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Digital twins offer a promising solution to the lack of sufficient labeled data in deep learning-based fault diagnosis by generating simulated data for model training. However, discrepancies between simulation and real-world systems can…

Machine Learning · Computer Science 2025-09-05 Zhenling Chen , Haiwei Fu , Zhiguo Zeng

We consider a Wireless Networked Control System (WNCS) where sensors provide observations to build a DT model of the underlying system dynamics. The focus is on control, scheduling, and resource allocation for sensory observation to ensure…

Signal Processing · Electrical Eng. & Systems 2024-08-21 Van-Phuc Bui , Shashi Raj Pandey , Pedro M. de Sant Ana , Beatriz Soret , Petar Popovski

A Digital Twin (DT) framework to enhance carbon-based gas plume monitoring is critical for supporting timely and effective mitigation responses to environmental hazards such as industrial gas leaks, or wildfire outbreaks carrying large…

A space-air-ground-sea integrated network (SAGSIN) has emerged as a cornerstone of 6G systems, establishing a unified global architecture by integrating multi-domain network resources. Motivated by the demand for real-time situational…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-02 Yifei Qiu , Tianle Liao , Xin Jin , Qinyu Zhang , Shaohua Wu

Digital twins (DTs) enable powerful predictive analytics, but persistent discrepancies between simulations and real systems--known as the reality gap--undermine their reliability. Coined in robotics, the term now applies to DTs, where…

Machine Learning · Computer Science 2026-01-29 Sizhe Ma , Katherine A. Flanigan , Mario Bergés

Digital twinning of vehicles is an iconic application of digital twins, as the concept of twinning dates back to the twinning of NASA space vehicles. Although digital twins (DTs) in the automotive industry have been recognized for their…

Emerging Technologies · Computer Science 2024-09-23 Robert Klar , Niklas Arvidsson , Vangelis Angelakis

The applications of Digital Twins (DT) and Generative AI (GenAI) have demonstrated their capabilities in modeling and learning-based wireless communications. However, their joint potential for proactive wireless system design remains…

Signal Processing · Electrical Eng. & Systems 2026-05-12 Afan Ali , Ali Arshad Nasir , Daniel Benevides da Costa

The Digital Twins (DT) has quickly become a hot topic since it was proposed. It not only appears in all kinds of commercial propaganda, but also is widely quoted by academic circles. However, there are misstatements and misuse of the term…

Computational Engineering, Finance, and Science · Computer Science 2022-03-25 Jiehan Zhou , Shouhua Zhang , Mu Gu

The accurate and efficient modeling of nuclear reactor transients is crucial for ensuring safe and optimal reactor operation. Traditional physics-based models, while valuable, can be computationally intensive and may not fully capture the…

Applications · Statistics 2024-11-28 James Daniell , Kazuma Kobayashi , Ayodeji Alajo , Syed Bahauddin Alam

Recent years have witnessed a digital explosion with the deployment of 5G and proliferation of 5G-enabled innovations. Compared with 5G, 6G is envisioned to achieve much higher performance in terms of latency, data rate, connectivity,…

Information Theory · Computer Science 2022-11-01 Yiying Wang , Xin Kang , Tieyan Li , Haiguang Wang , Cheng-Kang Chu , Zhongding Lei

Digital twins have emerged as a powerful technology for modeling and simulating complex systems across various domains (Fuller et al., 2020; Tao et al., 2019). As virtual representations of physical assets, processes, or systems, digital…

Software Engineering · Computer Science 2025-07-08 Gabriella Waters

Secure monitoring and dynamic control in an IIoT environment are major requirements for current development goals. We believe that dynamic, secure monitoring of the IIoT environment can be achieved through integration with the…

Networking and Internet Architecture · Computer Science 2025-09-25 Bilal Dalgic , Betul Sen , Muge Erel-Ozcevik

The complexity of cyberattacks in Cyber-Physical Systems (CPSs) calls for a mechanism that can evaluate critical infrastructures' operational behaviour and security without affecting the operation of live systems. In this regard, Digital…

Cryptography and Security · Computer Science 2023-05-15 Sabah Suhail , Saif Ur Rehman Malik , Raja Jurdak , Rasheed Hussain , Raimundas Matulevičius , Davor Svetinovic

Neurodevelopmental disorders (NDDs) cover a variety of conditions, including autism spectrum disorder, attention-deficit/hyperactivity disorder, and epilepsy, which impair the central and peripheral nervous systems. Their high comorbidity…

Neurons and Cognition · Quantitative Biology 2025-01-16 Kuanren Qian , Genesis Omana Suarez , Toshihiko Nambara , Takahisa Kanekiyo , Yongjie Jessica Zhang

In this paper, we investigate an accurate synchronization between a physical network and its digital network twin (DNT), which serves as a virtual representation of the physical network. The considered network includes a set of base…

Networking and Internet Architecture · Computer Science 2025-02-10 Hanzhi Yu , Yuchen Liu , Zhaohui Yang , Haijian Sun , Mingzhe Chen

Deep neural networks (DNNs) are often coupled with physics-based models or data-driven surrogate models to perform fault detection and health monitoring of systems in the low data regime. These models serve as digital twins to generate…

Machine Learning · Computer Science 2023-03-21 Laya Das , Blazhe Gjorgiev , Giovanni Sansavini

Digital network twin is a promising technology that replicates real-world networks in real-time and assists with the design, operation, and management of next-generation networks. However, existing approaches (e.g., simulator-based and…

Networking and Internet Architecture · Computer Science 2026-01-07 Yuru Zhang , Ming Zhao , Qiang Liu , Nakjung Choi

Cyber defense is reactive and slow. On average, the time-to-remedy is hundreds of times larger than the time-to-compromise. In response to the expanding ever-more-complex threat landscape, Digital Twins (DTs) and particularly Human Digital…

Artificial Intelligence · Computer Science 2022-04-22 Tam N. Nguyen

Central to the digital transformation of the process industry are Digital Twins (DTs), virtual replicas of physical manufacturing systems that combine sensor data with sophisticated data-based or physics-based models, or a combination…

Machine Learning · Computer Science 2024-07-03 Michael Mayr , Georgios C. Chasparis , Josef Küng

This paper proposes an optimized Reconfigurable Internet of Things (RIoT) framework that integrates optical and radio wireless technologies with a focus on energy efficiency, scalability, and adaptability. To address the inherent complexity…

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