Currently, when modeling complex technological processes in cyber-physical systems, procedures for creating so-called digital twins (DCs), which are virtual copies of real objects and reflect their main properties and characteristics at various stages of the life cycle, are becoming more widespread. The use of digital twins allows real-time monitoring of the current state of the simulated system, and also provides additional opportunities for engineering and deeper tuning of its components to improve the quality of products. The development of the “digital twin” technology is facilitated by the ongoing Fourth Industrial Revolution, which is characterized by the massive introduction of cyber-physical systems into production. These systems are based on the use of the latest data processing and presentation technologies and have a complex structure of information links between its components. When creating digital twins of elements of such systems, it is advisable to use programming languages that allow you to implement the visualization of the simulated processes, as well as provide a convenient and developed apparatus for working with complex mathematical dependencies. The Python programming language has similar characteristics. In the article, as an example of a cyber-physical system, a chemical-technological system based on a conveyor-type roasting machine is considered. This system is designed to implement the process of producing pellets from apatite-nepheline ores mining waste. The article describes various aspects of creating a digital twin of its elements that carry out the chemical-technological process of drying in relation to a single pellet. The digital twin is implemented using the Python 3.7.5 programming language, and provides for the visualization of the process in the form of a three-dimensional interactive model. Visualization is made using the VPython library. A description of the operation algorithm of the digital twin software, the type of interface of the information system, the format of input and output information, as well as the results of modeling the chemical-technological process under study are given. It is shown that the developed digital twin can be used in three versions: independently (Digital Twin Prototype), as an instance of a digital twin (Digital Twin Instance), and also as part of a set of digital twins (Digital Twin Aggregate).
Questions and answers
What is the book Creation of a chemical-technological system digital twin using the Python language about in short?
The book discusses the creation of digital twins in cyber-physical systems, focusing on chemical-technological processes. It highlights how these virtual replicas can enhance real-time monitoring and improve product quality through advanced engineering techniques. Using Python, the authors illustrate the development of a digital twin for a conveyor-type roasting machine, showcasing its application in the production of pellets from mining waste.
What is the main idea of the book Creation of a chemical-technological system digital twin using the Python language?
The main idea of the book is to explore the implementation of digital twins in modeling complex technological processes, particularly in chemical engineering. It emphasizes the role of Python as a programming language that facilitates the visualization and manipulation of intricate mathematical relationships. The authors aim to provide insights into how digital twins can optimize production processes and improve system performance.
Who should definitely read the book Creation of a chemical-technological system digital twin using the Python language?
This book is essential for engineers, researchers, and students in the fields of chemical engineering, computer science, and industrial automation. It is particularly beneficial for those interested in the practical applications of digital twins and cyber-physical systems. Additionally, professionals looking to enhance their understanding of Python in engineering contexts will find valuable insights within its pages.
What books is the book Creation of a chemical-technological system digital twin using the Python language similar to?
Similar books include 'Digital Twin Driven Smart Manufacturing' by Fei Tao, which explores the integration of digital twins in manufacturing processes. Another related title is 'Cyber-Physical Systems: From Theory to Practice' by Raj Rajkumar, which discusses the theoretical foundations and practical implementations of cyber-physical systems. Both books provide complementary insights into the evolving field of digital technologies in engineering.
- Name of the Author
- Власова Екатерина Аркадьевна, Дли М. И., Соколов Андрей Максимович, Моргунова Эльвира Владимировна
- Language
- English
- Series
- Applied informatics. Scientific articles
- Release date
- 2021
Read an excerpt
09/28/2022
Книга о цифровых двойниках
Книга "Creation of a chemical-technological system digital twin using the Python language" представляет собой важный вклад в область моделирования сложных технологических процессов. Автор подробно описывает концепцию цифровых двойников и их применение в киберфизических системах, что является актуальной темой в свете Четвертой промышленной революции. Особенно впечатляет, как книга сочетает теоретические аспекты с практическими примерами, включая создание цифрового двойника обжиговой машины. Однако, несмотря на высокую информативность, некоторые разделы могут показаться сложными для новичков, особенно в части математических зависимостей и программирования на Python. Это может потребовать дополнительных усилий для полного понимания. В целом, книга полезна для специалистов в области инжиниринга и автоматизации, но начинающим стоит быть готовым к некоторым трудностям. Рекомендую к прочтению тем, кто хочет углубить свои знания в этой области.