AI-blockchain and Network function virtualization for secure and scalable network services

Ahmed Mahdi Abdulkadium

doi:10.61286/e-rms.v3i.286

Autores/as

Ahmed Mahdi Abdulkadium Al-Qasim Green University https://orcid.org/0000-0001-9176-4142

DOI:

https://doi.org/10.61286/e-rms.v3i.286

Palabras clave:

artificial intelligence, network function virtualization, blockchain, service level agreement, explainable artificial intelligence.

Resumen

Esto se logra empleando sistemas de detección de intrusiones basados en el aprendizaje profundo, escalado automático asistido por aprendizaje por refuerzo, y asignación predictiva de tareas virtuales para garantizar la rendición de cuentas y la eficiencia del servicio. Adicionalmente, Blockchain se utiliza para proporcionar mecanismos de auditoría transparentes, asegurar el cumplimiento de los Acuerdos de Nivel de Servicio, y ofrecer evidencia a prueba de manipulaciones mediante contratos inteligentes y oráculos. Los resultados revelan una ventaja notable sobre los sistemas convencionales: la precisión de la detección aumentó del 91,4% al 97,9% al combinar la Inteligencia Artificial y Blockchain, mientras que la tasa de falsas alarmas se redujo en más del 50%. Las latencias también disminuyeron en más del 30%, la adhesión a los Acuerdos de Nivel de Servicio mejoró del 85,3% al 96,5%, y el consumo energético se redujo en aproximadamente un 32%. El modelo híbrido alcanzó la tasa de confianza más alta (0,94), lo que demuestra que fusionar la Inteligencia Artificial con blockchain no solo mejora el rendimiento técnico, sino que también garantiza el cumplimiento normativo y la fiabilidad operativa.

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