ON.Energy — Financial Intern
Quantitative analysis of energy markets. Multicriteria decision models for investment planning. Financial modeling.
Member Profile
Carlos Colchero
Engineering Physicist · Data Analyst
I focus on data-driven modeling, Koopman operator theory, and real-world applications in energy and climate systems. I aim to bridge theory and practice through smart, scalable tools.
Core Skills
A quick snapshot of tools and methods I use most.
- Dynamical system linearization
- BESS sizing & grid integration
- Koopman / HAVOK methods
- Data extraction (Selenium, APIs)
- Data cleaning (Pandas, R)
- Scientific computing (NumPy, SciPy)
- Mathematica & MATLAB
- Visualization (Matplotlib, Folium, Plotly)
- Measure theory & statistics
- Topological data analysis (TDA)
- OCR / PDF analysis (Tesseract)
- HTML / CSS / JS
- Data architecture (Parquet, basic SQL)
- LaTeX, Word, Excel
Research Projects & Experience
Reverse-chronological highlights.
Research Analyst (University of Southampton) — Action-based Neural Networks & Probabilistic Forecasting using Ulam's method
Physics-informed neural networks based on variational principles to improve dataless training efficiency and accuracy.
Data Analyst (Iberdrola) — Time Series Analysis
Data extraction and analysis for model training/validation. Forecasting and downscaling using ML methods.
Research Collaborator (OP Group) — Spectral Analysis of Quantum Dynamical Systems
Application of mHAVOK as a spectral tool for the analysis of Lindbladian quantum systems.
Research Semester (Tecnológico de Monterrey) — Cost-effective sizing of BESS systems
Measure theory and Markov processes to describe probability distributions for battery power and energy.
Main Author (OP Group) — A multichannel generalization of the HAVOK method for the analysis of nonlinear dynamical systems
Developed an algorithm based on generalized embeddings for linearization of chaotic dynamical systems.
Research Analyst (OP Group) — Workshops & Seminaries on Ergodic and Koopman Theory
Led a seminar series on Koopman analysis.
Data Analyst (Kreston BSG) — Automation & Visualization
Built Python automations to increase efficiency and improve reporting.
Research Analyst (OP Group) — Grid simulation with PyPSA & Folium
Analyzed Mexican energy market and transmission network, including LMP visualization.
Front-end Developer (iSolenum)
Designed and implemented the industry partner website using front-end tools.
Coauthor — Damage detection in thin-wall beams via operational modal analysis
Designed a wavelet-based algorithm for damage detection in composite beams.
Data Management (Kobrex) — Database architecture & optimization
Designed Parquet + SQL workflows for faster storage and querying.
Finance Director (SAIFI)
Event planning, sponsorships, and balance reports.
Research Collaborator — Transverse magnetic polarization effects in diffracted beams
Applied Wolfram Mathematica to analytical descriptions of optical systems.
Project Coordinator (SATEM)
Participated in talks, events, and seminaries.
Academic Projects
Selected university / industry-collab coursework projects.
Material Sciences (Intercovamex) — CNT–CNF composites for capacitive storage
Built a custom vacuum chamber for electrical characterization; participated in synthesis and SEM/TEM/AFM/Raman.
Statistical Mechanics (Ternium) — Thermodynamic modeling of graphene
Analytical specific-heat model using phononic interactions; simulated vibrational dynamics with Ising models.
Stochastic Processes (John Deere) — Stochastic optimization of sprinkler system
Genetic algorithms for cost optimization under terrain constraints identified via unsupervised learning.
Renewable Energy — Clean energy generation in Mexico after A/018/2023
Study of Mexico’s energy market after significant political reforms.
Renewable Energy — Wind generation: levelized cost
Studied integration of renewable energy sources into the Mexican energy market.
Renewable Energy — Distributed generation project planning in Monterrey
Optimized a charge/discharge scheme based on Mexican energy and power tariff structures.