Author

J. Celaya-Padilla

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Open access Oct 2026

Systems Thinking and Literacy in Curriculum Design for Engineering Education

Given current educational trends, it is necessary to move beyond fragmented curricular approaches and promote competencies for understanding interrelationships, feedback loops, complex sociotechnical problems, technical communication, and decision-making. These capabilities must be incorporated across the curriculum th...

S. Castañeda-Burciaga, O. Guirette-Barbosa, J. Celaya-Padilla et al. · Systems · 0 citations

Review Open access Aug 2026

Sequence-Aware Dataset Auditing for Leakage-Free Benchmarking of YOLO Detectors for Bottle Detection

This work presents a reproducible YOLO-based pipeline for bottle detection in sandy environments, emphasizing dataset integrity, leakage-free evaluation, and deployment-oriented model selection. A one-class dataset of 1585 images and 3167 annotated bottles was audited to identify annotation-format defects and near-dupl...

Rafael Reveles-Martínez, Sebastián Burciaga-Sosa, J. Celaya-Padilla et al. · Technologies · 0 citations