What does this research mean for the field?

Integrating virtual industrial simulation with physical programmable logic controller (PLC) implementation improves students' knowledge gains, programming efficiency, and confidence compared to conventional laboratory approaches. Novelty: ClaimNovelty.INCREMENTAL. Consensus alignment: ConsensusAlignment.NEUTRAL.

What question did this study set out to answer?

To evaluate the educational effectiveness of a hybrid virtual-physical learning framework that combines Factory I/O simulation with physical programmable logic controller (PLC) hardware.

August 23, 2026Education SciencesOpen Access

Evaluating Competency Transfer from Factory I/O to Real PLC Systems in Industry 4.0 Engineering Education

View Full Paper

Ask AI

Bookmark

Authors

MOMyroslav OmelianenkoTechnical University of Košice JHJozef HusárSeat (Spain)MČMarek ČornaničTechnical University of Košice

Discussion

Member takes

Implication

Quasi-experimental study demonstrates improved automation skills and confidence in undergraduate engineering students, highlighting the value of hybrid virtual-physical training.

Key Points

To evaluate the educational effectiveness of a hybrid virtual-physical learning framework that combines Factory I/O simulation with physical programmable logic controller (PLC) hardware.
Conducted a quasi-experimental pre-test/post-test study comparing an experimental hybrid simulation-hardware group with a conventional laboratory control group among undergraduate engineering students.
Evaluated performance across five specific outcomes: knowledge gain, programming errors, task completion time, deployment success rate, and student confidence.
Students in the hybrid virtual-physical framework achieved higher knowledge gains and made fewer programming errors compared to those taught with traditional laboratory methods.
Participants using the simulation-integrated framework completed programming tasks faster and reported higher self-efficacy and deployment success.

Cite This Study

Omelianenko et al. (2026) studied this question.

synapsesocial.com/papers/6a8aae207677a34114446d98 https://doi.org/10.3390/educsci16081349

View Full Paper

Ask AI

Bookmark

Implication

Quasi-experimental study demonstrates improved automation skills and confidence in undergraduate engineering students, highlighting the value of hybrid virtual-physical training.

Evaluating Competency Transfer from Factory I/O to Real PLC Systems in Industry 4.0 Engineering Education

Discussion

Member takes

Implication

Key Points

Cite This Study

Evaluating Competency Transfer from Factory I/O to Real PLC Systems in Industry 4.0 Engineering Education

Discussion

Member takes

Implication

Key Points

Cite This Study

Also Consider

Also Consider