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Computación de reservorios de homotopía: Aprovechar el caos para el cálculo
1Center for Artificial Intelligence and Natural Sciences, Korea Institute for Advanced Study, Seoul 02455, South Korea.
Chaos (Woodbury, N.Y.)
|September 5, 2025
Resumen
Presentamos Homotopy Reservoir Computing (Homotopy RC), un nuevo método que adapta los sistemas caóticos para el cálculo. Este marco adaptativo mejora las capacidades de procesamiento en tiempo real en sistemas dinámicos complejos.
Área de la Ciencia:
- Sistemas complejos
- Neurociencia computacional
- Aprendizaje automático
Sus antecedentes:
- Reservoir Computing (RC) tradicionalmente optimiza el rendimiento computacional ajustando los sistemas cerca del borde del caos.
- Los métodos RC existentes a menudo requieren una selección cuidadosa de parámetros y pueden no adaptarse bien a la dinámica de entrada cambiante.
Objetivo del estudio:
- Desarrollar un nuevo marco, Homotopy Reservoir Computing (Homotopy RC), para crear depósitos computacionales entrenables a partir de sistemas completamente caóticos.
- Demostrar la adaptabilidad y efectividad de Homotopy RC en diversos sistemas caóticos para tareas computacionales.
Principales métodos:
- La domesticación sistemática de sistemas totalmente caóticos en depósitos que pueden ser entrenados utilizando la homotopía.
- Desarrollo de depósitos adaptativos con dinámicas internas que evolucionan en tiempo real con las señales de entrada.
- Probando el marco Homotopy RC en sistemas caóticos canónicos como las redes acopladas de Lorenz, Lorenz-96, y el sistema Kuramoto-Sivashinsky.
Principales resultados:
- Homotopy RC logra un alto rendimiento en tareas computacionales en sistemas caóticos probados.
- La complejidad del sistema caótico subyacente, específicamente el acoplamiento moderado y la heterogeneidad de los nodos, se correlaciona positivamente con las capacidades RC mejoradas.
- Demostró la aplicabilidad general y el carácter adaptativo del marco Homotopy RC.
Conclusiones:
- Homotopia RC ofrece un marco general y adaptativo para aprovechar la dinámica caótica en el cálculo en tiempo real.
- Este enfoque proporciona una nueva clase de modelos computacionales capaces de adaptación en tiempo real.
- El estudio destaca el potencial de utilizar dinámicas caóticas complejas para aplicaciones computacionales avanzadas.
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