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digital twin maintenance

A Guide to Digital Twins and Maintenance | RS

As virtual models of physical systems, digital twins are becoming more widely used in manufacturing. The twin is used to model everything from production processes and machinery to buildings, and assist with predictive maintenance, too. Our guide explains more. Covered in this Guide. Reviewed by Allister Steel, Solution …

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Advances of Digital Twins for Predictive Maintenance

Digital twins (DT), aiming to improve the performance of physical entities by leveraging the virtual replica, have gained significant growth in recent years. …

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Digital twins: When and why to use one

Digital twins are built to be used and reused, to repeatedly simulate and optimize multivariable problems. If the objective is to solve for a one-time optimization of a single variable, an optimization model would work better than a digital twin. If these requirements are met, a digital twin can deliver considerable impact.

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DIGITAL TWINNING: THE LATEST ON VIRTUAL …

This article explained the concepts of digital twins and digital threads, and how the aerospace industry is using them to significantly improve equipment design, performance, and maintenance. …

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Digital twin–driven aero-engine intelligent predictive maintenance

To improve the effect of predictive engine maintenance, the aero-engine predictive maintenance framework driven by digital twin (DT) is studied, and the implicit …

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Digital Twin: Definitions, Classification, and Maturity

Hence, the first objective is to provide the digital twin terminology for maintenance based on the digital twin five-dimension model; physical, virtual, data, connection, and services. Due to the distinctive possibilities associated with the Digital Twin, their design and implementation are also wide-ranging.

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Energies | Free Full-Text | Digital Twin in Electrical …

Abstract. State-of-the-art Predictive Maintenance (PM) of Electrical Machines (EMs) focuses on employing Artificial Intelligence (AI) methods with well-established measurement and processing techniques …

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Sensors | Free Full-Text | Digital Twins for Managing Railway Bridge Maintenance…

Innovative digital twins (DTs) that allow engineers to visualise, share information, and monitor the condition during operation is necessary to optimise railway construction and maintenance. Building Information Modelling (BIM) is an approach for creating and managing an inventive 3D model simulating digital information that is useful …

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Digital twin

A digital twin is a digital model of an intended or actual real-world physical product, system, or process (a physical twin) that serves as the effectively indistinguishable digital counterpart of it for practical purposes, such as simulation, integration, testing, monitoring, and maintenance. [1] [2] [3] The digital twin is the underlying ...

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(PDF) Predictive Maintenance using Digital Twins: A Systematic …

Since 2018, scienti c literature on the utilization of Digital Twins for predictive maintenance has accelerated, indicating the. need for a thorough review. Objective: This research aims to gather ...

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Maintenance optimization in a digital twin for Industry 4.0

The advent of Internet of Things and artificial intelligence in the era of Industry 4.0 has transformed decision-making within production systems. In particular, many decisions that previously required significant human activity are now made automatically with minimal human intervention via so-called digital twins (DTs). In the context of …

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Full article: The use of Digital Twin for predictive maintenance in manufacturing …

This paper presents a methodology to calculate the Remaining Useful Life (RUL) of machinery equipment by utilising physics-based simulation models and Digital Twin concept, in order to enable predictive maintenance for manufacturing resources using Prognostics and health management (PHM) techniques. The resources and the …

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Digital Twin Market Size, Share, Statistics and …

The global Digital Twin Market in terms of revenue was estimated to be worth $10.1 billion in 2023 and is poised to reach $110.1 billion by 2028, growing at a CAGR of 61.3% during the forecast period. Key Market …

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Digital Twin: Benefits, use cases, challenges, and opportunities

Digital Twin technology is becoming a global area of research where researchers cover Digital Twin implementation on various aspects of intelligent vehicles and explore its potential, opportunities, and challenges to the realization [42]. Digital Twin technology is also widely embraced in the aerospace industry.

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(PDF) Predictive Maintenance using Digital Twins: A …

Digital Twins provide a real-time representation of the physical machine and generate data, such as asset degradation, which the predictive maintenance algorithm can use. Since 2018,...

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Cognitive digital twin: An approach to improve the maintenance …

Abstract. Digital twin (DT) technology allows the user to monitor the asset, specifically over the operation and service phase of the life cycle, which is the longest-lasting phase for complex engineering assets. This paper aims to present a thematic review of DTs in terms of the technology used, applications, and limitations specifically in ...

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Digital Twins for Predictive Maintenance

A digital twin is an up-to-date representation of a real physical asset in operation. Creating a digital twin enables you to generate sensor data for a predictive maintenance workflow, helping determine the optimal time for maintenance and reducing downtime while preventing equipment failure. This ebook introduces how digital twins work and ...

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Cheat sheet: What is Digital Twin?

Try this: "A digital twin is a virtual representation of an object or system that spans its lifecycle, is updated from real-time data, and uses simulation, machine learning and reasoning to help decision-making.". In plain English, this just means creating a highly complex virtual model that is the exact counterpart (or twin) of a physical ...

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What Is a Digital Twin?

A digital twin can be a model of a component, a system of components, or a system of systems—such as pumps, engines, power plants, manufacturing lines, or a fleet of vehicles. Digital twin models can …

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Towards Digital Twin Maintenance Management of Health …

The need for the adequate and effective maintenance of structures and other facilities using digital information technologies has become a great necessity in the global scene. It was asserted by [] that maintenance is the combination of all technical, administrative, and managerial actions taken within the lifecycle of an item with the intent …

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A Digital Twin Design for Maintenance Optimization

Digital Twin (DT) is being regarded as a suite of innovative technologies within the Industry 4.0 revolution. DT brings so much excitement to the industries pursuing digitalization. DT, as a real-time representation of a physical object supports manufacturers to enhance the yield from their operations. In particular, it offers a unique and ...

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Digital Twin Approach for Maintenance Management

Three are the essential elements of a Digital Twin for the construction sector. Smart Building—physical object equipped with sensors, software, and technologies capable of gathering data or accessing information. BIM model—digital object holding geometric, physical, functional, and behavioral data related to physical object.

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What is a Digital Twin?

A digital twin is a virtual model of a physical object. It spans the object''s lifecycle and uses real-time data sent from sensors on the object to simulate the behavior and monitor operations. Digital twins can replicate many real-world items, from single pieces of equipment in a factory to full installations, such as wind turbines and even ...

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Digital twin-driven intelligent maintenance... | Digital Twin

Errandonea I, Beltrán S, Arrizabalaga S: Digital Twin for maintenance: A literature review. Comput Ind. 2020; 123: 103316. Publisher Full Text 16. Yu G, Wang Y, Mao Z, et al.: A digital twin-based decision analysis framework for operation and 2021; 116

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The digital twin revolution | Nature Computational Science

A uniform mathematical framework based on probabilistic graphical models drives the digital twin technologies towards dynamical control with real-time data. Kapteyn et al. 2 have developed a ...

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A digital twin-enhanced collaborative maintenance paradigm for …

Maintenance of aero-engine fleets is crucial for the efficiency, safety, and reliability of the aviation industry. With the increasing demand for air transportation, maintaining high-performing aero-engines has become significant. Collaborative maintenance, specifically targeting aero-engine fleets, involves the coordination of …

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Predictive maintenance using digital twins: A systematic literature …

This SLR identifies several aspects of predictive maintenance using Digital Twins, including the objectives, application domains, Digital Twin platforms, …

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The Design of a Digital-Twin for Predictive Maintenance

Predictive maintenance in a manufacturing company is strategic, in order to maintain high production quality and to avoid unexpected production downtimes. In this scenario, the prediction of future machineries health status is necessary in order to plan maintenance cycles and to optimize the production. The proposed approach relies on the use of …

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Predictive Maintenance Using a Digital Twin

This article discusses the design of a predictive maintenance algorithm for a triplex pump using data acquired from simulating a digital twin of the pump under various fault …

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Digital Twin for Integration of Design-Manufacturing …

This paper is an overview of the integration of digital twin with equipment design-manufacturing-maintenance, by highlighting the challenges including design …

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Digital Twin for maintenance: A literature review | Request PDF …

For instance, both "Digital Twin" and "maintenance" concepts and strategies are described in detail, and then a literature review is carried out where these two concepts are involved. In ...

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A digital twin-enhanced collaborative maintenance paradigm for …

Digital Twin (DT) technology provides essential technical support for the intelligent operation and maintenance of aero-engine fleets. DT maps physical object properties to the virtual world, creating high-fidelity, dynamic models. However, DT-enhanced collaborative maintenance faces various challenges, including the construction of complex ...

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Full article: The use of Digital Twin for predictive maintenance in …

This paper presents a methodology to calculate the Remaining Useful Life (RUL) of machinery equipment by utilising physics-based simulation models and …

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How digital ''twins'' are guiding the future of maintenance and manufacturing …

''A digital twin is a concept that describes many things,'' said Thomas Leurent, CEO and co-founder of Akselos, a Swiss company that builds digital twins for the energy sector. ''It can be a 3D image that automatically reflects a physical object (for high-precision manufacturing), but it can also be a model that predicts when maintenance of …

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How to Use Digital Twin for Predictive Maintenance in …

Predictive maintenance through digital twin technology factors conditional monitoring, where data gets collected in real-time through sensors. The health and working conditions of machines get monitored against historical data. It involves analyzing past failures and their criticality.

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What Is a Digital Twin? Definition, Types, and Uses | Coursera

Digital twins are virtual representations of physical objects. They are used for modeling and design purposes. While the concept might sound like something out of a science fiction novel, the truth is that digital twins are widely used and becoming more common every year. In this article, you''ll learn more about different types of digital ...

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Digital Maintenance Management: Guiding Digital Transformation in Maintenance …

Authors: Adolfo Crespo Márquez. Offers a thorough guide to digital maintenance management. Discusses the benefits of smart maintenance management platforms and explains how to integrate them. Provides real world examples drawn from years of industrial experience. Part of the book series: Springer Series in Reliability …

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Digital Twin for maintenance: A literature review

A thorough review of existing literature concerning the concept of Digital Twin for maintenance applications. • Trends are identified for several industrial sectors. …

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Advances of Digital Twins for Predictive Maintenance

Digital twins (DT), aiming to improve the performance of physical entities by leveraging the virtual replica, have gained significant growth in recent years. Meanwhile, DT technology has been explored in different industrial sectors and on a variety of topics, e.g., predictive maintenance (PdM). In order to understand the state-of-the-art of DT ...

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