Adaptive dynamical networks

被引:65
作者
Berner, Rico [1 ,2 ]
Gross, Thilo [3 ,4 ,5 ]
Kuehn, Christian [6 ,7 ,8 ]
Kurths, Juergen [1 ]
Yanchuk, Serhiy [9 ,10 ]
机构
[1] Humboldt Univ, Dept Phys, Newtonstr 15, D-12489 Berlin, Germany
[2] TU Berlin, Inst Theoret Phys, Hardenbergstr 36, D-10623 Berlin, Germany
[3] Helmholtz Inst Funct Marine Biodivers HIFMB, Ammerlander Heerstr 231, D-26129 Oldenburg, Germany
[4] Carl von Ossietzky Univ Oldenburg, Inst Chem & Biol Marine Environm ICBM, Carl von Ossietzky Str 9-11, D-26129 Oldenburg, Germany
[5] Alfred Wegener Inst AWI, Helmholtz Ctr Marine & Polar Res, Handelshafen 12, D-27570 Bremerhaven, Germany
[6] Tech Univ Munich, Sch Computat Informat & Technol, Dept Math, Boltzmannstr 3, D-85748 Garching, Germany
[7] Tech Univ Munich, Munich Data Sci Inst MDSI, Walther von Dyck Str 10, D-85748 Garching, Germany
[8] Complex Sci Hub Vienna, Josefstaedter Str 39, A-1080 Vienna, Austria
[9] Potsdam Inst Climate Impact Res PIK, Telegrafenberg A 31, D-14473 Potsdam, Germany
[10] Humboldt Univ, Dept Math, Rudower Ch 25, D-12489 Berlin, Germany
来源
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS | 2023年 / 1031卷
关键词
Adaptation; Dynamics; Networks; Co-evolutionary; Complexity; Neuronal plasticity; Rewiring; Event-based adaptation; Multiscale; Cooperation; Opinion formation; Mean-field; TIMING-DEPENDENT PLASTICITY; SINGULAR PERTURBATION-THEORY; ECHO STATE NETWORKS; MEAN-FIELD EQUATION; COMPLEX NETWORKS; KURAMOTO MODEL; SYNAPTIC PLASTICITY; COORDINATED RESET; NEURAL-NETWORKS; SLOW MANIFOLDS;
D O I
10.1016/j.physrep.2023.08.001
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
It is a fundamental challenge to understand how the function of a network is related to its structural organization. Adaptive dynamical networks represent a broad class of systems that can change their connectivity over time depending on their dynamical state. The most important feature of such systems is that their function depends on their structure and vice versa. While the properties of static networks have been extensively investigated in the past, the study of adaptive networks is much more challenging. Moreover, adaptive dynamical networks are of tremendous importance for various application fields, in particular, for the models for neuronal synaptic plasticity, adaptive networks in chemical, epidemic, biological, transport, and social systems, to name a few. In this review, we provide a detailed description of adaptive dynamical networks, show their applications in various areas of research, highlight their dynamical features and describe the arising dynamical phenomena, and give an overview of the available mathematical methods developed for understanding adaptive dynamical networks.(c) 2023 Elsevier B.V. All rights reserved.
引用
收藏
页码:1 / 59
页数:59
相关论文
共 576 条
[1]   Synaptic plasticity: taming the beast [J].
Abbott, L. F. ;
Nelson, Sacha B. .
NATURE NEUROSCIENCE, 2000, 3 (11) :1178-1183
[2]   Metaplasticity: The plasticity of synaptic plasticity [J].
Abraham, WC ;
Bear, MF .
TRENDS IN NEUROSCIENCES, 1996, 19 (04) :126-130
[3]   Metaplasticity: tuning synapses and networks for plasticity [J].
Abraham, Wickliffe C. .
NATURE REVIEWS NEUROSCIENCE, 2008, 9 (05) :387-399
[4]   Chimera states for coupled oscillators [J].
Abrams, DM ;
Strogatz, SH .
PHYSICAL REVIEW LETTERS, 2004, 93 (17) :174102-1
[5]   The Kuramoto model:: A simple paradigm for synchronization phenomena [J].
Acebrón, JA ;
Bonilla, LL ;
Vicente, CJP ;
Ritort, F ;
Spigler, R .
REVIEWS OF MODERN PHYSICS, 2005, 77 (01) :137-185
[6]   Adaptive frequency model for phase-frequency synchronization in large populations of globally coupled nonlinear oscillators [J].
Acebron, JA ;
Spigler, R .
PHYSICAL REVIEW LETTERS, 1998, 81 (11) :2229-2232
[7]   Statistical mechanics of complex networks [J].
Albert, R ;
Barabási, AL .
REVIEWS OF MODERN PHYSICS, 2002, 74 (01) :47-97
[8]   A multi-scale model explains oscillatory slowing and neuronal hyperactivity in Alzheimer's disease [J].
Alexandersen, Christoffer G. ;
de Haan, Willem ;
Bick, Christian ;
Goriely, Alain .
JOURNAL OF THE ROYAL SOCIETY INTERFACE, 2023, 20 (198)
[9]   On Myelinated Axon Plasticity and Neuronal Circuit Formation and Function [J].
Almeida, Rafael G. ;
Lyons, David A. .
JOURNAL OF NEUROSCIENCE, 2017, 37 (42) :10023-10034
[10]   Cytokine-mediated communication: a quantitative appraisal of immune complexity [J].
Altan-Bonnet, Gregoire ;
Mukherjee, Ratnadeep .
NATURE REVIEWS IMMUNOLOGY, 2019, 19 (04) :205-217