Self-training based augmented reality for robust 3D object registration and task assistance

Park, Kyeong-Beom; Choi, Sung Ho; Lee, Jae Yeol

doi:10.1016/j.eswa.2023.122331

Cited by 10 publications

(2 citation statements)

References 26 publications

Supporting

Mentioning

Contrasting

Order By: Relevance

“…In a study by Bu ń et al [73], the potential of AR devices for remote support in manufacturing was investigated. In their study, Park et al [97] employed AR in the context of task support, utilising advanced techniques such as 3D spatial mapping and RGB-D data, which resulted in fast and accurate real-time responses. Dong et al [64] developed an AR system for manufacturing assistance, which offered dynamic feedback and gesture prediction.…”

Section: Ar Virtual Operation Guidementioning

confidence: 99%

Impact of Augmented Reality on Assistance and Training in Industry 4.0: Qualitative Evaluation and Meta-Analysis

Morales Méndez,

del Cerro Velázquez

2024

Applied Sciences

View full text Add to dashboard Cite

In the context of Industry 4.0, industrial environments are at a crossroads, facing the challenge of greater flexibility and significant technical skills gaps. In this situs, Augmented Reality (AR) emerges as a transformative tool, enhancing the synergy between technical staff and emerging technologies. This article focuses on exploring the integration of AR in Industry 4.0, with a particular emphasis on its role in improving technical assistance and training. The research addresses the ways in which AR not only facilitates more efficient processes but also acts as an essential bridge for training and skills development in constantly changing technological environments. It investigates the significant impact of AR on both optimising work processes and training workers to meet the emerging challenges of Industry 4.0. Through a qualitative analysis, the studies are categorised according to their application domains, grouping them into specific thematic areas. Subsequently, a meta-analysis is conducted to determine the actual impact of AR in the sector. The findings reveal a positive and significant correlation between the implementation of AR and its effectiveness in assistance and training in the framework of Industry 4.0. Finally, the article delves into an analysis of current limitations and challenges, providing insights into possible developments and trends in the use of AR for assistance and training in Industry 4.0.

show abstract

Section: Ar Virtual Operation Guidementioning

confidence: 99%

Impact of Augmented Reality on Assistance and Training in Industry 4.0: Qualitative Evaluation and Meta-Analysis

Morales Méndez,

del Cerro Velázquez

2024

Applied Sciences

View full text Add to dashboard Cite

show abstract

“…Works such as that of Park et al [92] conduct heuristic and comparative evaluations to determine the practical benefits of AR, such as improved work accuracy and reduced errors. The use of synthetic data and deep learning for object detection, followed by a self-training approach [134], exemplifies the innovation in AR experimentation and shows the potential of AR to improve the registration and interaction of real objects, thus comparing the capabilities of AR with traditional methods.…”

mentioning

confidence: 99%

Augmented Reality in Industry 4.0 Assistance and Training Areas: A Systematic Literature Review and Bibliometric Analysis

Morales Méndez,

del Cerro Velázquez

2024

Electronics

View full text Add to dashboard Cite

Augmented reality (AR) technology is making a strong appearance on the industrial landscape, driven by significant advances in technological tools and developments. Its application in areas such as training and assistance has attracted the attention of the research community, which sees AR as an opportunity to provide operators with a more visual, immersive and interactive environment. This article deals with an analysis of the integration of AR in the context of the fourth industrial revolution, commonly referred to as Industry 4.0. Starting with a systematic review, 60 relevant studies were identified from the Scopus and Web of Science databases. These findings were used to build bibliometric networks, providing a broad perspective on AR applications in training and assistance in the context of Industry 4.0. The article presents the current landscape, existing challenges and future directions of AR research applied to industrial training and assistance based on a systematic literature review and citation network analysis. The findings highlight a growing trend in AR research, with a particular focus on addressing and overcoming the challenges associated with its implementation in complex industrial environments.

show abstract

A natural bare-hand interface-enabled interactive AR assembly guidance

Fang,

Teng,

Zhang

et al. 2024

Int J Adv Manuf Technol

View full text Add to dashboard Cite

Self-training based augmented reality for robust 3D object registration and task assistance

Cited by 10 publications

References 26 publications

Impact of Augmented Reality on Assistance and Training in Industry 4.0: Qualitative Evaluation and Meta-Analysis

Impact of Augmented Reality on Assistance and Training in Industry 4.0: Qualitative Evaluation and Meta-Analysis

Augmented Reality in Industry 4.0 Assistance and Training Areas: A Systematic Literature Review and Bibliometric Analysis

A natural bare-hand interface-enabled interactive AR assembly guidance

Contact Info

Product

Resources

About