Publications
Peer-reviewed research, conference proceedings and academic theses. Feel free to reach out for additional material.
Automatic Classification of Plasma States in an ECR-Type Ion Source
JACoW • Proceedings of the 25th International Workshop on ECR Ion Sources (ECRIS) · 2024
In this paper we present a methodology to infer the state of the plasma in an ECR source without using any sensor that modifies its behaviour. For this purpose, machine learning techniques are explored.
Machine Learning for Plasma State Classification in ECR Ion Sources
Bachelor’s Thesis • UPV/EHU · 2024
Developed a real-time ML system (MLP + PCA) that classifies hydrogen plasma regimes with 93 % accuracy. Packaged as a Python module for seamless integration into control systems.
Socio-physical Modeling of Spanish Electoral Dynamics
Bachelor’s Thesis • UPV/EHU · 2025
Applied Ising-style agent simulations and Markov chains to 40 years of Spanish election data, revealing long-term incumbency bias and universal vote-share patterns.