About Me
Hi, Iam a senior at The University of Texas at El Paso,
pursuing a Bachelor of Science in Mechanical Engineering with a Minor in Mathematics
and Computer Science. My passion lies in addressing engineering challenges at the intersection
of additive manufacturing, machine learning, and advanced modeling, particularly for microelectronics
and energy storage applications. With research experience at The University of Texas at El Paso, including
contributions to the Energy Storage and Electronics 3D Printing Laboratory and the Advanced Modeling and Simulation
Laboratory, as well as internships at Lawrence Berkeley National Laboratory,
I aim to contribute to innovative solutions through interdisciplinary research.
Publications & Presentations
Job Experience
Skills
Education
- Ferroelectric Devices
Muñoz, J. A., Fernández, C. A., Kumar, P., Zeng, Y., Broad, J., Tritt, A., Nonaka, A., Griffin, S., Ramakrishnan, L., & Yao, Z. (Under Submission). Negative capacitance of ferroelectric field-effect transistor gate stacks in design parameter space.
- Neural Operator Generalization
Soroco, M., Tang, Y., Fernández, C. A., Totounferoush, A., Ren, P., Yao, J., Nonaka, A., Chen, W., & Mahoney, M. (Under Submission). Super-OOD-Bench: Evaluating, understanding, and improving out-of-distribution generalization of neural operators.
- 3D Printed Solid Polymer Electrolytes
Maurel, A., Fernández, C. A., Schiaffino, E. M., Mahmud, M. S., Delgado Ramos, K. L., Lin, Y., MacDonald, E., Merrill, L. C., Cardenas, J. A., & Martinez, A. C. (Under Submission). The effect of polymer molecular weight on the electrochemical and mechanical performance of 3D printed solid polymer electrolytes.
- Advanced Additive Manufacturing
Martínez, A. C., Schiaffino, E. M., Aranzola, A. P., Fernández, C. A., Seol, M.-L., Sherrard, C. G., Jones, J., Huddleston, W. H., Dornbusch, D. A., Sreenivasan, S. T., Cortes, P., MacDonald, E., & Maurel, A. (2023). Multiprocess 3D printing of sodium-ion batteries via VAT photopolymerization and direct ink writing. *Journal of Physics: Energy, 5(4), 045010.* https://doi.org/10.1088/2515-7655/acf958
- Conference Presentations
- Fernández, C. A., Muñoz, J., Zeng, Y., Kumar, P., Nonaka, A., & Yao, Z. (2024). Ferroelectricity-induced negative capacitance in microelectronic devices via phase-field simulations and machine learning. *APS March Meeting 2024.* (Oral presentation).
- Fernández, C. A., Schiaffino, E., MacDonald, E., Merrill, L., Cardenas, J., Martínez, A., & Maurel, A. (2024). Digital light processing of solid polymer electrolytes for lithium-ion batteries. *Solid Freeform Fabrication Symposium 2024.*
- Fernández, C. A., Schiaffino, E., Aranzola, A., Martínez, A., Maurel, A., & MacDonald, E. (2023). Electrochemical stability of 3D printed separators and gaskets for shape-conformable lithium-ion batteries. *Solid Freeform Fabrication Symposium 2023.*
- Lawrence Berkeley National Laboratory
Developed and tested machine learning models to optimize microelectronic devices and contributed to high-performance computing frameworks.
- UTEP Energy Storage and Electronics 3D Printing Lab
Contributed to advanced material development for sodium-ion and lithium-ion batteries, optimizing electrochemical and mechanical performance.
- UTEP Advanced Modeling and Simulation Lab
Utilized stochastic modeling and molecular dynamics to analyze thermal diffusion and fluid dynamics in complex systems.
- Mechanical Engineering
Designed and optimized systems using Autodesk Fusion 360 and nTopology for 3D printing and energy storage applications.
- Molecular Simulations
Developed Python-based simulations for temperature-dependent diffusion and fluid mechanics challenges under Dr. Muñoz’s mentorship.
- 3D Printing & Design
Formulated polymer electrolytes and conducted mechanical characterization tests to enhance battery performance.
- Data Analysis & Machine Learning
Post-processed large datasets, developed CNNs and FNO models, and automated workflows for high-performance computing projects using libraries such as Python, NumPy, Pandas, Matplotlib, Scikit-learn, and PyTorch.
- The University of Texas at El Paso
Bachelor of Science in Mechanical Engineering with a Minor in Mathematics and Computer Science (Expected: May 2025).
- NASA L'SPACE Academy
Collaborated on mission concepts and preliminary design reviews, focusing on system requirements and risk management.