PCB-MC: Missing Component Analysis in Printed Circuit Boards
B. Villa et al. (2026). "PCB-MC: Missing Component Analysis in Printed Circuit Boards." European Workshop on Visual Information Processing (EUVIP).
CV
Education
- PhD in Computer Vision, University of Twente, Enschede, Netherlands (Sep 2023 – Present)
- Research focus: Computer vision for real-time defect detection in industrial assembly processes
- Supervisor: Dr. EstefanÃa Talavera
- MSc in Mechatronics and Micromechatronic Systems, Universidad de Oviedo / Karlsruhe University of Applied Sciences, Spain/Germany (Sep 2018 – Sep 2020)
- Erasmus Mundus Joint Master Scholarship
- Thesis: Control and Monitoring of an induction hardening test bench
- BSc in Mechatronics Engineering, Universidad Autónoma del Caribe, Colombia (Jan 2010 – Mar 2015)
- Thesis: Digital image processing applied on static sign language recognition system
Research Experience
- PhD Researcher – Computer Vision for Industrial Inspection, University of Twente (Sep 2023 – Present)
- Developing deep learning and computer vision algorithms for automated defect detection in industrial assembly processes
- Designing machine learning pipelines for visual inspection systems
- Integrating real-time monitoring solutions into industrial production environments
- Investigating robustness and scalability of inspection models in manufacturing settings
Professional Experience
- Industrial Transformation Engineer (Global), Gunnebo Safe Storage (Sep 2023 – Present)
- Driving digital transformation initiatives across multiple global manufacturing sites aligned with operational excellence targets
- Developing and prioritizing factory digitalization roadmaps including automation, data acquisition, and performance monitoring
- Collaborating with Global Operational Excellence and plant leadership teams to identify improvement opportunities
- Building structured backlogs of automation and system-integration projects with defined KPIs
- Facilitating cross-site knowledge sharing to standardize best practices in manufacturing digitalization
- Automation & Digital Transformation Engineer, Gunnebo Safe Storage (Aug 2022 – Aug 2023)
- Introduced Industry 4.0 solutions including IoT, data acquisition, business intelligence, and AI
- Created roadmaps to guide automation projects from conception to implementation
- Identified new improvement opportunities for production processes
- Trainee Digital Transformation Engineer, Gunnebo Safe Storage, Netherlands (Mar 2021 – Jul 2022)
- Designed and implemented automated visual inspection systems for assembly processes
- Developed machine learning algorithms for defect and missing-object detection
- Created graphical user interfaces for operator interaction with inspection systems
- Supported deployment and validation in real production environments
- Mechatronics Intern, Ikerlan S.Coop, Spain (Feb 2020 – Jul 2020)
- Developed LabVIEW-based control and monitoring system for an induction hardening test bench
- Selected and integrated sensors and actuators for control, power, and mechanical systems
- Conducted technical feasibility and cost analyses for industrial implementation
Ventures & Entrepreneurship
- Co-founder, VPL — Villa Polo Labs (2026 – Present)
- AI & digital transformation laboratory converting artificial intelligence into measurable results for SMEs and entrepreneurs across Latin America
- Developer, CLARA App (2026 – Present)
- AI-powered educational assistant for teachers — lesson planning, content generation, and classroom workflow automation
- Founder, Robótica del Caribe
- Initiative promoting robotics, technology, and STEM education in the Caribbean region of Colombia
Technical Skills
- Programming: Python, C++, MATLAB, Arduino, Java, GIT/GitHub
- Computer Vision & ML: OpenCV, image processing, defect detection, machine learning for visual inspection
- Cloud & Infrastructure: Microsoft Azure Services
- Simulation & Engineering Tools: LabVIEW, Simulink, Simul8 (Virtual Factory Simulation), ROS
Publications
Computer Vision in Manufacturing for Missing Object Detection: A Survey
B. Villa et al. (2026). "Computer Vision in Manufacturing for Missing Object Detection: A Survey." IEEE Transactions on Industrial Informatics. DOI: 10.1109/TII.2026.3712755.
Digital image processing applied on static sign language recognition system
B. Villa et al. (2018). "Digital image processing applied on static sign language recognition system." Prospectiva. 16, 41–48.
Certificates
- AI for Everyone (Feb–Apr 2023) — Deep Learning Academy
- AI in Manufacturing (Sep–Oct 2022) — Delft University of Technology, Netherlands
Awards & Scholarships
- Erasmus Mundus Joint Master Scholarship (2018–2020) — European Union. Full scholarship for joint MSc in Mechatronics at Karlsruhe University of Applied Sciences and Universidad de Oviedo.
- Multidisciplinary Artificial Intelligence Training Program (Aug 2021 – Apr 2022) — IALAB, Universidad de Buenos Aires, Argentina. Funded by the Development Bank of Latin America.
- DAAD Scholarship for study trips to Germany (Sep–Oct 2014) — Academic mission visiting research centers and universities in Germany.
Languages
- Spanish — Native / Bilingual
- English — Native / Bilingual
- Dutch — Limited Working Proficiency
- German — Limited Working Proficiency
- French — Elementary Proficiency
Service & Volunteering
- Women in AI and Robotics — Volunteer, promoting women’s participation in AI and robotics
- Organization of Women in Science for the Developing World (OWSD) — Volunteer, supporting women scientists in developing countries