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Machine learning based prediction of extreme events in networks of coupled mechanical oscillators

2021/43/B/ST8/00641

Keywords:

nonlinear dynamics extreme events networks of coupled oscillators machine learning

Descriptors:

  • ST8_014:

Panel:

ST8 - Production and processes engineering: modelling, product design, process design and control, construction methods and engineering, power units and systems

Host institution :

Politechnika Łódzka, Wydział Mechaniczny

woj. łódzkie

Other projects carried out by the institution 

Principal investigator (from the host institution):

prof. Tomasz - Kapitaniak 

Number of co-investigators in the project: 5

Call: OPUS 22 - announced on 2021-09-15

Amount awarded: 1 457 200 PLN

Project start date (Y-m-d): 2022-06-24

Project end date (Y-m-d): 2026-06-23

Project duration:: 48 months (the same as in the proposal)

Project status: Pending project

Project description

Download the project description in a pdf file

Note - project descriptions were prepared by the authors of the applications themselves and placed in the system in an unchanged form.

Information in the final report

  • Publication in academic press/journals (8)
  1. Response of a three-species cyclic ecosystem to a short-lived elevation of death rate.
    Authors:
    Chatterjee Sourin,De Rina,Hens Chittaranjan ,Dana Syamal K.,Kapitaniak Tomasz,Bhattacharyya Sirshendu
    Academic press:
    Scientific Reports (rok: 2023, tom: 13, strony: 20740), Wydawca: Nature
    Status:
    Published
    DOI:
    10.1038/s41598-023-48104-6 - link to the publication
  2. Grazing-sliding bifurcation induced extreme large-intensity pulses in CO2 laser
    Authors:
    S. Leo Kingston
    Academic press:
    The European Physical Journal Plus (rok: 2024, tom: 139, strony: 447), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1140/epjp/s13360-024-05236-6 - link to the publication
  3. RC-FODS algorithm for solving numerical solutions of fractional order dynamical system
    Authors:
    Lin Zi-Fei,Zhao Jia-Li,Liang Yan-Ming,Kapitaniak Tomasz
    Academic press:
    AIP Advances (rok: 2023, tom: 13, strony: 35307), Wydawca: AIP Publishing
    Status:
    Published
    DOI:
    10.1063/5.0138585 - link to the publication
  4. Supertransient Chaos in a Single and Coupled Liénard Systems
    Authors:
    Sahaya Tharsis Leo, Kumarasamy Suresh, Chudzik Agnieszka, Wojewoda Jerzy, Kapitaniak Tomasz:
    Academic press:
    Entropy (rok: 2024, tom: 26, strony: 812), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/e26100812 - link to the publication
  5. Emergence of extreme outbreak events in population model
    Authors:
    S. Dinesh Vijay, S. Leo Kingston, Suresh Kumarasamy, and Tomasz Kapitaniak
    Academic press:
    European Physical Journal-Special Topics (rok: 2024, tom: 134, strony: 11734), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1140/epjs/s11734-024-01339-4 - link to the publication
  6. Experimental observation of distinct amplitude-modulated bursting in Liénard system
    Authors:
    Kingston, S.L., Vijay, S.D., Kumarasamy, and Kapitaniak, T
    Academic press:
    European Physical Journal Plus (rok: 2023, tom: 138, strony: 1116), Wydawca: Springer
    Status:
    Published
    DOI:
    10.1140/epjp/s13360-023-04749-w - link to the publication
  7. Different routes to large-intensity pulses in Zeeman laser model
    Authors:
    Sahaya Tharsis Leo,Kumarasamy Suresh,Balcerzak Marek,Kapitaniak Tomasz
    Academic press:
    OPTICS EXPRESS (rok: 2023, tom: 31, strony: 487442), Wydawca: Optica Publishing Group
    Status:
    Published
    DOI:
    10.1364/OE.487442 - link to the publication
  8. Complexity measure of extreme events.
    Authors:
    Das Dhiman, Ray Arnob, Hens Chittaranjan, Ghosh Dibakar, Hassan Kamrul, Dąbrowski Artur, Kapitaniak Tomasz, Dana Syamal K
    Academic press:
    Chaos (rok: 2024, tom: 34, strony: 121104), Wydawca: AIP Publishing
    Status:
    Published
    DOI:
    10.1063/5.0232645 - link to the publication

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