Cover Image

Tutorial: a beginner’s guide to building a representative model of dynamical systems using the adjoint method

Building a representative model of a complex dynamical system from empirical evidence remains a highly challenging problem. Classically, these models are described by systems of differential equations that depend on parameters that need to be optimized by comparison with data. In this tutorial, we i...

Full description

Saved in:
Bibliographic Details
Main Authors: Lettermann, Leon (Author) , Jurado, Alejandro (Author) , Betz, Timo (Author) , Wörgötter, Florentin (Author) , Herzog, Sebastian (Author)
Format: Article (Journal)
Language:English
Published: 2024
In: Communications Physics
Year: 2024, Volume: 7, Pages: 1-14
ISSN:2399-3650
DOI:10.1038/s42005-024-01606-9
Online Access:Verlag, lizenzpflichtig, Volltext: https://doi.org/10.1038/s42005-024-01606-9
Verlag, lizenzpflichtig, Volltext: https://www.nature.com/articles/s42005-024-01606-9
Get full text
Author Notes:Leon Lettermann, Alejandro Jurado, Timo Betz, Florentin Wörgötter, Sebastian Herzog

MARC

LEADER 00000caa a2200000 c 4500
001 1902111192
003 DE-627
005 20241205170630.0
007 cr uuu---uuuuu
008 240906s2024 xx |||||o 00| ||eng c
024 7 |a 10.1038/s42005-024-01606-9  |2 doi 
035 |a (DE-627)1902111192 
035 |a (DE-599)KXP1902111192 
035 |a (OCoLC)1475310660 
040 |a DE-627  |b ger  |c DE-627  |e rda 
041 |a eng 
084 |a 29  |2 sdnb 
100 1 |a Lettermann, Leon  |d 1996-  |e VerfasserIn  |0 (DE-588)1341259234  |0 (DE-627)1902111710  |4 aut 
245 1 0 |a Tutorial: a beginner’s guide to building a representative model of dynamical systems using the adjoint method  |c Leon Lettermann, Alejandro Jurado, Timo Betz, Florentin Wörgötter, Sebastian Herzog 
264 1 |c 2024 
300 |b Diagramme 
300 |a 14 
336 |a Text  |b txt  |2 rdacontent 
337 |a Computermedien  |b c  |2 rdamedia 
338 |a Online-Ressource  |b cr  |2 rdacarrier 
500 |a Online veröffentlicht: 15. April 2024 
500 |a Gesehen am 06.09.2024 
520 |a Building a representative model of a complex dynamical system from empirical evidence remains a highly challenging problem. Classically, these models are described by systems of differential equations that depend on parameters that need to be optimized by comparison with data. In this tutorial, we introduce the most common multi-parameter estimation techniques, highlighting their successes and limitations. We demonstrate how to use the adjoint method, which allows efficient handling of large systems with many unknown parameters, and present prototypical examples across several fields of physics. Our primary objective is to provide a practical introduction to adjoint optimization, catering for a broad audience of scientists and engineers. 
650 4 |a Applied mathematics 
650 4 |a Biological physics 
650 4 |a Computational biophysics 
650 4 |a Information theory and computation 
650 4 |a Nonlinear phenomena 
700 1 |a Jurado, Alejandro  |e VerfasserIn  |4 aut 
700 1 |a Betz, Timo  |e VerfasserIn  |4 aut 
700 1 |a Wörgötter, Florentin  |e VerfasserIn  |4 aut 
700 1 |a Herzog, Sebastian  |e VerfasserIn  |4 aut 
773 0 8 |i Enthalten in  |t Communications Physics  |d London : Springer Nature, 2018  |g 7(2024), Artikel-ID 128, Seite 1-14  |h Online-Ressource  |w (DE-627)1015215459  |w (DE-600)2921913-9  |w (DE-576)500380597  |x 2399-3650  |7 nnas  |a Tutorial: a beginner’s guide to building a representative model of dynamical systems using the adjoint method 
773 1 8 |g volume:7  |g year:2024  |g elocationid:128  |g pages:1-14  |g extent:14  |a Tutorial: a beginner’s guide to building a representative model of dynamical systems using the adjoint method 
856 4 0 |u https://doi.org/10.1038/s42005-024-01606-9  |x Verlag  |x Resolving-System  |z lizenzpflichtig  |3 Volltext  |7 1 
856 4 0 |u https://www.nature.com/articles/s42005-024-01606-9  |x Verlag  |z lizenzpflichtig  |3 Volltext  |7 1 
951 |a AR 
992 |a 20240906 
993 |a Article 
994 |a 2024 
998 |g 1341259234  |a Lettermann, Leon  |m 1341259234:Lettermann, Leon  |d 130000  |d 130300  |d 130000  |e 130000PL1341259234  |e 130300PL1341259234  |e 130000PL1341259234  |k 0/130000/  |k 1/130000/130300/  |k 0/130000/  |p 1  |x j 
999 |a KXP-PPN1902111192  |e 4577530430 
BIB |a Y 
SER |a journal 
JSO |a {"name":{"displayForm":["Leon Lettermann, Alejandro Jurado, Timo Betz, Florentin Wörgötter, Sebastian Herzog"]},"title":[{"title":"Tutorial: a beginner’s guide to building a representative model of dynamical systems using the adjoint method","title_sort":"Tutorial: a beginner’s guide to building a representative model of dynamical systems using the adjoint method"}],"type":{"bibl":"article-journal","media":"Online-Ressource"},"id":{"doi":["10.1038/s42005-024-01606-9"],"eki":["1902111192"]},"person":[{"role":"aut","display":"Lettermann, Leon","family":"Lettermann","given":"Leon"},{"given":"Alejandro","display":"Jurado, Alejandro","role":"aut","family":"Jurado"},{"family":"Betz","role":"aut","display":"Betz, Timo","given":"Timo"},{"given":"Florentin","family":"Wörgötter","role":"aut","display":"Wörgötter, Florentin"},{"given":"Sebastian","role":"aut","display":"Herzog, Sebastian","family":"Herzog"}],"origin":[{"dateIssuedDisp":"2024","dateIssuedKey":"2024"}],"language":["eng"],"note":["Online veröffentlicht: 15. April 2024","Gesehen am 06.09.2024"],"relHost":[{"origin":[{"publisher":"Springer Nature","publisherPlace":"London","dateIssuedDisp":"[2018]-"}],"id":{"eki":["1015215459"],"issn":["2399-3650"],"zdb":["2921913-9"]},"part":{"year":"2024","text":"7(2024), Artikel-ID 128, Seite 1-14","extent":"14","pages":"1-14","volume":"7"},"type":{"media":"Online-Ressource","bibl":"periodical"},"title":[{"title":"Communications Physics","title_sort":"Communications Physics"}],"disp":"Tutorial: a beginner’s guide to building a representative model of dynamical systems using the adjoint methodCommunications Physics","recId":"1015215459","physDesc":[{"extent":"Online-Ressource"}],"pubHistory":["1 (2018)-"],"language":["eng"]}],"recId":"1902111192","physDesc":[{"extent":"14 S.","noteIll":"Diagramme"}]} 
SRT |a LETTERMANNTUTORIALAB2024 

Similar Items