EPJ Special Topics (EPJ ST)

Open Access

Editorial

Data-based nonlinear and stochastic dynamics p. 409

Yong Xu, Jürgen Kurths, Yongge Li and Stefano Lenci

Published online: 11 March 2025

DOI: 10.1140/epjs/s11734-025-01548-5

Regular Article

Suppressing random response of structure via inertial nonlinear energy sink p. 415

Feng Ye Bao and Chen Lin Cong

Published online: 13 June 2024

DOI: 10.1140/epjs/s11734-024-01195-2

Regular Article

Dynamics of delayed and diffusive FitzHugh–Nagumo network p. 427

Shaoyang Gao, Jianwei Shen and Xiaoyan Hu

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 p. 445

N. Song, M. M. Guo, R. Liu, D. X. Cao and B. L. Zhou

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 p. 453

Ranran Wang, Yamin Ding and Yanmei Kang

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 p. 465

Kexin Wei and Shaojuan Ma

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 p. 483

James Andrawus, Yau Umar Ahmad, Agada Apeh Andrew, Abdullahi Yusuf, Sania Qureshi, Ballah Akawu Denue, Habu Abdul and Soheil Salahshour

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 p. 515

Bin Pei, Ming Kong and Min Han

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 p. 525

Jiuyun Sun, Huanhe Dong, Mingshuo Liu and Yong Fang

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 p. 539

Chao Wang, Xiaoling Jin and Zhilong Huang

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 p. 555

Sidney T. da Silva, Enrique C. Gabrick, Paulo R. Protachevicz, Kelly C. Iarosz, Iberê L. Caldas, Antonio M. Batista and Jürgen Kurths

Published online: 17 June 2024

DOI: 10.1140/epjs/s11734-024-01201-7

Regular Article

System identification based on sparse approximation of Koopman operator p. 571

Tiantian Lu, Jinqian Feng, Jin Su, Youpan Han and Qin Guo

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 p. 585

Zigang Li, Qinmei Jiang and Jun Jiang

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 PCNN-BiLSTM ED network p. 603

Xinchang Liu, Ying Sun, Aiwen Wang, Junhua Zhang and Luying Zhang

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 p. 619

Haoxuan Yan, Yong Xu, Qi Liu, Xiaolong Wang and Jürgen Kurths

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 p. 637

Fengjie Wang, Fang Han, Ying Yu and Qinghua Zhu

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 p. 657

Qiangfeng Lü, Weiqiu Zhu and Maolin Deng

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 p. 675

Qiangfeng Lü and Maolin Deng

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 p. 691

Zi-Fei Lin, Heng-Heng Zhao and Zimeng Sun

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 p. 707

Xiaolong Wang, Jing Feng, Qi Liu and Yong Xu

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 p. 721

Chaoxiang Ma, Cheng Huang, Cheng Cheng and Xiuting Li

Published online: 06 August 2024

DOI: 10.1140/epjs/s11734-024-01270-8

EPJ

The European Physical Journal Special Topics

Volume 234 / No 3 (June 2025)

Data-Based Nonlinear and Stochastic Dynamics

Data-Based Nonlinear and Stochastic Dynamics

Data-based nonlinear and stochastic dynamics p. 409

Suppressing random response of structure via inertial nonlinear energy sink p. 415

Dynamics of delayed and diffusive FitzHugh–Nagumo network p. 427

Coupled Hirota system: higher-order rogue waves and multi-solitons structures p. 445

Approximate moment dynamic of stochastic resonance facilitating bistable energy harvesting systems p. 453

The identification for time-varying parameter and noise of tuberculosis with seasonal changes based on data-behavior-driven system p. 465

Impact of surveillance in human-to-human transmission of monkeypox virus p. 483

Scaling limits for the generalized Langevin equation via diffusion approximation theory p. 515

Physical informed memory networks based on domain decomposition for solving nonlinear partial differential equations p. 525

A data-driven method to identify the probability density expression of nonlinear system under Gaussian white noise and harmonic excitations p. 539

When climate variables improve the dengue forecasting: a machine learning approach p. 555

System identification based on sparse approximation of Koopman operator p. 571

Tracking global topologies by deep learning-based progressive training with few data p. 585

High- accuracy chaotic time series prediction of the flexible beam-ring model based on PCNN-BiLSTM ED network p. 603

Data-driven joint noise reduction strategy for flutter boundary prediction p. 619

An arm musculoskeletal control scheme incorporating cerebellar and emotional learning models p. 637

Deep learning-based stability of quasi-integrable and non-resonant Hamiltonian systems driven by fractional Gaussian noise p. 657

Deep learning-based stochastic averaging method for quasi-Hamiltonian system p. 675

Nonlinear modeling of financial state variables and multiscale numerical analysis p. 691

Noise-induced alternations and data-driven parameter estimation of a stochastic perceptual model p. 707

Deterministic-like data-driven discovery of stochastic differential equations via the Feynman–Kac formalism p. 721

Conference announcements

EPJ

The European Physical Journal Special Topics

Volume 234 / No 3 (June 2025)

Data-Based Nonlinear and Stochastic Dynamics

Data-Based Nonlinear and Stochastic Dynamics

Data-based nonlinear and stochastic dynamics p. 409

Suppressing random response of structure via inertial nonlinear energy sink p. 415

Dynamics of delayed and diffusive FitzHugh–Nagumo network p. 427

Coupled Hirota system: higher-order rogue waves and multi-solitons structures p. 445

Approximate moment dynamic of stochastic resonance facilitating bistable energy harvesting systems p. 453

The identification for time-varying parameter and noise of tuberculosis with seasonal changes based on data-behavior-driven system p. 465

Impact of surveillance in human-to-human transmission of monkeypox virus p. 483

Scaling limits for the generalized Langevin equation via diffusion approximation theory p. 515

Physical informed memory networks based on domain decomposition for solving nonlinear partial differential equations p. 525

A data-driven method to identify the probability density expression of nonlinear system under Gaussian white noise and harmonic excitations p. 539

When climate variables improve the dengue forecasting: a machine learning approach p. 555

System identification based on sparse approximation of Koopman operator p. 571

Tracking global topologies by deep learning-based progressive training with few data p. 585

High- accuracy chaotic time series prediction of the flexible beam-ring model based on PCNN-BiLSTM ED network p. 603

Data-driven joint noise reduction strategy for flutter boundary prediction p. 619

An arm musculoskeletal control scheme incorporating cerebellar and emotional learning models p. 637

Deep learning-based stability of quasi-integrable and non-resonant Hamiltonian systems driven by fractional Gaussian noise p. 657

Deep learning-based stochastic averaging method for quasi-Hamiltonian system p. 675

Nonlinear modeling of financial state variables and multiscale numerical analysis p. 691

Noise-induced alternations and data-driven parameter estimation of a stochastic perceptual model p. 707

Deterministic-like data-driven discovery of stochastic differential equations via the Feynman–Kac formalism p. 721

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Conference announcements