Challenges of developing a digital twin model of renewable energy generators

Ebrahimi, Amir

doi:10.1109/isie.2019.8781529

Cited by 39 publications

(26 citation statements)

References 32 publications

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“…From the perspective of the life cycle, the most numerous phases are monitoring [30][31][32][34][35][36][37]47] and manufacturing [27,[39][40][41]45,51]. In addition, there is currently a certain amount of research in the prediction [14,25,26,44,46] and design [27,38,42] phases, and many scholars are also concerned about the operation and maintenance [29,43,51] phase.…”

Section: Overview On Life Cycle Of Turbomachinery With Digital Twinmentioning

confidence: 99%

Digital Twin Technologies for Turbomachinery in a Life Cycle Perspective: A Review

et al. 2021

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Turbomachinery from a life cycle perspective involves sustainability-oriented development activities such as design, production, and operation. Digital Twin is a technology with great potential for improving turbomachinery, which has a high volume of investment and a long lifespan. This study presents a general framework with different digital twin enabling technologies for the turbomachinery life cycle, including the design phase, experimental phase, manufacturing and assembly phase, operation and maintenance phase, and recycle phase. The existing digital twin and turbomachinery are briefly reviewed. New digital twin technologies are discussed, including modelling, simulation, sensors, Industrial Internet of Things, big data, and AI technologies. Finally, the major challenges and opportunities of DT for turbomachinery are discussed.

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Section: Overview On Life Cycle Of Turbomachinery With Digital Twinmentioning

confidence: 99%

Digital Twin Technologies for Turbomachinery in a Life Cycle Perspective: A Review

et al. 2021

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“…Other researches dealt with computing capabilities required by its software infrastructure to accurately represent the functioning of its physical twin [36]. Lately some research groups discussed issues related to digital twins' technologies energy efficiency [37], and several other problems involving several domains including mechanics, electrical engineering, automation and real time reactivity. Industry 4.0 has made a significant contribution to the evolvement of digital twins.…”

Section: Research Challenges and Digital Thread Conceptmentioning

confidence: 99%

Digital twins: development and implementation challenges within Moroccan context

et al. 2020

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Industrial world today is experiencing its fourth industrial revolution. Predecessor of the automation industry, Industry-4.0 adds a layer of autonomy, intelligence and advanced connectivity to complex industrial systems. This layer creates an interactive and dynamic bridge between virtual systems and physical systems with their upward constraints and requirements in a constantly changing physical environment. Digital twins fall into the category of advanced concepts and technologies that enhance this connectivity. Several projects have been launched in Morocco by the government, industrialists and research communities, initiating the digital transformation of Moroccan industrial manufactories and companies. This paper comes within this framework, firstly to highlight the great potential that digital twins can offer for Moroccan industrial context enhancement, secondly to identify the challenges that can hinder the integration and development of digital twins in Moroccan industrial environment.

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“…Services refers to digital twin features in order to meet stakeholders and context requirements [28]. Digital twin has proved through its different industrial applications its efficiency in handling a multitude of functions such as product health management (PHM), state prediction, energy consumption optimization [29], real time monitoring and so many others applications within different sectors that will be detailed in further parts.…”

Section: A a Literature Review Of Concept Developmentmentioning

confidence: 99%

“…The fusion of digital twins and augmented reality was applied for numerous applications in the industrial field. For example maintenance operations management [29], distant process control, and within education field for attaining learning objectives [30]. These large set of different and diversified applications had proven the efficiency of this combination.…”

Section: ) Development Architecture Based On the Fusion Of Digital Tmentioning

confidence: 99%

Digital Twins Development Architectures and Deployment Technologies: Moroccan use Case

Mezzour¹,

Benhadou²,

Medromi³

2020

IJACSA

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With the initiation of the fourth industrial revolution and the advent of information and communication technologies that reinforces the development of advanced technological solutions which engage data sciences, artificial intelligence, and cyber physical systems many long-established research concepts have been revived with in-depth applications within manufacturing plants. Thus currently the interest is turning more and more towards technologies and approaches that can combine between the virtual world and its increased capacities in computer sciences and processing, and the physical world with its complex systems and constantly evolving requirements. A relevant concept in this context is the concept of digital twins. Digital twins as defined by their founder Dr Michael Grieves are virtual replicas of a physical system that evolves within a virtual environment in order to mirror their real counterparts' life cycle and evolvement within the physical environment for applications in numerous domains. This paper's aim is to present a literature review of digital twin concept, its different development and deployment architectures, and its potential of application across Moroccan industrial ecosystems.

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Challenges of developing a digital twin model of renewable energy generators

Cited by 39 publications

References 32 publications

Digital Twin Technologies for Turbomachinery in a Life Cycle Perspective: A Review

Digital Twin Technologies for Turbomachinery in a Life Cycle Perspective: A Review

Digital twins: development and implementation challenges within Moroccan context

Digital Twins Development Architectures and Deployment Technologies: Moroccan use Case

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