Process Research Group
                                  Bluetooth
Mechatronics,
Signal Processing, Control and Artificial Neural Networks
Department of Information and communications technologies
Technological Centre Ceit /“Researching Today, Creating the Future” 
   
 
   
Auto-scaling in Virtualized and Native Network Functions
<< TO BE UPDATED, PLEASE VISIT AGAIN >>
 
My contribution in this project has been named: IRONMAN-BRAIN, which is a modular and intelligent autoscaling system that leverages reinforcement learning to enable proactive and adaptive scaling of Virtualized and Cloud-Native Network Functions. The IRONMAN-BRAIN a Deep Q-Neural Newtork to make autoscaling decisions within Service Function Chains (SFCs) deployed accross OpenStack and Kubernetes platform. Integration with Open Source Mano (OSM) facilitates lifecycle management, while SDN components such as OpenDaylight and Open vSwitch provide programmable control of the network infraestructure [1].
 
Some projects in this field where I have been working on:  
 
Advanced framework for secure end-to-end management of virtualised networks and provision of cybersecurity services as a Service
 
                                          
Deep Q-Neural network implemented for proactive and adaptive scaling of virtualized and cloud- native network funtions [1]
 
Artificial neural unit with ReLU activation function implemented in the Deep Q-Neural network
 
References:
[1] Advanced framework for secure end-to-end management of virtualised networks and provision of cybersecurity services as a Service, project founded by  IRONTEC,INTERNET Y SISTEMAS SOBRE GNU/LINUX IRONTEC, Regional.