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相关论文: Mathematical Opportunities in Digital Twins (MATH-…

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Digital Twins are one of the hottest digital trends. In this contribution we will shortly review the concept of Digital Twins and the chances for novel industrial applications. Mathematics are a key enabler and the impact will be…

计算机与社会 · 计算机科学 2020-01-28 Dirk Hartmann , Herman van der Auweraer

Digital Twin (DT) is a promising technology for the new immersive digital life with a variety of applications in areas such as Industry 4.0, aviation, and healthcare. Proliferation of this technology requires higher data rates, reliability,…

网络与互联网体系结构 · 计算机科学 2021-08-13 Hamed Ahmadi , Avishek Nag , Zaheer Khan , Kamran Sayrafian , Susanto Rahadrja

Digital twins are emerging in many industries, typically consisting of simulation models and data associated with a specific physical system. One of the main reasons for developing a digital twin, is to enable the simulation of possible…

机器学习 · 统计学 2021-03-15 Christian Agrell , Kristina Rognlien Dahl , Andreas Hafver

Digital Twins (DTs) are rapidly emerging as a fundamental brick of engineering cyber-physical systems, but their notion is still mostly bound to specific business domains (e.g. manufacturing), goals (e.g. product design), or application…

多智能体系统 · 计算机科学 2022-11-15 Stefano Mariani , Marco Picone , Alessandro Ricci

Digital twin (DT) technologies have emerged as a solution for real-time data-driven modeling of cyber physical systems (CPS) using the vast amount of data available by Internet of Things (IoT) networks. In this position paper, we elucidate…

网络与互联网体系结构 · 计算机科学 2022-04-12 Jithin Jagannath , Keyvan Ramezanpour , Anu Jagannath

A human body digital twin (DT) is a virtual representation of an individual's physiological state, created using real-time data from sensors and medical test devices, with the purpose of simulating, predicting, and optimizing health…

人工智能 · 计算机科学 2024-04-24 Chenyu Tang , Wentian Yi , Edoardo Occhipinti , Yanning Dai , Shuo Gao , Luigi G. Occhipinti

Digital Twins (DTs) represent digital counterparts of physical systems, assets, or processes, referred to as the actual twin (AT). DTs integrate heterogeneous data, models, and semantic technologies to support monitoring, simulation,…

软件工程 · 计算机科学 2026-05-21 Faima Abbasi , Jean-Sébastien Sottet , Cedric Pruski

Recent technological advances have expanded the availability of high-throughput biological datasets, enabling the reliable design of digital twins of biomedical systems or patients. Such computational tools represent key reaction networks…

定量方法 · 定量生物学 2025-09-03 Clémence Métayer , Annabelle Ballesta , Julien Martinelli

In this paper, we introduce a decentralized digital twin (DDT) framework for dynamical systems and discuss the prospects of the DDT modeling paradigm in computational science and engineering applications. The DDT approach is built on a…

机器学习 · 计算机科学 2022-07-26 Omer San , Suraj Pawar , Adil Rasheed

Digital Twins (DT) are essentially dynamic data-driven models that serve as real-time symbiotic "virtual replicas" of real-world systems. DT can leverage fundamentals of Dynamic Data-Driven Applications Systems (DDDAS) bidirectional…

人工智能 · 计算机科学 2024-02-01 Nan Zhang , Rami Bahsoon , Nikos Tziritas , Georgios Theodoropoulos

Digital twins (DTs) are increasingly utilized to monitor, manage, and optimize complex systems across various domains, including civil engineering. A core requirement for an effective DT is to act as a fast, accurate, and maintainable…

软件工程 · 计算机科学 2025-08-26 Eduardo de Conto , Blaise Genest , Arvind Easwaran , Nicholas Ng , Shweta Menon

Clinical trials are indispensable for medical research and the development of new treatments. However, clinical trials often involve thousands of participants and can span several years to complete, with a high probability of failure during…

机器学习 · 计算机科学 2024-07-02 Yue Wang , Tianfan Fu , Yinlong Xu , Zihan Ma , Hongxia Xu , Yingzhou Lu , Bang Du , Honghao Gao , Jian Wu

Recent digital advances have popularized predictive maintenance (PMx), offering enhanced efficiency, automation, accuracy, cost savings, and independence in maintenance processes. Yet, PMx continues to face numerous limitations such as poor…

人工智能 · 计算机科学 2024-09-11 Sizhe Ma , Katherine A. Flanigan , Mario Bergés

Human Digital Twins (HDTs) are digital replicas of humans that either mirror a complete human body, some parts of it as can be organs, flows, cells, or even human behaviors. An HDT is a human specific replica application inferred from the…

其他计算机科学 · 计算机科学 2023-02-08 Heribert Pascual , Xavi Masip Bruin , Albert Alonso , Judit Cerdà

Digital twins (DTs) are redefining healthcare by paving the way for more personalized, proactive, and intelligent medical interventions. As the shift toward personalized care intensifies, there is a growing need for an individual's virtual…

人机交互 · 计算机科学 2025-03-18 Melvin Mokhtari

Digital Twin (DT) technology revolutionizes industrial processes by enabling the representation of physical entities and their dynamics to enhance productivity and operational efficiency. It has emerged as a vital enabling technology in the…

网络与互联网体系结构 · 计算机科学 2026-02-02 Eduardo Freitas , Assis T. de Oliveira Filho , Pedro R. X. do Carmo , Djamel Sadok , Judith Kelner

Optimizing modern wireless networks is exceptionally challenging due to their high dynamism and complexity. While the agentic artificial intelligence (AI) powered by reinforcement learning (RL) offers a promising solution, its practical…

系统与控制 · 电气工程与系统科学 2025-11-26 Zhenyu Tao , Wei Xu , Xiaohu You

This work shows how adaptivity can enhance value realization of digital twins in civil engineering. We focus on adapting the state transition models within digital twins represented through probabilistic graphical models. The bi-directional…

机器学习 · 计算机科学 2026-05-12 Eugenio Varetti , Matteo Torzoni , Marco Tezzele , Andrea Manzoni

The growing complexity of healthcare systems requires advanced computational models for real-time monitoring, secure data exchange, and intelligent decision-making. Digital Twins (DTs) provide virtual representations of physical healthcare…

新兴技术 · 计算机科学 2026-02-18 Asma Taheri Monfared , Andrea Bombarda , Angelo Gargantini , Majid Haghparast

In the manufacturing industry, the digital twin (DT) is becoming a central topic. It has the potential to enhance the efficiency of manufacturing machines and reduce the frequency of errors. In order to fulfill its purpose, a DT must be an…

系统与控制 · 电气工程与系统科学 2024-08-26 Zhibo Zhou , Michael Walther , Alexander Verl