Open Access
Editorial
Data-based nonlinear and stochastic dynamics
Published online: 11 March 2025
DOI: 10.1140/epjs/s11734-025-01548-5
The European Physical Journal Special Topics
Data-Based Nonlinear and Stochastic Dynamics
Yong Xu, Jürgen Kurths, Yongge Li and Stefano Lenci (Guest editors)
Regular Article
Suppressing random response of structure via inertial nonlinear energy sink
Published online: 13 June 2024
DOI: 10.1140/epjs/s11734-024-01195-2
Regular Article
Dynamics of delayed and diffusive FitzHugh–Nagumo network
Published online: 18 June 2024
DOI: 10.1140/epjs/s11734-024-01193-4
Regular Article
Coupled Hirota system: higher-order rogue waves and multi-solitons structures
Published online: 21 June 2024
DOI: 10.1140/epjs/s11734-024-01206-2
Regular Article
Approximate moment dynamic of stochastic resonance facilitating bistable energy harvesting systems
Published online: 01 July 2024
DOI: 10.1140/epjs/s11734-024-01204-4
Regular Article
The identification for time-varying parameter and noise of tuberculosis with seasonal changes based on data-behavior-driven system
Published online: 05 August 2024
DOI: 10.1140/epjs/s11734-024-01274-4
Regular Article
Impact of surveillance in human-to-human transmission of monkeypox virus
Published online: 18 October 2024
DOI: 10.1140/epjs/s11734-024-01346-5
Regular Article
Scaling limits for the generalized Langevin equation via diffusion approximation theory
Published online: 11 June 2024
DOI: 10.1140/epjs/s11734-024-01194-3
Regular Article
Physical informed memory networks based on domain decomposition for solving nonlinear partial differential equations
Published online: 29 July 2024
DOI: 10.1140/epjs/s11734-024-01263-7
Regular Article
A data-driven method to identify the probability density expression of nonlinear system under Gaussian white noise and harmonic excitations
Published online: 01 August 2024
DOI: 10.1140/epjs/s11734-024-01265-5
Open Access
Regular Article
When climate variables improve the dengue forecasting: a machine learning approach
Published online: 17 June 2024
DOI: 10.1140/epjs/s11734-024-01201-7
Regular Article
System identification based on sparse approximation of Koopman operator
Published online: 31 July 2024
DOI: 10.1140/epjs/s11734-024-01264-6
Regular Article
Tracking global topologies by deep learning-based progressive training with few data
Published online: 23 September 2024
DOI: 10.1140/epjs/s11734-024-01344-7
Regular Article
High- accuracy chaotic time series prediction of the flexible beam-ring model based on P
CNN-BiLSTM ED network
Published online: 09 October 2024
DOI: 10.1140/epjs/s11734-024-01347-4
Regular Article
Data-driven joint noise reduction strategy for flutter boundary prediction
Published online: 14 February 2025
DOI: 10.1140/epjs/s11734-025-01497-z
Regular Article
An arm musculoskeletal control scheme incorporating cerebellar and emotional learning models
Published online: 02 August 2024
DOI: 10.1140/epjs/s11734-024-01269-1
Regular Article
Deep learning-based stability of quasi-integrable and non-resonant Hamiltonian systems driven by fractional Gaussian noise
Published online: 02 October 2024
DOI: 10.1140/epjs/s11734-024-01340-x
Regular Article
Deep learning-based stochastic averaging method for quasi-Hamiltonian system
Published online: 07 January 2025
DOI: 10.1140/epjs/s11734-024-01438-2
Regular Article
Nonlinear modeling of financial state variables and multiscale numerical analysis
Published online: 29 January 2025
DOI: 10.1140/epjs/s11734-024-01441-7
Regular Article
Noise-induced alternations and data-driven parameter estimation of a stochastic perceptual model
Published online: 15 April 2024
DOI: 10.1140/epjs/s11734-024-01162-x
Regular Article
Deterministic-like data-driven discovery of stochastic differential equations via the Feynman–Kac formalism
Published online: 06 August 2024
DOI: 10.1140/epjs/s11734-024-01270-8
