Time Series Prediction in Industry 4.0: A Comprehensive Review and Prospects for Future Advancements

N Kashpruk, C Piskor-Ignatowicz, J Baranowski - Applied Sciences, 2023 - mdpi.com
Time series prediction stands at the forefront of the fourth industrial revolution (Industry 4.0),
offering a crucial analytical tool for the vast data streams generated by modern industrial …

Online validation of digital twins for manufacturing systems

G Lugaresi, S Gangemi, G Gazzoni, A Matta - Computers in Industry, 2023 - Elsevier
Digital twins are considered among the most important technologies to optimize production
systems and support decision making. To benefit from their functionalities, it is essential to …

Reusing model validation methods for the continuous validation of digital twins of cyber-physical systems

J Mertens, J Denil - Software and Systems Modeling, 2024 - Springer
One of the challenges in twinned systems is ensuring the digital twin remains a valid
representation of the system it twins. Depending on the type of twinning occurring, it is either …

Measuring the Fidelity of a Physical and a Digital Twin Using Trace Alignments

P Muñoz, M Wimmer, J Troya… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Digital twins are gaining relevance in many domains to improve the operation and
maintenance of complex systems. Despite their importance, most efforts are currently …

Automatic Model Generation and Data Assimilation Framework for Cyber-Physical Production Systems

WJ Tan, MG Seok, W Cai - Proceedings of the 2023 ACM SIGSIM …, 2023 - dl.acm.org
The recent development of new technologies within the Industry 4.0 revolution drives the
increased digitization of manufacturing plants. To effectively utilize the digital twins, it is …

Digital twins: features, models, and services

A Matta, G Lugaresi - 2023 Winter Simulation Conference …, 2023 - ieeexplore.ieee.org
This work provides an overview of digital twins, digital replicas of real entities conceived to
support analysis, improvements, and optimal decisions. Specifically, it aims to better clarify …

Tracking and detecting systematic errors in digital twins

LA Rhodes-Leader, BL Nelson - 2023 Winter Simulation …, 2023 - ieeexplore.ieee.org
Digital Twins (DTs) have immense promise for exploiting the power of computer simulation
to control large-scale real-world systems. The key idea is to evaluate or optimize decisions …

From modeling and simulation to Digital Twin: evolution or revolution?

Z Ali, R Biglari, J Denil, J Mertens, M Poursoltan… - …, 2024 - journals.sagepub.com
As digitalization is permeating all sectors of society toward the concept of “smart everything,”
and virtual technologies and data are gaining a dominant place in the engineering and …

A Framework for Validating Data-Driven Discrete-Event Simulation Models of Cyber-Physical Production Systems

J Friederich, S Lazarova-Molnar - 2023 Winter Simulation …, 2023 - ieeexplore.ieee.org
In recent years, there has been a significant increase in the deployment of Cyber-physical
Production Systems (CPPS) across various industries. CPPS consist of interconnected …

Localizing faults in digital twin models by using time series classification techniques

J Mertens, J Denil - 2024 Winter Simulation Conference (WSC), 2024 - ieeexplore.ieee.org
To provide its services, a digital twin system relies on models whose behavior adequately
simulates/mimics that of the twinned system. Deviations between the behaviors necessitate …