Uses and challenges of digital twins-based augmented reality in operator training and data visualization in process manufacturing lines

Abstract Despite the widespread interest in Industry 4.0 technologies, only a few empirical studies focus on augmented reality (AR) coupled with digital twins (DTs). Thus, little is known about the usefulness and challenges of these in manufacturing contexts. To address this gap in the literature, the present study conducts an action research study of a DT-based AR project in a process manufacturing company. Specifically, first, two DT-based AR applications for training new operators and live data visualizations, respectively, are developed. These applications are tested by relevant employees, who are subsequently interviewed. Through analysis of interview transcripts, four overall uses of DT-based AR are identified: (1) training of new staff; (2) data visualization; (3) plant design validation; and (4) maintenance. Furthermore, several challenges related to the use of this technology are identified, which are organized under four themes: (1) safety issues; (2) cost issues; (3) convenience issues; and (4) accessibility issues. These findings are organized into a model illustrating the relationships between the uses and challenges of DT-based AR in process manufacturing.

Authors

Institutions

Publication Details

Journal
Flexible Services and Manufacturing Journal
Published
2025-02-24
DOI
https://doi.org/10.1007/s10696-025-09605-w
Citations
5
Primary Topic
Augmented Reality Applications
Type
article
Field-Weighted Citation Impact
6.38

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Uses and challenges of digital twins-based augmented reality in operator training and data visualization in process manufacturing lines

Lars Hvam, Matteo Perno, Anders Haug
5 citations
Flexible Services and Manufacturing Journal
Augmented Reality Applications
6.38
article

Uses and challenges of digital twins-based augmented reality in operator training and data visualization in process manufacturing lines

Lars Hvam, Matteo Perno, Anders Haug
article en
5 citations

Abstract

Abstract Despite the widespread interest in Industry 4.0 technologies, only a few empirical studies focus on augmented reality (AR) coupled with digital twins (DTs). Thus, little is known about the usefulness and challenges of these in manufacturing contexts. To address this gap in the literature, the present study conducts an action research study of a DT-based AR project in a process manufacturing company. Specifically, first, two DT-based AR applications for training new operators and live data visualizations, respectively, are developed. These applications are tested by relevant employees, who are subsequently interviewed. Through analysis of interview transcripts, four overall uses of DT-based AR are identified: (1) training of new staff; (2) data visualization; (3) plant design validation; and (4) maintenance. Furthermore, several challenges related to the use of this technology are identified, which are organized under four themes: (1) safety issues; (2) cost issues; (3) convenience issues; and (4) accessibility issues. These findings are organized into a model illustrating the relationships between the uses and challenges of DT-based AR in process manufacturing.

Flexible Services and Manufacturing Journal
University of Southern Denmark (DK), Technical University of Denmark (DK)
Danmarks Tekniske Universitet
Openalex Percentile: Top 4%
Augmented Reality Applications
6.38
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Uses and challenges of digital twins-based augmented reality in operator training and data visualization in process manufacturing lines — Lars Hvam, Matteo Perno, et al. · Flexible Services and Manufacturing Journal (2025) | TGRS Research Map | TGRS