Jorge Cruz-duarte

Postdoctoral Researcher at IEEE Region 9

Lille, Hauts-de-France
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Summary

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Jorge M. Cruz-Duarte is a Postdoctoral Researcher at Inria’s Equipe de Recherche Bonus in Lille with a decade of experience bridging machine learning, metaheuristics, and applied thermodynamics. Previously a Research Professor at Tecnológico de Monterrey, he led development of CUSTOMHyS, a Python framework that automatically generates metaheuristic algorithms using ML-driven hyper-heuristics. An IEEE Senior Member and chair of the society’s task force on automated algorithm design, he combines rigorous academic research (PhD in Electrical Engineering) with practical tool-building and international collaborations, including work with the Chinese Academy of Sciences. He reviews for leading journals in soft computing and evolution, and his profile reflects a rare mix of theoretical depth in fractional calculus and hands-on software engineering for optimization.
code10 years of coding experience
job2 years of employment as a software developer
bookMaster's degree Electrical and Electronics Engineering, Master's degree Electrical and Electronics Engineering at Universidad Industrial de Santander
bookDoctor of Philosophy - PhD Electrical Engineering, Doctor of Philosophy - PhD Electrical Engineering at Universidad de Guanajuato
bookMaster of Digital Project Management Project Management, Master of Digital Project Management Project Management at Inesdi Business Techschool
languagesSpanish, English, French
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79reputation
237kreached
4answers
1question
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Github Skills (30)

metaheuristics10
building-blocks10
serve10
simulated-annealing9
hyper9
optimization9
python8
pandas8
manipulation7
frame7
data-analysis7
data-structures7
derivative6
3d6
math6

Programming languages (2)

Jupyter NotebookPython

Github contributions (5)

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jcrvz/customhys

Sep 2019 - May 2022

Customising optimisation metaheuristics via hyper-heuristic search (CUSTOMHyS). This framework provides tools for solving, but not limited to, continuous optimisation problems using a hyper-heuristic approach for customising metaheuristics. Such an approach is powered by a strategy based on Simulated Annealing. Also, several search operators serve as building blocks for tailoring metaheuristics. They were extracted from ten well-known metaheuristics in the literature.
Contributions:11 reviews, 201 commits, 6 PRs in 2 years 8 months
heuristicpythonmetaheuristic-frameworkproblemsmetaheuristic-optimisation
jcrvz/customhys-qt

May 2023 - Jan 2025

GUI for customhys
Contributions:1 PR, 31 pushes in 1 year 8 months
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Jorge Cruz-duarte - Postdoctoral Researcher at IEEE Region 9