Concepts and Methods of “Digital Twins” Models Creation in Industrial Asset Performance Management Systems

Yusupbekov, N. R.; Abdurasulov, Fakhritdin; Adilov, Farukh; Ivanyan, Arsen

doi:10.1007/978-3-030-51156-2_185

Cited by 11 publications

(4 citation statements)

References 2 publications

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“…A large number of alternative model scopes can also be found in the literature. The most mentioned are as follows: System model [ 100 , 151 , 152 ] Components, such as the physic and cyber components [ 152 , 153 , 154 ] Process model [ 100 , 152 , 155 ] Behaviour model [ 156 , 157 , 158 ] Simulation model [ 100 , 155 ] Rule model [ 153 , 157 ] Data transfer model [ 153 , 154 ] Environment model [ 159 , 160 ]. …”

Section: Resultsmentioning

confidence: 99%

A Literature Review on the Development and Creation of Digital Twins, Cyber-Physical Systems, and Product-Service Systems

Fett,

Wilking,

Goetz

et al. 2023

Sensors

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Digital Twins offer vast potential, yet many companies, particularly small and medium-sized enterprises, hesitate to implement them. This hesitation stems partly from the challenges posed by the interdisciplinary nature of creating Digital Twins. To address these challenges, this paper explores systematic approaches for the development and creation of Digital Twins, drawing on relevant methods and approaches presented in the literature. Conducting a systematic literature review, we delve into the development of Digital Twins while also considering analogous concepts, such as Cyber-Physical Systems and Product-Service Systems. The compiled literature is categorised into three main sections: holistic approaches, architecture, and models. Each category encompasses various subcategories, all of which are detailed in this paper. Through this comprehensive review, we discuss the findings and identify research gaps, shedding light on the current state of knowledge in the field of Digital Twin development. This paper aims to provide valuable insights for practitioners and researchers alike, guiding them in navigating the complexities associated with the implementation of Digital Twins.

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Section: Resultsmentioning

confidence: 99%

A Literature Review on the Development and Creation of Digital Twins, Cyber-Physical Systems, and Product-Service Systems

Fett,

Wilking,

Goetz

et al. 2023

Sensors

View full text Add to dashboard Cite

show abstract

“…Digital Twin technology applied in mining industry conceptually does not introduce new digital twin layers or representations. Focusing on process, assets, and people (worker) safety and efficiency optimization it refers to the same principal solutions already described and implemented [8,9,10].…”

Section: Methods and Resultsmentioning

confidence: 99%

“…There are a lot of investigations and research related to the digital twin technology conducted and presented also by authors of this paper [1,2,3,4,5] but authors previously mostly focused on implementation of these technologies in oil and gas, refinery and petrochemical, gas-chemical sector. However, several review research have also been done in mining sector to present most perspective advanced IT-solutions which now are effectively embedded to the digital twin infrastructure [6] and provide the high-level digest for digital twin trends which can be applied also in mining industry [7].…”

Section: Introductionmentioning

confidence: 99%

Application of digital twin technologies in mining industrial branch

Yusupbekov,

Adilov,

Ivanyan

et al. 2023

E3S Web Conf.

Self Cite

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Digital Twin technology became one of most popular and modern information technologies and at the same time operation technologies in the roadmap of increasing effectiveness and performance of industrial enterprise. This is already solid trend in many different scaled industrial facilities which belong to different industrial branches. This paper has objective to present how digital twin technology can help in optimization and effectiveness increase for mining industry. We will try to review the whole process and show advantages of digital twin technology implementation in dedicated sector or stage of mining and mineral beneficiation processes such as mine planning, mine operations, rom processing, ore processing, concentrate stockpiles managing, concentrate transportation and concentrate processing facilities such as refineries or smelting plants.

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“…Of great importance is the development of methods for improving the reliability of data transmission and processing based on methods that use the properties and features of fuzzy logic algorithms and search for extrema using the t -norms and s -norm methods, as well as taking into account the impact of environmental factors, a priori insufficiency, parametric uncertainty and non-stationarity of variables [8][9][10][11][12].…”

Section: Relevance Of the Topicmentioning

confidence: 99%

Methods for optimizing data processing based on fuzzy adjustment of time series elements and identification model variables

Siddikov,

Mamasodikov,

Mamasodikova

et al. 2023

E3S Web of Conf.

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The problem of optimal identification and processing of random time series (SVR) based on the properties of statistical, dynamic, and fuzzy models is formulated. A method for qualitative identification of SVR is proposed, which includes algorithms for fuzzy equations, logical inferences, taking into account the effects of environmental factors and non-stationary processes. A generalized algorithm for identifying SVR with adjustment and correction of variable values based on the rules of fuzzy logic, methods for searching for extrema by t -norms and s -norms is developed. Tools are designed for optimal data processing by determining an adequate model; parametric and structural identification of objects; search optimization; model training; identification of the “input and output” relationship; formation and use of a knowledge base, as well as sets of fuzzy rules, linguistic variables, membership functions, and algorithms for regulating variable values. Methods of fuzzy correction of distorted information by controlling the error of SVR identification are developed, and a software package is implemented that provides high accuracy of data processing with significantly lower costs.

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Concepts and Methods of “Digital Twins” Models Creation in Industrial Asset Performance Management Systems

Cited by 11 publications

References 2 publications

A Literature Review on the Development and Creation of Digital Twins, Cyber-Physical Systems, and Product-Service Systems

A Literature Review on the Development and Creation of Digital Twins, Cyber-Physical Systems, and Product-Service Systems

Application of digital twin technologies in mining industrial branch

Methods for optimizing data processing based on fuzzy adjustment of time series elements and identification model variables

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