Sebastián Aguilera Novoa
Physicist - Computer Scientist - Problem Solver
Pleased to meet you! 😁 ✌️
I'm a M.Sc. student in Computer Science at the Institute of Mathematics, Statistics, and Computer Science, University of São Paulo (IME-USP), conducting research in bioacoustics and dynamical systems. I hold a B.S. in Physics from the National University of Colombia (UNAL). My research journey spans from undergraduate summer research at the Electrical & Computer Engineering Department of the University of Delaware (2021), where I applied digital signal processing to analyze underwater soundscapes, to my undergraduate internship for biological research at the Sao Carlos Physics Institute (IFSC-USP) (2023), where I configured and ran molecular simulations and analyzed the resulting data. These diverse experiences have cultivated my interdisciplinary approach to computational science, focusing on mathematical modeling and data analysis.
Want to explore my work further? Check out my Projects, Teaching Materials, and CV. Or dive deeper into who I am with my Bio.
Research
My passion centers on the physical modeling of sound, from its generation and propagation to its computational simulation using ordinary and partial differential equations as well as numerical methods. I combine computational physics, acoustics, and simulation techniques to develop models that capture real acoustic behavior while maintaining theoretical rigor and practical applicability. I leverage signal processing and machine learning tools strategically, viewing them as complementary to, rather than replacements for, deep physical understanding. I'm driven by the challenge of developing models that bridge theory and computation, particularly in bioacoustics where physical insight and data-driven methods converge most powerfully.
At present, I'm advancing research in bioacoustics, investigating bird vocalizations and acoustic signal analysis. I develop tools like WaveSongs to enable accessible, reproducible research within the scientific community. My work spans the complete acoustic pipeline, from computational modeling and simulation to visualization and data analysis. I'm particularly passionate about leveraging computational science to understand and conserve our fauna and biodiversity.
Skills and Expertise
- Data Analysis: Proficient in extracting, processing, and interpreting complex and large datasets. Extensive experience in data visualization to identify relationships and extract meaningful insights.
- Mathematical Thinking: Strong foundation in theoretical and applied mathematics. Adept at formulating and solving complex problems through mathematical modeling and analytical reasoning.
- Communication: Excellent communication skills, fostering effective teamwork and collaboration.
- Adaptability: Quick learner capable of mastering new software environments and technologies.
- Technical Proficiency: Proficient in Python, Java, MATLAB, and LaTeX. Additional expertise in version control (GitHub), SSH, and SQL. Intermediate knowledge of C, C++, and front-end development.
- Numerical Analysis: Extensive knowledge and experience in numerical methods and analysis for physical and mathematical modeling.
- Machine Learning: Intermediate understanding of machine learning and deep learning algorithms with hands-on experience in PyTorch.
- Language Skills: Native Spanish speaker. Fluent in English, intermediate Portuguese, and interested in German.
News
| Jun 14, 2024 | Poster pesentation in MAPI-3 🖼️ |
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| Jun 05, 2024 | Biodiversity engenieering conference in ETITC 🎙️ |
| Mar 01, 2024 | Programmer Professor at ETITC 👨🏽🏫 |
| Apr 20, 2023 | Simulating molecules in Sao Carlos, University of Sao Paulo, Brazil ✈️ |
Latest Posts
| Mar 15, 2025 | Free Software Development Logbook |
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| Jun 24, 2024 | Websites using Github pages |
| Jun 24, 2024 | Birds, birds, and more birds |
| May 14, 2024 | Google Gemini updates: Flash 1.5, Gemma 2 and Project Astra |