox functions and builtins
511 Arithmetic propagation
512 Structural propagation 1 2 ees
513 Algorithmic propagation
5 2 Case study: Legendre functions 2 22 2 0 2-200 0-00004
5 3 Case study: the multiplication operators
531 Component-wise multiplication
532 Matrix multiplication © 2 ee
533 Convolution 0 06 ee
534 Kronecker product
Treeprocessing with XML and XSLT for AD and similar tasks
6 1 XMLterms and definitions 000 00000000045
611 XML documents with the leaf text property -
6 2 XPath and XSLT terms and definitions 000,
621 The literal output principle of XSLT ----
63 The expressive level of XML compared to other data structures
6 4 The expressive level of XSLT compared to other languages
6 5 ASTrepresentationinXML ---- 6 eee eee eee eee eee
651 XML AST elements and namespaces - 00--
652 XMLASTexamples ---- eee eee eee eee eee
653 Abstract XML AST elements and namespaces
6 6 XSLT processing steps for ASTXML ----- 2 ee ee eee eee
CONTENTS
6 7 The suspension bridge design model for the adjoint code generator 113
6 8 Facilitating XML and XSLT processing for problem solving 116
681 Setting up XSLT pipelines 2 2 ee ee, 118
68 2 P2X 2 ee 119
68 3 R2X 2 0 ee 120
6 9 Generative programming with XSLT 00 0 123
691 Generating XML pipeline definitions 125
6 10 Case study: The XC electronic document system 125
6 10 1 Production use of the XC system at fionecGmbH 127
6 11 XML document types, schemas and validation 2222222000 127
7 Complex arithmetic 131
7 1 Methods to evaluate derivatives of non-analytic complex arithmetic 135
7 2 Complex arithmetic in forward-mode AD 200020 00 4 137
7 3 Complex arithmeticinreverse-mode AD 2 2 20 138
7 4 Case Study: A fully non-analyticexample 2222 222200 140
7 5 Case study: the norm function and application to complex optimization 141
8 Conclusion 143
References 145
vii
|
| any_adam_object | 1 |
| author | Willkomm, Johannes |
| author_GND | (DE-588)1238054102 |
| author_facet | Willkomm, Johannes |
| author_role | aut |
| author_sort | Willkomm, Johannes |
| author_variant | j w jw |
| building | Verbundindex |
| bvnumber | BV047414687 |
| classification_rvk | ST 601 |
| ctrlnum | (OCoLC)1286855995 (DE-599)DNB1237064848 |
| discipline | Informatik |
| edition | 1. Auflage |
| format | Thesis Book |
| fullrecord | <?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>02722nam a22005778c 4500</leader><controlfield tag="001">BV047414687</controlfield><controlfield tag="003">DE-604</controlfield><controlfield tag="005">20211210 </controlfield><controlfield tag="007">t|</controlfield><controlfield tag="008">210811s2021 gw |||| m||| 00||| eng d</controlfield><datafield tag="015" ind1=" " ind2=" "><subfield code="a">21,N29</subfield><subfield code="2">dnb</subfield></datafield><datafield tag="016" ind1="7" ind2=" "><subfield code="a">1237064848</subfield><subfield code="2">DE-101</subfield></datafield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9783843948104</subfield><subfield code="c">Festeinband : EUR 84.00 (DE), EUR 86.40 (AT)</subfield><subfield code="9">978-3-8439-4810-4</subfield></datafield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">3843948100</subfield><subfield code="9">3-8439-4810-0</subfield></datafield><datafield tag="024" ind1="3" ind2=" "><subfield code="a">9783843948104</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(OCoLC)1286855995</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)DNB1237064848</subfield></datafield><datafield tag="040" ind1=" " ind2=" "><subfield code="a">DE-604</subfield><subfield code="b">ger</subfield><subfield code="e">rda</subfield></datafield><datafield tag="041" ind1="0" ind2=" "><subfield code="a">eng</subfield></datafield><datafield tag="044" ind1=" " ind2=" "><subfield code="a">gw</subfield><subfield code="c">XA-DE-BY</subfield></datafield><datafield tag="049" ind1=" " ind2=" "><subfield code="a">DE-83</subfield><subfield code="a">DE-91</subfield><subfield code="a">DE-12</subfield><subfield code="a">DE-355</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">ST 601</subfield><subfield code="0">(DE-625)143682:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="8">1\p</subfield><subfield code="a">004</subfield><subfield code="2">23sdnb</subfield></datafield><datafield tag="100" ind1="1" ind2=" "><subfield code="a">Willkomm, Johannes</subfield><subfield code="e">Verfasser</subfield><subfield code="0">(DE-588)1238054102</subfield><subfield code="4">aut</subfield></datafield><datafield tag="245" ind1="1" ind2="0"><subfield code="a">The reverse mode of automatic differentiation applied to the MATLAB language - advanced methods for adjoint code generation</subfield><subfield code="c">Johannes Willkomm</subfield></datafield><datafield tag="250" ind1=" " ind2=" "><subfield code="a">1. Auflage</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="a">München</subfield><subfield code="b">Verlag Dr. Hut</subfield><subfield code="c">2021</subfield></datafield><datafield tag="300" ind1=" " ind2=" "><subfield code="a">vii, 162 Seiten</subfield><subfield code="b">Diagramme</subfield><subfield code="c">24 cm x 17 cm, 476 g</subfield></datafield><datafield tag="336" ind1=" " ind2=" "><subfield code="b">txt</subfield><subfield code="2">rdacontent</subfield></datafield><datafield tag="337" ind1=" " ind2=" "><subfield code="b">n</subfield><subfield code="2">rdamedia</subfield></datafield><datafield tag="338" ind1=" " ind2=" "><subfield code="b">nc</subfield><subfield code="2">rdacarrier</subfield></datafield><datafield tag="490" ind1="0" ind2=" "><subfield code="a">Informatik</subfield></datafield><datafield tag="502" ind1=" " ind2=" "><subfield code="b">Dissertation</subfield><subfield code="c">Technische Universität Darmstadt</subfield><subfield code="d">2021</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">MATLAB</subfield><subfield code="0">(DE-588)4329066-8</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Automatische Differentiation</subfield><subfield code="0">(DE-588)4314524-3</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Codegenerierung</subfield><subfield code="0">(DE-588)4010346-8</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="653" ind1=" " ind2=" "><subfield code="a">Automatisches Differenzieren</subfield></datafield><datafield tag="653" ind1=" " ind2=" "><subfield code="a">Rückwärtsmodus</subfield></datafield><datafield tag="653" ind1=" " ind2=" "><subfield code="a">Programmtransformation</subfield></datafield><datafield tag="655" ind1=" " ind2="7"><subfield code="0">(DE-588)4113937-9</subfield><subfield code="a">Hochschulschrift</subfield><subfield code="2">gnd-content</subfield></datafield><datafield tag="689" ind1="0" ind2="0"><subfield code="a">MATLAB</subfield><subfield code="0">(DE-588)4329066-8</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2="1"><subfield code="a">Automatische Differentiation</subfield><subfield code="0">(DE-588)4314524-3</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2="2"><subfield code="a">Codegenerierung</subfield><subfield code="0">(DE-588)4010346-8</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2=" "><subfield code="5">DE-604</subfield></datafield><datafield tag="710" ind1="2" ind2=" "><subfield code="a">Verlag Dr. Hut (München)</subfield><subfield code="0">(DE-588)10174118-2</subfield><subfield code="4">pbl</subfield></datafield><datafield tag="776" ind1="0" ind2="8"><subfield code="i">Erscheint auch als</subfield><subfield code="n">Online-Ausgabe</subfield><subfield code="t">The reverse mode of automatic differentiation applied to the MATLAB language - advanced methods for adjoint code generation</subfield><subfield code="d">München : Verlag Dr. Hut, 2021</subfield><subfield code="h">Online-Ressource, 172 Seiten</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">X:MVB</subfield><subfield code="q">text/html</subfield><subfield code="u">http://deposit.dnb.de/cgi-bin/dokserv?id=f1380b7858b1469db81b3f7c2a7e5206&prov=M&dok_var=1&dok_ext=htm</subfield><subfield code="3">Inhaltstext</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">X:MVB</subfield><subfield code="u">http://www.dr.hut-verlag.de/978-3-8439-4810-4.html</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">HEBIS Datenaustausch</subfield><subfield code="q">application/pdf</subfield><subfield code="u">http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=032815574&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA</subfield><subfield code="3">Inhaltsverzeichnis</subfield></datafield><datafield tag="883" ind1="1" ind2=" "><subfield code="8">1\p</subfield><subfield code="a">vlb</subfield><subfield code="d">20210715</subfield><subfield code="q">DE-101</subfield><subfield code="u">https://d-nb.info/provenance/plan#vlb</subfield></datafield><datafield tag="943" ind1="1" ind2=" "><subfield code="a">oai:aleph.bib-bvb.de:BVB01-032815574</subfield></datafield></record></collection> |
| genre | (DE-588)4113937-9 Hochschulschrift gnd-content |
| genre_facet | Hochschulschrift |
| id | DE-604.BV047414687 |
| illustrated | Not Illustrated |
| indexdate | 2024-12-20T19:18:53Z |
| institution | BVB |
| institution_GND | (DE-588)10174118-2 |
| isbn | 9783843948104 3843948100 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-032815574 |
| oclc_num | 1286855995 |
| open_access_boolean | |
| owner | DE-83 DE-91 DE-BY-TUM DE-12 DE-355 DE-BY-UBR |
| owner_facet | DE-83 DE-91 DE-BY-TUM DE-12 DE-355 DE-BY-UBR |
| physical | vii, 162 Seiten Diagramme 24 cm x 17 cm, 476 g |
| publishDate | 2021 |
| publishDateSearch | 2021 |
| publishDateSort | 2021 |
| publisher | Verlag Dr. Hut |
| record_format | marc |
| series2 | Informatik |
| spellingShingle | Willkomm, Johannes The reverse mode of automatic differentiation applied to the MATLAB language - advanced methods for adjoint code generation MATLAB (DE-588)4329066-8 gnd Automatische Differentiation (DE-588)4314524-3 gnd Codegenerierung (DE-588)4010346-8 gnd |
| subject_GND | (DE-588)4329066-8 (DE-588)4314524-3 (DE-588)4010346-8 (DE-588)4113937-9 |
| title | The reverse mode of automatic differentiation applied to the MATLAB language - advanced methods for adjoint code generation |
| title_auth | The reverse mode of automatic differentiation applied to the MATLAB language - advanced methods for adjoint code generation |
| title_exact_search | The reverse mode of automatic differentiation applied to the MATLAB language - advanced methods for adjoint code generation |
| title_full | The reverse mode of automatic differentiation applied to the MATLAB language - advanced methods for adjoint code generation Johannes Willkomm |
| title_fullStr | The reverse mode of automatic differentiation applied to the MATLAB language - advanced methods for adjoint code generation Johannes Willkomm |
| title_full_unstemmed | The reverse mode of automatic differentiation applied to the MATLAB language - advanced methods for adjoint code generation Johannes Willkomm |
| title_short | The reverse mode of automatic differentiation applied to the MATLAB language - advanced methods for adjoint code generation |
| title_sort | the reverse mode of automatic differentiation applied to the matlab language advanced methods for adjoint code generation |
| topic | MATLAB (DE-588)4329066-8 gnd Automatische Differentiation (DE-588)4314524-3 gnd Codegenerierung (DE-588)4010346-8 gnd |
| topic_facet | MATLAB Automatische Differentiation Codegenerierung Hochschulschrift |
| url | http://deposit.dnb.de/cgi-bin/dokserv?id=f1380b7858b1469db81b3f7c2a7e5206&prov=M&dok_var=1&dok_ext=htm http://www.dr.hut-verlag.de/978-3-8439-4810-4.html http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=032815574&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT willkommjohannes thereversemodeofautomaticdifferentiationappliedtothematlablanguageadvancedmethodsforadjointcodegeneration AT verlagdrhutmunchen thereversemodeofautomaticdifferentiationappliedtothematlablanguageadvancedmethodsforadjointcodegeneration |
Inhaltsverzeichnis
Paper/Kapitel scannen lassen
Paper/Kapitel scannen lassen
Bibliotheksmagazin
| Signatur: |
0001 2021 A 3779
Lageplan |
|---|---|
| Exemplar 1 | Ausleihbar Am Standort |