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Robotics has gained attention in the nuclear industry due to its precision and ability to automate tasks. However, there is a critical need for advanced simulation and control methods to predict robot behavior and optimize plant…

Robotics · Computer Science 2026-01-27 Youndo Do , Marc Zebrowitz , Jackson Stahl , Fan Zhang

Over the past decade, scientific machine learning has transformed the development of mathematical and computational frameworks for analyzing, modeling, and predicting complex systems. From inverse problems to numerical PDEs, dynamical…

Machine Learning · Computer Science 2025-09-26 Matthias Chung , Deepanshu Verma , Max Collins , Amit N. Subrahmanya , Varuni Katti Sastry , Vishwas Rao

Digital twins of natural systems must remain aligned with physical systems that evolve over time, are only partially observed, and are typically modeled by mechanistic simulators whose parameters cannot be measured directly. In such…

Machine Learning · Computer Science 2026-04-23 Pascal Archambault , Houari Sahraoui , Eugene Syriani

Explainable artificial intelligence (XAI) twin systems will be a fundamental enabler of zero-touch network and service management (ZSM) for sixth-generation (6G) wireless networks. A reliable XAI twin system for ZSM requires two composites:…

Artificial Intelligence · Computer Science 2022-10-14 Md. Shirajum Munir , Ki Tae Kim , Apurba Adhikary , Walid Saad , Sachin Shetty , Seong-Bae Park , Choong Seon Hong

This work develops a methodology for creating a data-driven digital twin from a library of physics-based models representing various asset states. The digital twin is updated using interpretable machine learning. Specifically, we use…

Computational Engineering, Finance, and Science · Computer Science 2020-04-30 Michael G. Kapteyn , Karen E. Willcox

Digital twinning in structural engineering is a rapidly evolving technology that aims to eliminate the gap between physical systems and their digital models through real-time sensing, visualization, and control techniques. Although Digital…

Applications · Statistics 2024-08-28 Zeyu Wang , Ziqi Wang

The damage and the impact of natural disasters are becoming more destructive with the increase of urbanization. Today's metropolitan cities are not sufficiently prepared for the pre and post-disaster situations. Digital Twin technology can…

Artificial Intelligence · Computer Science 2021-04-01 Özgür Dogan , Oguzhan Sahin , Enis Karaarslan

High-fidelity computational fluid dynamics (CFD) is widely used for thermal-fluid design, but repeated CFD solves remain expensive for design optimization, uncertainty analysis, and digital-twin workflows. Recently, our team has…

Fluid Dynamics · Physics 2026-05-28 Daniel Curl , Han Hu

Despite the indisputable benefits of Continuous Integration (CI) pipelines (or builds), CI still presents significant challenges regarding long durations, failures, and flakiness. Prior studies addressed CI challenges in isolation, yet…

Software Engineering · Computer Science 2026-04-07 Henri Aïdasso , Francis Bordeleau , Ali Tizghadam

The main objective of this article is to develop scalable dynamic anomaly detectors when high-fidelity simulators of power systems are at our disposal. On the one hand, mathematical models of these high-fidelity simulators are typically…

Optimization and Control · Mathematics 2020-10-07 Kaikai Pan , Peter Palensky , Peyman Mohajerin Esfahani

Verification and validation (V&V) of autonomous vehicles (AVs) typically requires exhaustive testing across a variety of operating environments and driving scenarios including rare, extreme, or hazardous situations that might be difficult…

Robotics · Computer Science 2026-01-12 Tanmay Vilas Samak , Chinmay Vilas Samak , Giovanni Martino , Pranav Nair , Venkat Krovi

Advances in Automation and Artificial Intelligence continue to enhance the autonomy of process plants in handling various operational scenarios. However, certain tasks, such as fault handling, remain challenging, as they rely heavily on…

Artificial Intelligence · Computer Science 2026-02-11 Milapji Singh Gill , Javal Vyas , Artan Markaj , Felix Gehlhoff , Mehmet Mercangöz

Addressing the critical need for intelligent, context-aware energy management in renewable systems, we introduce the OpenCEM Simulator and Dataset: the first open-source digital twin explicitly designed to integrate rich, unstructured…

Systems and Control · Electrical Eng. & Systems 2026-04-09 Tinko Sebastian Bartels , Ruixiang Wu , Xinyu Lu , Yikai Lu , Fanzeng Xia , Haoxiang Yang , Yue Chen , Tongxin Li

Digital twins (DT) of industrial processes have become increasingly important. They aim to digitally represent the physical world to help evaluate, optimize, and predict physical processes and behaviors. Therefore, DT is a vital tool to…

Software Engineering · Computer Science 2023-02-28 Yunpeng Ma , Khalil Younis , Bestoun S. Ahmed , Andreas Kassler , Pavel Krakhmalev , Andreas Thore , Hans Lindback

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

Datacenters are the backbone of our digital society, but raise numerous operational challenges. We envision digital twins becoming primary instruments in datacenter operations, continuously and autonomously helping with major operational…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-04-14 Radu Nicolae , Jules van der Toorn , Stavriana Kraniti , Houcen Liu , Alexandru Iosup

The environmental perception of an autonomous vehicle is limited by its physical sensor ranges and algorithmic performance, as well as by occlusions that degrade its understanding of an ongoing traffic situation. This not only poses a…

Digital twins, which are a new concept in industrial control systems (ICS), play a key role in realizing the vision of a smart factory, and they can have different effective use cases. With digital twins, we have virtual replicas of…

Systems and Control · Electrical Eng. & Systems 2020-06-08 Fatemeh Akbarian , Emma Fitzgerald , Maria Kihl

Digital Twins (DTs) for Water Distribution Networks (WDNs) require accurate state estimation with limited sensors. Uniform sampling often wastes resources across nodes with different uncertainty. We propose an adaptive framework combining…

Machine Learning · Computer Science 2026-02-05 Mohammadhossein Homaei , Mehran Tarif , Pablo Garcia Rodriguez , Andres Caro , Mar Avila

Autonomous surface vessels (ASVs) play an increasingly important role in the safety and sustainability of open sea operations. Since most maritime accidents are related to human failure, intelligent algorithms for autonomous collision…

Robotics · Computer Science 2024-04-02 Daniel Menges , Andreas Von Brandis , Adil Rasheed