Perspectives on adaptive dynamical systems

被引:25
|
作者
Sawicki, Jakub [1 ,2 ]
Berner, Rico [3 ]
Loos, Sarah A. M. [4 ]
Anvari, Mehrnaz [1 ,5 ]
Bader, Rolf [6 ]
Barfuss, Wolfram [7 ,8 ]
Botta, Nicola [1 ,9 ]
Brede, Nuria [1 ,10 ]
Franovic, Igor [11 ]
Gauthier, Daniel J. [12 ,13 ]
Goldt, Sebastian [14 ]
Hajizadeh, Aida [15 ]
Hoevel, Philipp [16 ,17 ]
Karin, Omer [18 ]
Lorenz-Spreen, Philipp [19 ]
Miehl, Christoph [20 ,21 ]
Moelter, Jan [22 ]
Olmi, Simona [23 ,24 ]
Schoell, Eckehard [1 ,25 ,26 ]
Seif, Alireza [27 ]
Tass, Peter A. [28 ]
Volpe, Giovanni [29 ]
Yanchuk, Serhiy [1 ,30 ]
Kurths, Juergen [1 ,3 ]
机构
[1] Potsdam Inst Climate Impact Res, D-14473 Potsdam, Germany
[2] Fachhsch Nordwestschweiz FHNW, Akad Basel, Leonhardsstr 6, CH-4009 Basel, Switzerland
[3] Humboldt Univ, Dept Phys, Newtonstr 15, D-12489 Berlin, Germany
[4] Univ Cambridge, DAMTP, Wilberforce Rd, Cambridge CB3 0WA, England
[5] Fraunhofer Inst Algorithms & Sci Comp, D-53757 St Augustin, Germany
[6] Univ Hamburg, Inst Systemat Musicol, Hamburg, Germany
[7] Univ Bonn, Transdisciplinary Res Area Sustainable Futures, D-53113 Bonn, Germany
[8] Univ Bonn, Ctr Dev Res ZEF, Bonn, Germany
[9] Chalmers Univ Technol, Dept Comp Sci & Engn, S-41296 Gothenburg, Sweden
[10] Univ Potsdam, Dept Comp Sci, Bahn 2, D-14476 Potsdam, Germany
[11] Univ Belgrade, Sci Comp Lab, Ctr Study Complex Syst, Inst Phys Belgrade, Pregrevica 118, Belgrade 11080, Serbia
[12] Ohio State Univ, Dept Phys & Elect & Comp Engn, 191West Woodruff Ave, Columbus, OH 43210 USA
[13] ResCon Technol LLC, 1275 Kinnear Rd,Suite 239, Columbus, OH 43212 USA
[14] Int Sch Adv Studies SISSA, Dept Phys, Trieste, Italy
[15] Leibniz Inst Neurobiol, Res Grp Comparat Neurosci, Magdeburg, Germany
[16] Univ Saarland, Theoret Phys, D-66123 Saarbrucken, Germany
[17] Univ Saarland, Ctr Biophys, D-66123 Saarbrucken, Germany
[18] Imperial Coll London, Dept Math, London SW7 2AZ, England
[19] Max Planck Inst Human Dev, Ctr Adapt Rat, Max von Laue Str, D-60438 Berlin, Germany
[20] Max Planck Inst Brain Res, Max von Laue Str 4, D-60438 Frankfurt, Germany
[21] Tech Univ Munich, Sch Life Sci, Alte Akad 8, D-85354 Freising Weihenstephan, Germany
[22] Tech Univ Munich, Dept Math, Sch Computat Informat & Technol, Boltzmannstr 3, D-85748 Garching, Germany
[23] CNR Consiglio Nazl Ric, Ist Sistemi Complessi, Via Madonna Piano 10, I-50019 Sesto Fiorentino, Italy
[24] INFN, Sez Firenze, Via Sansone 1, I-50019 Sesto Fiorentino, FI, Italy
[25] Tech Univ Berlin, Inst Theoret Phys, Hardenbergstr 36, Berlin, Germany
[26] Humboldt Univ, Bernstein Ctr Computat Neurosci Berlin, D-10115 Berlin, Germany
[27] Univ Chicago, Pritzker Sch Mol Engn, Chicago, IL 60637 USA
[28] Stanford Univ, Sch Med, Dept Neurosurg, Stanford, CA 94304 USA
[29] Univ Gothenburg, Dept Phys, Gothenburg, Sweden
[30] Humboldt Univ, Dept Math, Rudower Chaussee 25, D-12489 Berlin, Germany
基金
欧洲研究理事会; 欧盟地平线“2020”;
关键词
DEEP-BRAIN-STIMULATION; TIMING-DEPENDENT PLASTICITY; ROBUST PERFECT ADAPTATION; TERM SYNAPTIC PLASTICITY; EVOLUTIONARY GAME-THEORY; DEMAND-SIDE MANAGEMENT; PARKINSONS-DISEASE; COORDINATED RESET; SUBTHALAMIC NUCLEUS; TIPPING ELEMENTS;
D O I
10.1063/5.0147231
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
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.
引用
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页数:42
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