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.
10 years of coding experience
2 years of employment as a software developer
Master's degree Electrical and Electronics Engineering, Master's degree Electrical and Electronics Engineering at Universidad Industrial de Santander
Doctor of Philosophy - PhD Electrical Engineering, Doctor of Philosophy - PhD Electrical Engineering at Universidad de Guanajuato
Master of Digital Project Management Project Management, Master of Digital Project Management Project Management at Inesdi Business Techschool
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
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Jorge Cruz-duarte - Postdoctoral Researcher at IEEE Region 9