Machine Learning in Complex Systems

• Grant number: 24/14478-4
• Support Opportunities: Research Grants - Visiting Researcher Grant - Brazil
• Start date: December 01, 2024
• End date: December 31, 2024
• Field of knowledge: Physical Sciences and Mathematics - Physics
• Principal Investigator: Iberê Luiz Caldas
• Grantee: Iberê Luiz Caldas
• Visiting researcher: Antonio Marcos Batista
• Visiting researcher institution: Setor De Ciências Exatas E Naturais/Scen/Uepg , Brazil
• Host Institution: Instituto de Física (IF). Universidade de São Paulo (USP). São Paulo , SP, Brazil
• City of the host institution: São Paulo
• Associated research grant: 18/03211-6 - Non linear dynamics, AP.TEM

Abstract

The complex system dynamics will be investigated in the context of machine learning. Initially, the synchronization of neuronal newtork and methods to suppress synchronous behavior. After that, the turbulence regimes in the Texas Helimak. (AU)

Scientific publications

(5)

(References retrieved automatically from Web of Science and SciELO through information on FAPESP grants and their corresponding numbers as mentioned in the publications by the authors)

DE SOUZA, SILVIO L. T.; BATISTA, ANTONIO M.; MEDRANO-T, RENE O.; CALDAS, IBERE L.. Quasiperiodic shrimp-shaped domains in intrinsically coupled oscillators. Chaos, v. 34, n. 12, p. 6-pg., 2024-12-01. (24/05176-4, 24/14478-4, 18/03211-6, 24/06718-5)

BENTIVOGLIO, LUCAS E.; SOUZA, DIOGO L. M.; GABRICK, ENRIQUE C.; PROTACHEVICZ, PAULO R.; SOUSA, GUSTAVO A.; CALDAS, IBERE L.; VIANA, RICARDO L.; IAROSZ, KELLY C.; BATISTA, ANTONIO M.; BORGES, FERNANDO S.. Collapse of multi-headed chimera states in biologically based neuronal networks. Chaos, v. 35, n. 9, p. 8-pg., 2025-09-01. (18/03211-6, 25/02318-5, 24/14478-4, 22/13761-9)

SOUSA, GUSTAVO A.; SOUZA, DIOGO L. M.; GABRICK, ENRIQUE C.; DOS REIS, PATRICIO D. C.; BENTIVOGLIO, LUCAS E.; BATISTA, ANTONIO M.; SZEZECH JR, JOSE D.. Continuous and Discrete Compartmental Models for Infectious Disease. Brazilian Journal of Physics, v. 55, n. 3, p. 10-pg., 2025-06-01. (24/14478-4, 24/14825-6, 25/02318-5)

DA SILVA, SIDNEY T.; GABRICK, ENRIQUE C.; DE MORAES, ANA LUIZA R.; VIANA, RICARDO L.; BATISTA, ANTONIO M.; CALDAS, IBERE L.; KURTHS, JUERGEN. Predicting temperatures in Brazilian states capitals via Machine Learning. European Physical Journal-Special Topics, v. N/A, p. 20-pg., 2025-06-02. (25/02318-5, 22/13761-9, 18/03211-6, 24/14478-4, 24/05700-5)

DA SILVA, SIDNEY T.; MILANI, LETICIA C.; GABRICK, ENRIQUE C.; IAROSZ, KELLY C.; VIANA, RICARDO L.; CALDAS, IBERE L.; BATISTA, ANTONIO M.. Rainfall forecast in Brazil using machine learning. Chaos, v. 35, n. 7, p. 12-pg., 2025-07-01. (24/05700-5, 24/14478-4, 22/13761-9, 22/04251-7)