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digital twin for predictive maintenance

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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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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Digital Twins for predictive maintenance: A case study for a …

The Digital Twin offers great potential for use in predictive maintenance applications to prevent failures of critical components. However, due to the absence of standardized defined functionalities of Digital Twins and the associated software tools, the creation of Digital Twins is linked to a high expenditure of resources.

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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 digital twin (IDT) model is mined. ... Aivaliotis P, Georgoulias K, Chryssolouris G (2019) The use of digital twin for predictive maintenance in manufacturing. Int J Comput …

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The use of Digital Twin for predictive maintenance in manufacturing

Twin for predictive maintenance in manufacturing, International Journal of Computer Integrated Manufacturing, 32:11, 1067-1080, DOI: 10.1080/0951192X.2019.1686173 To link to this article: https ...

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Digital Twin of an Automotive Brake Pad for Predictive Maintenance ...

The Digital Twin of a product establishes a hysical-vi tual connection that paves way to re l time monitoring all through the entir li e cycle of the related product. This aper describ s the dvance of a digital twin th t supports in the predictive maintenance of a automobile brake system.

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The Perfect Pair: Digital Twins and Predictive …

Businesses are moving towards developing a predictive maintenance model using digital twins that mirror their real-life counterparts. In this article, the author reviews digital twins, and...

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A Digital Twin predictive maintenance framework of air …

The Proposed Digital Twin predictive maintenance framework based on expert rules, Machine Learning, BIM and IoT for AHU. 2.1. Data control and acquisition. Based on the literature review (for example, [88], [89]), component parameters related to predictive maintenance are identified. Hence, the necessary knowledge to complete …

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Feature investigation with Digital Twin for predictive maintenance ...

Predictive Maintenance is gathering a lot of interest both from research and industries. The combination of Digital Twin models and Machine Learning provides the mixture of past and featured values for application in the prediction of failures in correlation with production plans.

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Learning phase in a LIVE Digital Twin for predictive maintenance

The novel methodology, LIVE Digital Twin, is presented, to develop Digital Twins with the focus of Predictive Maintenance, and the four phases, Learn, Identify, Verify, and Extend are discussed. Digital Twins are essential in establishing intelligent asset management for an asset or machine. They can be described as the bidirectional communication between …

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Dynamic digital twin for predictive maintenance in flexible …

With the digital twin, its update service and a labelling interface, the essential components of a predictive maintenance system for flexible production systems are introduced in detail. This application is based on a reference plant in the form of …

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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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The use of Digital Twin for predictive maintenance in …

As depicted in Figure 4, the main objective of this phase is the utilisation of the Digital Twin. After the modelling of the machines (Phase 1) and their tuning during their operation (Phase 2 ...

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

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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(PDF) Digital twin for predictive maintenance

twin has more capabilities to tackle the c hallenges in PdM applications. This paper reviews the development of. digital twins and their application for predictive main tenance. The rest of the ...

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Digital Twin for maintenance: A literature review

Condition-based maintenance • Predictive maintenance • Prescriptive maintenance. Application of digital twins. For years, the different industries have adopted the paradigm of the DT, in order to reduce the risks identified in the assets and to improve traceability, maintenance and analytical improving its life cycle (Hlady et al., 2018).

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Digital twin-enhanced predictive maintenance for indoor …

Recently, the emergency of predictive maintenance (PdM) in the building industry has expanded from facilities to indoor climates, as air quality is highly relevant to residential health, comfort, and work efficiency. ... and work efficiency. Besides, digital twin (DT) is considered as an effective solution for PdM deployment because it ...

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Digital Twins for predictive maintenance: A case study for 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.

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The Design of a Digital-Twin for Predictive Maintenance | IEEE ...

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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A Review of Digital Twin for Vehicle Predictive Maintenance …

A Review of Digital Twin for Vehicle Predictive Maintenance System. March 2023. DOI: 10.4271/2023-01-1024. Conference: 2023 AeroTech. Authors: Chengwei Wang. Cranfield University. Ip-Shing Fan. S ...

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Towards a Distributed Digital Twin Framework for Predictive Maintenance ...

This study uses a wind turbine case study as a subdomain of Industrial Internet of Things (IIoT) to showcase an architecture for implementing a distributed digital twin in which all important aspects of a predictive maintenance solution in a DT use a fog computing paradigm, and the typical predictive maintenance DT is improved to offer …

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Digital twin modeling for predictive maintenance of gearboxes …

This paper presents a multi-degree of freedom torsional model of drivetrain system as the digital twin model for monitoring the remaining useful lifetime of the drivetrain components. An algorithm is proposed for the model identification, which receives the torsional response and estimated values of rotor and generator torques, and calculates …

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Overview of predictive maintenance based on digital twin …

We have presented predictive maintenance method based on digital twin (PdMDT), a predictive maintenance method that uses digital twin technology to …

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The advance of digital twin for predictive maintenance: The role …

Digital twin-driven predictive maintenance framework Implementing PdM applications has been a challenge for many scholars, as noted in previous research [77], [78], [85], However, the continued development of DT has provided a broad and acceptable technical framework for DT-PdM, which contains physical entities, digital …

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The advance of digital twin for predictive maintenance: The role …

The recent advance of digital twin (DT) has greatly facilitated the development of predictive maintenance (PdM). DT for PdM enables accurate equipment status recognition and proactive fault ...

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(PDF) From Digital Twin to Predictive Maintenance

This talk answers the following question: How to couple the simulation model gathered in a digital twin and a machine learning predictive maintenance algorithm. By means of a simple technical ...

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Digital Twin For Predictive Maintenance | PTC

This is at the crux of predictive maintenance, as well as digital twin. The Basics of Digital Twins. Digital twins are virtual (or digital) representations of products, people, processes and even spatial environments. Once properly enabled, a digital twin can mirror and measure its physical counterpart. This means that, despite the perhaps ...

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Reference architecture for digital twin-based predictive maintenance ...

Additionally, we performed a domain analysis on existing Reference Architectures for Predictive Maintenance, Digital Twins, and Digital Twin-based Predictive Maintenance systems. The addition of the systematic literature review and resulting therefrom the feature model provides a structured overview of the mandatory …

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Advances of Digital Twins for Predictive Maintenance

Digital twin-driv en aero-engine intelligent predictive maintenance. International Journal of Advanced Manufacturing Technology, 114 ( 11 - 12 ): 3751 - 3761.

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A Digital Twin Design for Conveyor Belts Predictive Maintenance …

Therefore, a digital twin design might be of key value for the predictive maintenance of systems enabling the simulation of the system''s performance, anticipating potential malfunctions, and consequently reducing the cost of unforeseen failures of the physical system. In this paper, we present a framework of a digital twin system for a ...

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(PDF) Digital twin for predictive maintenance

Digital twins perfectly fit the predictive maintenance as the PdM problems are predictiv e in nature. A digital twin is a system, which comprises IoT-based …

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A Review of Digital Twin for Vehicle Predictive Maintenance …

A Review of Digital Twin for Vehicle Predictive Maintenance System. 2023-01-1024. The development of Digital Twin (DT) has become popular. A dominant description of DT is that it is a software representation that mimics a physical object to portray its real-world performance and operating conditions of an asset.

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Digital twin for predictive maintenance

The digital twin ecosystem comprises sensor and measurement technologies, industrial Internet of Things, simulation and modeling, and machine learning. This paper will review the digital twin technology and highlight its application in predictive maintenance applications.

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Overview of predictive maintenance based on digital twin …

Compared with traditional predictive maintenance, the key difference of PdMDT is that it has the ability of real-time perception, real-time regulation and real-time prediction. Specifically, the construction of virtual digital twins provides many advantages for PdMDT. 3.1.1. High real-time data interaction.

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The use of Digital Twin for predictive maintenance …

Twin for predictive maintenance in manufacturing, International Journal of Computer Integrated Manufacturing, 32:11, 1067-1080, DOI: 10.1080/0951192X.2019.1686173 To link to this article: https ...

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Digital Twins for Predictive Maintenance

Such uses are embodied in the pur- pose of the digital twin. Predictive maintenance is a popular purpose for twins in manufacturing, aligning strongly with the aims of Industry 4.0 and the internet of things. DTs have been used for predictive maintenance, [3] presents a four step method to calculate the Remaining Use Life (RUL) of machinery ...

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Digital twin for predictive maintenance | Semantic Scholar

The digital twin technology is reviewed and its application in predictive maintenance applications is highlighted, allowing the prediction of the remaining useful life of the physical twin by leveraging a combination of physics-based models and data-driven analytics. Digital twin engineering is a disruptive technology that creates a living data …

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