Perspectives on adaptive dynamical systems

Adaptivity is a dynamical feature that is omnipresent in nature, socio-economics, and technology. For example, adaptive couplings appear in various real-world systems like the power grid, social, and neural networks, and they form the backbone of closed-loop control strategies and machine learning a...

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Published inarXiv.org
Main Authors Sawicki, Jakub, Berner, Rico, Loos, Sarah A M, Anvari, Mehrnaz, Bader, Rolf, Barfuss, Wolfram, Botta, Nicola, Brede, Nuria, Franović, Igor, Gauthier, Daniel J, Goldt, Sebastian, Hajizadeh, Aida, Hövel, Philipp, Omer, Karin, Lorenz-Spreen, Philipp, Miehl, Christoph, Mölter, Jan, Olmi, Simona, Schöll, Eckehard, Seif, Alireza, Tass, Peter A, Volpe, Giovanni, Yanchuk, Serhiy, Kurths, Jürgen
Format Paper Journal Article
LanguageEnglish
Published Ithaca Cornell University Library, arXiv.org 27.05.2023
Subjects
Adaptive systems
Algorithms
Closed loops
Couplings
Dynamical systems
Feedback control
Machine learning
Neural networks
Physics - Adaptation and Self-Organizing Systems
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Summary:Adaptivity is a dynamical feature that is omnipresent in nature, socio-economics, and technology. For example, adaptive couplings appear in various real-world systems like 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.
ISSN:2331-8422
DOI:10.48550/arxiv.2303.01459