A Mixed Reality-Based Training and Guidance System for Quality Control

The increasing demand for customized products has raised the significant challenges of increasing performance and reducing costs in the industry. Facing that demand requires operators to enhance their capabilities to cope with complexity, demanding skills, and higher cognitive levels, performance, and errors. To overcome this scenario, a virtual instructor framework is proposed to instruct operators and support procedural quality, enabled by the use of You Only Look Once (YOLO) models and by equipping the operators with Magic Leap 2 as a Head-Mounted Display (HMD). The framework relies on key modules, such as Instructor, Management, Core, Object Detection, 3D Modeling, and Storage. A use case in the automotive industry helped validate the Proof-of-concept (PoC) of the proposed framework. This framework can contribute to guiding the development of new tools supporting assembly operations in the industry.

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Publication Details

Journal
Computers
Published
2025-11-03
DOI
https://doi.org/10.3390/computers14110479
Primary Topic
Augmented Reality Applications
Type
article
Field-Weighted Citation Impact
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article

A Mixed Reality-Based Training and Guidance System for Quality Control

João Henriques, André Luiz dos Reis Barbosa, Serafim Oliveira, José Périto Leite Rodrigues da Silva et al.
Computers
Augmented Reality Applications
article

A Mixed Reality-Based Training and Guidance System for Quality Control

João Henriques, André Luiz dos Reis Barbosa, Serafim Oliveira, José Périto Leite Rodrigues da Silva, Luzia Saraiva
article en

Abstract

The increasing demand for customized products has raised the significant challenges of increasing performance and reducing costs in the industry. Facing that demand requires operators to enhance their capabilities to cope with complexity, demanding skills, and higher cognitive levels, performance, and errors. To overcome this scenario, a virtual instructor framework is proposed to instruct operators and support procedural quality, enabled by the use of You Only Look Once (YOLO) models and by equipping the operators with Magic Leap 2 as a Head-Mounted Display (HMD). The framework relies on key modules, such as Instructor, Management, Core, Object Detection, 3D Modeling, and Storage. A use case in the automotive industry helped validate the Proof-of-concept (PoC) of the proposed framework. This framework can contribute to guiding the development of new tools supporting assembly operations in the industry.

ComputersVol. 14(11)
Caesars Entertainment (United States) (US), Polytechnic Institute of Viseu (PT), University of Coimbra (PT)
Openalex Percentile: Top 67%
Augmented Reality Applications
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