Career Profile
Highly skilled and results-oriented software engineer with 10 years of experience in academia and industry. Proven expertise in designing and developing high-performance Backend systems, Machine Learning models, and scientific software. Successfully translated complex scientific and business challenges into robust, scalable, and impactful software solutions. Holds a PhD in Physics. Published over 40 peer-reviewed scientific papers. Possesses a strong foundation in statistical learning, software engineering fundamentals, and agile methodologies.
Experiences
- Developing security-focused APIs to support financial applications, following industry best practices and compliance standards.
- Played a significant role in the architecture and implementation of a scalable service catalog ecosystem, which created several critical microservices with high availability with CI/CD pipelines.
- Led the migration of the freight calculation flow to the service catalog ecosystem, reducing pricing discrepancies.
- Automated critical manual workflows, reducing team time spent on repetitive tasks by 30-40%.
- Integrated risk multipliers into the freight calculation flow, generating additional hundreads of thousands R$/month in revenue.
- Enhanced the performance of several APIs by implementing caching strategies, significantly reducing latency and improving overall system throughput.
- Enhanced API functionality by designing and deploying new modules using the Kotlin (Micronaut) and MongoDB stack for freight and quotation services, ensuring scalability and maintainability.
- Onboarded new software engineers, fostering a collaborative and inclusive team culture.
- Developed and deployed the Matfinder API, enabling property-driven material searches, under the IAPMEI Startup Voucher.
- Created artificial neural networks to model and optimize magnetic measurement systems, reducing time machine costs by ~80% and accelerating measurement workflows.
- Implemented robust machine learning pipelines for magnetic system optimization, based on experimentation and large-scale data analysis using Python (Pandas, NumPy, Scikit-learn, Matplotlib).
- Secured and managed ~250k€ in funding for developing end-to-end system and optimization models for magnetic refrigeration, leading a cross-disciplinary team.
- Published 10+ cutting-edge research papers, including publications on integrating machine learning models with caloric system optimization.
- Supervised Master’s and PhD students on advanced computational techniques.
- Developed and maintained the open-source Heatrapy Python framework for simulating heat transfer phenomena in caloric systems (~83,000 downloads to date).
- Applied machine learning classifiers to optimize magnetocaloric setups, achieving a ~99% reduction in computational time, validating the feasibility of AI-driven optimization.
- Engineered predictive simulation models for material properties, contributing to industrial applications in collaboration with BOSCH Thermotechnology.
- Published 5+ peer-reviewed research papers, including publications on software development and computational physics.
- Developed resswich, a GUI-driven software solution for automating memristive structure analysis (~15,000 downloads to date), leveraging Python and Tkinter for user-friendly interfaces.
- Conducted advanced computational simulations for solid-state magnetic refrigerator design.
- Modeled the magnetic circuit of solenoid gas valves using Python and numerical simulation tools.
- Contributed to a high-impact gas valve production transfer project.
- Conducted advanced research on lattice location of impurities in silicon, combining computational simulations with experimental data, resulting in 3 high-impact publications.
- Presented findings at international conferences, earning the Best Manuscript Award for Young Researchers at the Ion Beam Analysis Conference 2015.
Skills & Proficiency
Python
Kotlin
Javascript
FastAPI
Django
Flask
Micronault
PostgreSQL
MongoDB
Git
Docker
Kubernetes
AWS cloud services
Terraform
Numpy
Matplotlib
Scikit-learn
Pandas
OSS Contributions
Personal Projects
Certificates (9) & Certifications
Harness the power of the most disruptive technology since the internet through real life examples! Master Blockchain Now.
Overview of Scrum Agile project management+common questions+tips to pass PSM scrum org ONLINE Scrum Master Certification.
Build professional REST APIs with Python, Flask, Flask-RESTful, and Flask-SQLAlchemy.
Become a Cyber Security Specialist, Learn How to Stop Hackers, Prevent Hacking, Learn IT Security & INFOSEC.
Learn how to use NumPy, Pandas, Seaborn , Matplotlib , Plotly , Scikit-Learn , Machine Learning, Tensorflow , and more!
Master the fundamentals of React and Redux with this tutorial as you develop apps with React Router, Webpack, and ES6.
Learn to build websites with HTML , CSS , Bootstrap , Javascript , jQuery , Python 3 , and Django 1.11!
The only course you need to learn web development - HTML, CSS, JS, Node, and More!
Access and parse the web with Python.
Awards (2)
Patents (2)
Publications (45)
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Solid-state magnetic refrigerator based on the demagnetizing effect
Int. J. Refrig. 2025, 178, 272.
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Optimization of a novel magnetic refrigerator based on the demagnetizing effect using a particle swarm-like algorithm
Int. J. Refrig. 2025, 172, 134.
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Direct measurements of the conventional and rotational magnetocaloric effects in Gd thick films
J. Phys. D Appl. Phys. 2024, 58, 075502.
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Magnetic refrigeration enhanced by magnetically-activated thermal switch: An experimental proof-of-concept
Int. J. Refrig. 2024, 164, 210.
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Impact of different numerical approaches on the magnetocaloric effect modeling
Heliyon 2024, 10, e31826.
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Rotating magnetocaloric effect in polycrystals - harnessing the demagnetizing effect
J. Phys. Energy 2024, 6, 015020.
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Complete thermodynamic characterization of second-order phase transition magnetocaloric materials exclusively through magnetometry
J. Alloys Compd. 2024, 976, 173290.
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High-performance magnetic thermal switch based on MnFe2O4/Ethylene Glycol:Water refrigerant dispersion
Energy 2023, 283, 129123.
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Rod mangle rotation patterns for adjustable magnetic field generation
J. Magn. Magn. Mater. 2023, 565, 170227.
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Modeling the Transient Response of Thermal Circuits
Appl. Sci. 2022, 12, 12555.
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Predicting the magnetic measurements of first- and second-order phase transition magnetocaloric materials with artificial neural networks
J. Magn. Magn. Mater. 2022, 562, 169706.
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Numerical simulation and optimization of a solid state thermal diode based on shape-memory alloys
Energy 2022, 255, 124460.
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Hybridizing Triboelectric and Thermomagnetic Effects: A Novel Low-Grade Thermal Energy Harvesting Technology
Adv. Funct. Mater. 2022, 32, 2110288.
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Caloric devices: A review on numerical modeling and optimization strategies
Int. J. Energy Res. 2021, 45, 18498.
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Thermal switching requirements for solid state magnetic refrigeration
J. Magn. Magn. Mater. 2021, 533, 167979.
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Predicting the performance of magnetocaloric systems using machine learning regressors
Energy and AI 2020, 2, 100030.
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Broad Multi-Parameter Dimensioning of Magnetocaloric Systems Using Statistical Learning Classifiers
Frontiers in Energy Research 2020, 8, 121.
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Magnetic Refrigeration Materials at Micro-Scale
Reference Module in Materials Science and Materials Engineering, Elsevier, 2020.
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Chapter: Associative Networks and Perceptron Based on Memristors: Fundamentals and Algorithmic Implementation
Handbook of Memristor Networks 2019, Spinger, 729-765.
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A magnetically-activated thermal switch without moving parts
Energy Convers. Manag. 2019, 197, 111881.
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Temperature dependent thermal conductivity of magnetocaloric materials: Impact assessment on the performance of active magnetic regenerative refrigerators
Int. J. Refrig. 2019, 106, 181.
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Modeling and computing magnetocaloric systems using the Python framework heatrapy
Int. J. Refrig. 2019, 106, 278.
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Lattice location study of low-fluence ion-implanted ¹²⁴In in 3C-SiC
J. Appl. Phys. 2019, 125, 215706.
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Cooling by sweeping: A new operation method to achieve ferroic refrigeration without fluids or thermally switchable components
Int. J. Refrig. 2019, 101, 98-105.
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Enhancing the temperature span of thermal switch‐based solid state magnetic refrigerators with field sweeping
Int. J. Energy Res. 2019, 43, 742-748.
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Heatrapy: A flexible Python framework for computing dynamic heat transfer processes involving caloric effects in 1.5D systems
SoftwareX 2018, 7, 373-382.
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Lattice sites of ion-implanted Mn, Fe and Ni in 6H-SiC
Semicond. Sci. Technol. 2018, 33, 015021.
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Lattice location of implanted transition metals in 3C–SiC
J. Phys. D Appl. Phys. 2017, 50, 215101.
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Lattice location of implanted Co in heavily doped n+- and p+-type silicon
Appl. Phys. A Mater. Sci. 2017, 123, 286.
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Novel thermal switch based on magnetic nanofluids with remote activation
Nano Energy 2017, 31, 278.
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Direct observation of the lattice sites of implanted manganese in silicon
Appl. Phys. A Mater. Sci. 2016, 122, 241.
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Drawing the geometry of 3d transition metal-boron pairs in silicon from electron emission channeling experiment
Nucl. Instrum. Methods Phys. Res. Sect. B 2016, 374, 1-5.
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Optimization of the physical properties of magnetocaloric materials for solid state magnetic refrigeration
Appl. Therm. Eng. 2016, 99, 1.
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Identification of the interstitial Mn site in ferromagnetic (Ga,Mn)As
Appl. Phys. Lett. 2015, 106, 012406.
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Maximizing the temperature span of a solid state active magnetic regenerative refrigerator
Appl. Energy 2014, 114, 1149-1154.
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Lattice location and thermal stability of implanted nickel in silicon studied by on-line Emission Channeling
J. Appl. Phys. 2014, 115, 023504.
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The effect of coolants on the performance of magnetic micro-refrigerators
J. Nanosci. Nanotechnol. 2014, 14, 4337-4340.
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Emission channeling studies on transition-metal doped GaN and ZnO: Cation versus anion substitution
Nucl. Instrum. Methods Phys. Res. Sect. B 2014, 332, 143-147.
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Influence of the doping on the lattice sites of Fe in Si
AIP Conf. Proc. 2014, 1583, 24-27.
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Origin of the lattice sites occupied by implanted Co in Si
Semicond. Sci. Technol. 2014, 29, 125006.
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Emission Channeling with Short-Lived Isotopes (EC-SLI) at CERN’s ISOLDE facility
Proceedings of the First International African Symposium on Exotic Nuclei (IASEN 2013) 2014, 563-573.
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Influence of n+- and p+ doping on the lattice sites of implanted Fe in silicon
J. Appl. Phys. 2013, 114, 103503.
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Minority anion substitution by Ni in ZnO
Appl. Phys. Lett. 2013, 103, 091905.
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Precise lattice location of substitutional and interstitial Mg in AlN
Appl. Phys. Lett. 2013, 103, 262102.
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Solid state magnetic refrigerator
Appl. Energy 2012, 93, 570–574.
Communications (34)
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Fully solid state magnetocaloric cooling: an efficient alternative solution for refrigeration (invited talk).
Joint European Magnetic Symposia 2022 (JEMS 2022), Warsaw, Poland, 2022.
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Heatrapy 2.0: a two-dimensional upgrade for computing dynamic heat transfer processes in Python involving non conventional phenomena (poster).
Magnetism and Magnetic Materials Conference 2022 (MMM 2022), Minneapolis, USA, 2022.
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Heatrapy: a multidimensional tool to compute heat transfer processes (poster).
Scipy 2021, Virtual conference, 2021.
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Thermal Switches in Solid State Magnetic Refrigeration: Conductivity Change Requirements and Effects (talk).
Thermag 2021, Maryland, USA, 2021.
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Predicting the performance of magnetocaloric heat pumps using machine learning algorithms (talk).
Intermag 2021 (INTERMAG 2021), Virtual Conference, 2021.
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Predicting the performance of magnetocaloric systems using machine learning regressors (talk).
Joint European Magnetic Symposia 2020 (JEMS 2020), Lisbon, Portugal, 2020.
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Thermal switches in solid state magnetic refrigeration: conductivity change requirements and effects (poster).
Joint European Magnetic Symposia 2020 (JEMS 2020), Lisbon, Portugal, 2020.
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Thermal switches in solid state magnetic refrigeration: conductivity change requirements and effects (poster).
Magnetism and Magnetic Materials Conference 2020 (MMM 2020), Palm Beach, Florida, USA, 2020.
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Cooling by sweeping: a new method for solid state ferroic-based refrigeration (talk).
Thermag 2018, Darmstadt, Germany, 2018.
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matFinder - a web materials database (talk).
empreende + 2018, Aveiro, Portugal, 2018.
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Modeling and dimensioning magnetocaloric heat pumps (poster).
Thermag 2018, Darmstadt, Germany, 2018.
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Cooling by Sweeping: Establishing a Ferroic-based Refrigeration Cycle with Field Dynamics (poster).
International Conference on Magnetism 2018 (ICM 2018), San Francisco, USA, 2018.
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Heatrapy: a flexible python framework to compute thermal processes (poster).
Jornadas CICECO 2018, Aveiro, Portugal, 2018.
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Drawing the geometry of 3d transition metal-boron pairs in silicon by means of electron emission channeling experiments (talk).
Ion Beam Analysis Conference 2015, Opatija, Croatia, 2015.
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Exploring the geometry of 3d transition metal complexes in silicon with electron emission channeling (invited talk).
International conference on defects in semiconductors (ICDS) 2015, Espoo, Finland, 2015.
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Origin of the lattice sites occupied by implanted Co in Si (talk).
VIII Jornadas do IFIMUP-IN, Porto, Portugal, 2014.
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Numerical simulation of a fully solid state magnetic micro-refrigerator (poster).
5th International Conference on Advanced Nanomaterials, Aveiro, Portugal, 2014.
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Lattice sites of implanted Co measured by on-line Emission Channeling (poster).
INTERMAG 2014, Dresden, Germany, 2014.
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Magnetic Refrigeration: towards a fully solid state device (poster).
INTERMAG 2014, Dresden, Germany, 2014.
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Lattice location and thermal stability of the implanted transition metals Fe, Co and Ni in silicon of different doping types (talk)
ISOLDE Workshop and Users meeting 2013, Geneva, Switzerland, 2013.
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Lattice location and thermal stability of the transition metals Fe, Co and Ni in silicon by emission channeling (talk)
Gettering and Defect Engineering in Semiconductor Technology (GADEST) 2013, Oxford, UK, 2013.
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Influence of the doping on the preferred sites of Fe and Ni in silicon (talk)
Intensive Program ‘Physics and materials science of nanostructures probed by nuclear methods and intense particle beams, Leuven, Belgium, 2013.
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Influence of the doping on the preferred sites of Fe and Ni in silicon (talk)
Jornadas do MAP-fis 2013, Aveiro, Portugal, 2013.
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Influence of the doping on the lattice sites of Fe in Si (poster)
International conference on defects in semiconductors 2013, Bologna, Italy, 2013.
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Localização de metais de transição em silício através da técnica emission channeling (talk)
18a conferência nacional de física, Aveiro, Portugal, 2012.
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Lattice location of Ni in Si by means of on-line emission channeling (talk)
E-MRS 2012 Spring Meeting, Strasbourg, France, 2012.
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Lattice location of the transition metals Fe and Ni in Si by means of emission channeling from implanted radioactive isotopes (poster)
Eurisol meeting 2012, Lisbon, Portugal, 2012.
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Solid state magnetic refrigerator (poster)
INTERMAG 2012, Vancouver, Canada, 2012.
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Lattice location of Ni in Si by means of on-line emission channeling (poster)
E-MRS 2012 Spring Meeting, Strasbourg, France, 2012.
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Lattice location of the transition metals Mn, Co and Ni in Si (poster)
Jornadas do MAP-fis 2012, Braga, Portugal, 2012.
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Lattice location of the transition metals Co and Ni in Si (talk)
ISOLDE Workshop and Users meeting 2011, Geneva, Switzerland, 2011.
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Lattice location of the transition metals Co and Ni in Si (talk)
VII Jornadas do IFIMUP-IN, Porto, Portugal, 2011.
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Micro-MagCool: Micro-cooling units using magneto-caloric materials (poster)
International Workshop on Non Crystalline Solids (IWNCS) 2010, Barcelona, Spain, 2010.
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Performance Optimization of a magneto-caloric refrigerator: micro-channels and rotatory systems (poster)
Investigação Jovem da Universidade do Porto 2010 (IJUP 2010), Porto, Portugal, 2010.