Litcius/Paper detail

Perspectives on adaptive dynamical systems

Jakub Sawicki, Rico Berner, Sarah A. M. Loos, Mehrnaz Anvari, Rolf Bader, Wolfram Barfuß, Nicola Botta, Nuria Brede, Igor Franović, Daniel J. Gauthier, Sebastian Goldt, Aida Hajizadeh, Philipp Hövel, Omer Karin, Philipp Lorenz-Spreen, Christoph Miehl, Jan Mölter, Simona Olmi, Eckehard Schöll, Alireza Seif, Peter A. Tass, Giovanni Volpe, Serhiy Yanchuk, Jürgen Kurths

2023Chaos An Interdisciplinary Journal of Nonlinear Science55 citationsDOIOpen Access PDF

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.

Topics & Concepts

TerminologyComputer sciencePerspective (graphical)Complex adaptive systemDynamical systems theoryFeature (linguistics)Data scienceAdaptive strategiesArtificial intelligenceManagement scienceCognitive scienceEngineeringPsychologyLinguisticsPhysicsHistoryQuantum mechanicsPhilosophyArchaeologyNeural dynamics and brain functionReinforcement Learning in RoboticsComplex Systems and Time Series Analysis