Perspectives on adaptive dynamical systems

Author:

Sawicki Jakub12ORCID,Berner Rico3ORCID,Loos Sarah A. M.4ORCID,Anvari Mehrnaz15ORCID,Bader Rolf6ORCID,Barfuss Wolfram78ORCID,Botta Nicola19ORCID,Brede Nuria110ORCID,Franović Igor11ORCID,Gauthier Daniel J.1ORCID,Goldt Sebastian12ORCID,Hajizadeh Aida13ORCID,Hövel Philipp1ORCID,Karin Omer14,Lorenz-Spreen Philipp15ORCID,Miehl Christoph2ORCID,Mölter Jan16ORCID,Olmi Simona2ORCID,Schöll Eckehard12ORCID,Seif Alireza17ORCID,Tass Peter A.18ORCID,Volpe Giovanni19ORCID,Yanchuk Serhiy13ORCID,Kurths Jürgen13ORCID

Affiliation:

1. Potsdam Institute for Climate Impact Research 1 , Telegrafenberg, 14473 Potsdam, Germany

2. Akademie Basel, Fachhochschule Nordwestschweiz FHNW 2 , Leonhardsstrasse 6, 4009 Basel, Switzerland

3. Department of Physics, Humboldt-Universität zu Berlin 3 , Newtonstraße 15, 12489 Berlin, Germany

4. DAMTP, University of Cambridge 4 , Wilberforce Road, Cambridge CB3 0WA, United Kingdom

5. Fraunhofer Institute for Algorithms and Scientific Computing, Schloss Birlinghoven 5 , 53757 Sankt-Augustin, Germany

6. Institute of Systematic Musicology, University of Hamburg 6 , Hamburg, Germany

7. Transdisciplinary Research Area: Sustainable Futures, University of Bonn 7 , 53113 Bonn, Germany

8. Center for Development Research (ZEF), University of Bonn 8 , 53113 Bonn, Germany

9. Department of Computer Science and Engineering, Chalmers University of Technology 9 , 412 96 Göteborg, Sweden

10. Department of Computer Science, University of Potsdam 10 , An der Bahn 2, 14476 Potsdam, Germany

11. Scientific Computing Laboratory, Center for the Study of Complex Systems, Institute of Physics Belgrade, University of Belgrade 11 , Pregrevica 118, 11080 Belgrade, Serbia

12. Department of Physics, International School of Advanced Studies (SISSA) 14 , Trieste, Italy

13. Research Group Comparative Neuroscience, Leibniz Institute for Neurobiology 15 , Magdeburg, Germany

14. Department of Mathematics, Imperial College London 18 , London SW7 2AZ, United Kingdom

15. Center for Adaptive Rationality, Max Planck Institute for Human Development 19 , Lentzeallee 94, 14195 Berlin, Germany

16. Department of Mathematics, School of Computation, Information and Technology, Technical University of Munich 22 , Boltzmannstraße 3, 85748 Garching bei München, Germany

17. Pritzker School of Molecular Engineering, The University of Chicago 27 , Chicago, Illinois 60637, USA

18. Department of Neurosurgery, Stanford University School of Medicine 28 , Stanford, California 94304, USA

19. Department of Physics, University of Gothenburg 29 , Gothenburg, Sweden

Abstract

Adaptivity is a dynamical feature that is omnipresent in nature, socio-economics, and technology. For example, adaptive couplings appear in various real-world systems, such as the power grid, social, and neural networks, and they form the backbone of closed-loop control strategies and machine learning algorithms. In this article, we provide an interdisciplinary perspective on adaptive systems. We reflect on the notion and terminology of adaptivity in different disciplines and discuss which role adaptivity plays for various fields. We highlight common open challenges and give perspectives on future research directions, looking to inspire interdisciplinary approaches.

Publisher

AIP Publishing

Subject

Applied Mathematics,General Physics and Astronomy,Mathematical Physics,Statistical and Nonlinear Physics

Reference578 articles.

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2. Adaptive systems with multistep goal conditions;Sov. Phys.-Dokl.,1968

3. A historical perspective of adaptive control and learning;Annu. Rev. Control,2021

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