Creation of a chemical-technological system digital twin using the Python language
Creation of a chemical-technological system digital twin using the Python language

Author: Екатерина Власова

Publisher: Litres

Published: 2022-01-27

Total Pages:

ISBN-13: 5043353538

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В настоящее время при моделировании сложных технологических процессов в киберфизических системах все более широкое распространение получают процедуры создания так называемых цифровых двойников (ЦД), которые являются виртуальными копиями реальных объектов и отражают их основные свойства и характеристики на различных этапах жизненного цикла. Применение цифровых двойников позволяет в реальном времени отслеживать текущее состояние моделируемой системы, а также предоставляет дополнительные возможности для инжиниринга и более глубокой настройки входящих в нее компонентов для повышения уровня качества выпускаемой продукции. Развитию технологии «цифровой двойник» способствует происходящая в настоящее время Четвертая промышленная революция, характеризующаяся массовым внедрением в производство киберфизических систем. Указанные системы основаны на использовании новейших технологий обработки и представления данных и обладают сложной структурой информационных связей между ее компонентами. При создании цифровых двойников элементов подобных систем целесообразно использовать языки программирования, которые позволяют реализовывать визуализацию моделируемых процессов, а также предоставляют удобный и развитый аппарат для работы со сложными математическими зависимостями. Подобными характеристиками обладает язык программирования Python. В статье в качестве примера киберфизической системы рассматривается химико-технологическая система на основе обжиговой машины конвейерного типа. Данная система предназначена для реализации процесса производства окатышей из отходов добычи апатит-нефелиновых руд. В статье описаны различные аспекты создания цифрового двойника ее элементов, осуществляющих химико-технологический процесс сушки применительно к единичному окатышу. Цифровой двойник реализован с использованием языка программирования Python 3.7.5, и предусматривает визуализацию протекания процесса в виде трехмерной интерактивной модели. Визуализация выполнена с применением библиотеки VPython. Приводится описание алгоритма работы программного обеспечения цифрового двойника, вид интерфейса информационной системы, формат входной и выходной информации, а также результаты моделирования исследуемого химико-технологического процесса. Показано, что разработанный цифровой двойник может применяться в трех вариантах: самостоятельно (Digital Twin Prototype), в качестве экземпляра цифрового двойника (Digital Twin Instance), а также в составе совокупности цифровых двойников (Digital Twin Aggregate).

Exploring the Advancements and Future Directions of Digital Twins in Healthcare 6.0
Exploring the Advancements and Future Directions of Digital Twins in Healthcare 6.0

Author: Dubey, Archi

Publisher: IGI Global

Published: 2024-07-18

Total Pages: 468

ISBN-13:

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The healthcare industry is increasingly complex, demanding personalized treatments and efficient operational processes. Traditional research methods need help to keep pace with these demands, often leading to inefficiencies and suboptimal outcomes. Integrating digital twin technology presents a promising solution to these challenges, offering a virtual platform for modeling and simulating complex healthcare scenarios. However, the full potential of digital twins still needs to be explored mainly due to a lack of comprehensive guidance and practical insights for researchers and practitioners. Exploring the Advancements and Future Directions of Digital Twins in Healthcare 6.0 is not just a theoretical exploration. It is a practical guide that bridges the gap between theory and practice, offering real-world case studies, best practices, and insights into personalized medicine, real-time patient monitoring, and healthcare process optimization. By equipping you with the knowledge and tools needed to effectively integrate digital twins into your healthcare research and operations, this book is a valuable resource for researchers, academicians, medical practitioners, scientists, and students.

34th European Symposium on Computer Aided Process Engineering /15th International Symposium on Process Systems Engineering
34th European Symposium on Computer Aided Process Engineering /15th International Symposium on Process Systems Engineering

Author: Flavio Manenti

Publisher: Elsevier

Published: 2024-06-27

Total Pages: 3634

ISBN-13: 0443288259

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The 34th European Symposium on Computer Aided Process Engineering / 15th International Symposium on Process Systems Engineering, contains the papers presented at the 34th European Symposium on Computer Aided Process Engineering / 15th International Symposium on Process Systems Engineering joint event. It is a valuable resource for chemical engineers, chemical process engineers, researchers in industry and academia, students, and consultants for chemical industries. - Presents findings and discussions from the 34th European Symposium on Computer Aided Process Engineering / 15th International Symposium on Process Systems Engineering joint event

Intelligent Equipment and Special Robots
Intelligent Equipment and Special Robots

Author: Q. Zhang

Publisher: IOS Press

Published: 2024-05-15

Total Pages: 632

ISBN-13: 1643685155

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Developments in AI are occurring rapidly, with new applications constantly on the increase, and one of the areas in which interesting developments are always taking place is that of intelligent equipment and special robots. This book presents papers from ICIESR 2023, the 2nd International Conference on Intelligent Equipment and Special Robots, held from 20 to 22 October 2023 in Qingdao, China. The conference series has established a platform for experts, researchers, and students working in related fields to present, exchange, and discuss the latest advances and developments, linking various branches of science and technology. It promotes innovation in, and the application of, intelligent equipment and special robots, and fosters the development of related industries, and this year’s conference brought together 180 participants. A total of 206 submissions was received for the conference, of which 185 were selected for peer review, in the course of which they were evaluated for theme, structure, method, content, language, and format. Of these, 80 papers were accepted for presentation and publication, resulting in an acceptance rate of 39%. Topics covered include intelligent detection technology, smart manufacturing, artificial intelligence, mechatronics technology, and creative and entertaining robots, among others. Providing a current overview of recent developments in the field, the book will be of interest to all those whose work relates to intelligent equipment and special robots.

TinyML
TinyML

Author: Pete Warden

Publisher: O'Reilly Media

Published: 2019-12-16

Total Pages: 504

ISBN-13: 1492052019

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Deep learning networks are getting smaller. Much smaller. The Google Assistant team can detect words with a model just 14 kilobytes in size—small enough to run on a microcontroller. With this practical book you’ll enter the field of TinyML, where deep learning and embedded systems combine to make astounding things possible with tiny devices. Pete Warden and Daniel Situnayake explain how you can train models small enough to fit into any environment. Ideal for software and hardware developers who want to build embedded systems using machine learning, this guide walks you through creating a series of TinyML projects, step-by-step. No machine learning or microcontroller experience is necessary. Build a speech recognizer, a camera that detects people, and a magic wand that responds to gestures Work with Arduino and ultra-low-power microcontrollers Learn the essentials of ML and how to train your own models Train models to understand audio, image, and accelerometer data Explore TensorFlow Lite for Microcontrollers, Google’s toolkit for TinyML Debug applications and provide safeguards for privacy and security Optimize latency, energy usage, and model and binary size

3D Scientific Visualization with Blender
3D Scientific Visualization with Blender

Author: Brian R. Kent

Publisher: Morgan & Claypool Publishers

Published: 2014-04-01

Total Pages: 125

ISBN-13: 1627056130

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This is the first book written on using Blender (an open-source visualization suite widely used in the entertainment and gaming industries) for scientific visualization. It is a practical and interesting introduction to Blender for understanding key parts of 3D rendering that pertain to the sciences via step-by-step guided tutorials. Any time you see an awesome science animation in the news, you will now know how to develop exciting visualizations and animations with your own data. 3D Scientific Visualization with Blender takes you through an understanding of 3D graphics and modeling for different visualization scenarios in the physical sciences. This includes guides and tutorials for: understanding and manipulating the interface; generating 3D models; understanding lighting, animation, and camera control; and scripting data import with the Python API. The agility of Blender and its well organized Python API make it an exciting and unique visualization suite every modern scientific/engineering workbench should include. Blender provides multiple scientific visualizations including: solid models/surfaces/rigid body simulations; data cubes/transparent/translucent rendering; 3D catalogs; N-body simulations; soft body simulations; surface/terrain maps; and phenomenological models. The possibilities for generating visualizations are considerable via this ever growing software package replete with a vast community of users providing support and ideas.

The Second Machine Age: Work, Progress, and Prosperity in a Time of Brilliant Technologies
The Second Machine Age: Work, Progress, and Prosperity in a Time of Brilliant Technologies

Author: Erik Brynjolfsson

Publisher: W. W. Norton & Company

Published: 2014-01-20

Total Pages: 320

ISBN-13: 0393239357

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The big stories -- The skills of the new machines : technology races ahead -- Moore's law and the second half of the chessboard -- The digitization of just about everything -- Innovation : declining or recombining? -- Artificial and human intelligence in the second machine age -- Computing bounty -- Beyond GDP -- The spread -- The biggest winners : stars and superstars -- Implications of the bounty and the spread -- Learning to race with machines : recommendations for individuals -- Policy recommendations -- Long-term recommendations -- Technology and the future (which is very different from "technology is the future").

Continuous Pharmaceutical Processing
Continuous Pharmaceutical Processing

Author: Zoltan K Nagy

Publisher: Springer Nature

Published: 2020-06-10

Total Pages: 542

ISBN-13: 3030415244

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Continuous pharmaceutical manufacturing is currently receiving much interest from industry and regulatory authorities, with the joint aim of allowing rapid access of novel therapeutics and existing medications to the public, without compromising high quality. Research groups from different academic institutions have significantly contributed to this field with an immense amount of published research addressing a variety of topics related to continuous processing. The book is structured to have individual chapters on the different continuous unit operations involved in drug substance and drug product manufacturing. A wide spectrum of topics are covered, including basic principles of continuous manufacturing, applications of continuous flow chemistry in drug synthesis, continuous crystallization, continuous drying, feeders and blenders, roll compaction and continuous wet granulation.The underlying theme for each of these chapters is to present to the reader the recent advances in modeling, experimental investigations and equipment design as they pertain to each individual unit operation. The book also includes chapters on quality by design (QbD) and process analytical technology (PAT) for continuous processing, process control strategies including new concepts of quality-by-control (QbC), real-time process management and plant optimization, business and supply chain considerations related to continuous manufacturing as well as safety guidelines related to continuous chemistry. A separate chapter is dedicated to discussing regulatory aspects of continuous manufacturing, with description of current regulatory environment quality/GMP aspects, as well as regulatory gaps and challenges. Our aim from publishing this book is to make it a valuable reference for readers interested in this topic, with a desire to gain a fundamental understanding of engineering principles and mechanistic studies utilized in understanding and developing continuous processes. In addition, our advanced readers and practitioners in this field will find that the technical content of Continuous Pharmaceutical Processing is at the forefront of recent technological advances, with coverage of future prospects and challenges for this technology.

Process Analytical Technology
Process Analytical Technology

Author: Katherine A. Bakeev

Publisher: John Wiley & Sons

Published: 2010-04-01

Total Pages: 576

ISBN-13: 0470689609

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Process Analytical Technology explores the concepts of PAT and its application in the chemical and pharmaceutical industry from the point of view of the analytical chemist. In this new edition all of the original chapters have been updated and revised, and new chapters covering the important topics of sampling, NMR, fluorescence, and acoustic chemometrics have been added. Coverage includes: Implementation of Process Analytical Technologies UV-Visible Spectroscopy for On-line Analysis Infrared Spectroscopy for Process Analytical Applications Process Raman Spectroscopy Process NMR Spectrscopy: Technology and On-line Applications Fluorescent Sensing and Process Analytical Applications Chemometrics in Process Analytical Technology (PAT) On-Line PAT Applications of Spectroscopy in the Pharmaceutical Industry Future Trends for PAT for Increased Process Understanding and Growing Applications in Biomanufacturing NIR Chemical Imaging This volume is an important starting point for anyone wanting to implement PAT and is intended not only to assist a newcomer to the field but also to provide up-to-date information for those who practice process analytical chemistry and PAT. It is relevant for chemists, chemical and process engineers, and analytical chemists working on process development, scale-up and production in the pharmaceutical, fine and specialty chemicals industries, as well as for academic chemistry, chemical engineering, chemometrics and pharmaceutical science research groups focussing on PAT. Review from the First Edition “The book provides an excellent first port of call for anyone seeking material and discussions to understand the area better. It deserves to be found in every library that serves those who are active in the field of Process Analytical Technology.”—Current Engineering Practice