Data Driven Modeling Control And Tools For Cyber Physical Energy Systems

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Data-driven Modeling, Control and Tools for Cyber-physical Energy Systems

Author : Madhur Behl
Publisher :
ISBN 13 :
Total Pages : 244 pages
Book Rating : 4.:/5 (945 download)

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Book Synopsis Data-driven Modeling, Control and Tools for Cyber-physical Energy Systems by : Madhur Behl

Download or read book Data-driven Modeling, Control and Tools for Cyber-physical Energy Systems written by Madhur Behl and published by . This book was released on 2015 with total page 244 pages. Available in PDF, EPUB and Kindle. Book excerpt: We develop Model-IQ, a methodology for analysis of uncertainty propagation for building inverse modeling and controls. Given a grey-box model structure and real input data from a temporary set of sensors, Model-IQ evaluates the effect of the uncertainty propagation from sensor data to model accuracy and to closed-loop control performance. We also developed a statistical method to quantify the bias in the sensor measurement and to determine near optimal sensor placement and density for accurate data collection for model training and control. Using a real building test-bed, we show how performing an uncertainty analysis can reveal trends about inverse model accuracy and control performance, which can be used to make informed decisions about sensor requirements and data accuracy.

Data-Driven Modeling of Cyber-Physical Systems using Side-Channel Analysis

Author : Sujit Rokka Chhetri
Publisher : Springer
ISBN 13 : 9783030379643
Total Pages : 235 pages
Book Rating : 4.3/5 (796 download)

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Book Synopsis Data-Driven Modeling of Cyber-Physical Systems using Side-Channel Analysis by : Sujit Rokka Chhetri

Download or read book Data-Driven Modeling of Cyber-Physical Systems using Side-Channel Analysis written by Sujit Rokka Chhetri and published by Springer. This book was released on 2021-02-09 with total page 235 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a new perspective on modeling cyber-physical systems (CPS), using a data-driven approach. The authors cover the use of state-of-the-art machine learning and artificial intelligence algorithms for modeling various aspect of the CPS. This book provides insight on how a data-driven modeling approach can be utilized to take advantage of the relation between the cyber and the physical domain of the CPS to aid the first-principle approach in capturing the stochastic phenomena affecting the CPS. The authors provide practical use cases of the data-driven modeling approach for securing the CPS, presenting novel attack models, building and maintaining the digital twin of the physical system. The book also presents novel, data-driven algorithms to handle non- Euclidean data. In summary, this book presents a novel perspective for modeling the CPS.

Data-Driven Modeling, Filtering and Control

Author : Carlo Novara
Publisher : Control, Robotics and Sensors
ISBN 13 : 1785617125
Total Pages : 300 pages
Book Rating : 4.7/5 (856 download)

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Book Synopsis Data-Driven Modeling, Filtering and Control by : Carlo Novara

Download or read book Data-Driven Modeling, Filtering and Control written by Carlo Novara and published by Control, Robotics and Sensors. This book was released on 2019-09 with total page 300 pages. Available in PDF, EPUB and Kindle. Book excerpt: Using important examples, this book showcases the potential of the latest data-based and data-driven methodologies for filter and control design. It discusses the most important classes of dynamic systems, along with the statistical and set membership analysis and design frameworks.

Multi-Paradigm Modelling Approaches for Cyber-Physical Systems

Author : Bedir Tekinerdogan
Publisher : Academic Press
ISBN 13 : 0128191066
Total Pages : 316 pages
Book Rating : 4.1/5 (281 download)

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Book Synopsis Multi-Paradigm Modelling Approaches for Cyber-Physical Systems by : Bedir Tekinerdogan

Download or read book Multi-Paradigm Modelling Approaches for Cyber-Physical Systems written by Bedir Tekinerdogan and published by Academic Press. This book was released on 2020-11-20 with total page 316 pages. Available in PDF, EPUB and Kindle. Book excerpt: Multi-Paradigm Modelling for Cyber-Physical Systems explores modeling and analysis as crucial activities in the development of Cyber-Physical Systems, which are inherently cross-disciplinary in nature and require distinct modeling techniques related to different disciplines, as well as a common background knowledge. This book will serve as a reference for anyone starting in the field of CPS who needs a solid foundation of modeling, including a comprehensive introduction to existing techniques and a clear explanation of their advantages and limitations. This book is aimed at both researchers and practitioners who are interested in various modeling paradigms across computer science and engineering. Identifies key problems and offers solution approaches as well as tools which have been developed or are necessary for modeling paradigms across cyber physical systems Explores basic theory and current research topics, related challenges, and research directions for multi-paradigm modeling Provides a complete, conceptual overview and framework of the research done by the MPM4CPS working groups and the different types of modeling paradigms developed

Data-driven Modeling and Optimization of Multi-energy Systems

Author : Andreas Kämper
Publisher :
ISBN 13 :
Total Pages : 0 pages
Book Rating : 4.:/5 (139 download)

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Book Synopsis Data-driven Modeling and Optimization of Multi-energy Systems by : Andreas Kämper

Download or read book Data-driven Modeling and Optimization of Multi-energy Systems written by Andreas Kämper and published by . This book was released on 2023 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Cybersecurity and Privacy in Cyber Physical Systems

Author : Yassine Maleh
Publisher : CRC Press
ISBN 13 : 0429554451
Total Pages : 434 pages
Book Rating : 4.4/5 (295 download)

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Book Synopsis Cybersecurity and Privacy in Cyber Physical Systems by : Yassine Maleh

Download or read book Cybersecurity and Privacy in Cyber Physical Systems written by Yassine Maleh and published by CRC Press. This book was released on 2019-05-01 with total page 434 pages. Available in PDF, EPUB and Kindle. Book excerpt: Cybersecurity and Privacy in Cyber-Physical Systems collects and reports on recent high-quality research that addresses different problems related to cybersecurity and privacy in cyber-physical systems (CPSs). It Presents high-quality contributions addressing related theoretical and practical aspects Improves the reader’s awareness of cybersecurity and privacy in CPSs Analyzes and presents the state of the art of CPSs, cybersecurity, and related technologies and methodologies Highlights and discusses recent developments and emerging trends in cybersecurity and privacy in CPSs Proposes new models, practical solutions, and technological advances related to cybersecurity and privacy in CPSs Discusses new cybersecurity and privacy models, prototypes, and protocols for CPSs This comprehensive book promotes high-quality research by bringing together researchers and experts in CPS security and privacy from around the world to share their knowledge of the different aspects of CPS security. Cybersecurity and Privacy in Cyber-Physical Systems is ideally suited for policymakers, industrial engineers, researchers, academics, and professionals seeking a thorough understanding of the principles of cybersecurity and privacy in CPSs. They will learn about promising solutions to these research problems and identify unresolved and challenging problems for their own research. Readers will also have an overview of CPS cybersecurity and privacy design.

Data-Driven Modeling of Cyber-Physical Systems using Side-Channel Analysis

Author : Sujit Rokka Chhetri
Publisher : Springer Nature
ISBN 13 : 3030379620
Total Pages : 240 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis Data-Driven Modeling of Cyber-Physical Systems using Side-Channel Analysis by : Sujit Rokka Chhetri

Download or read book Data-Driven Modeling of Cyber-Physical Systems using Side-Channel Analysis written by Sujit Rokka Chhetri and published by Springer Nature. This book was released on 2020-02-08 with total page 240 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a new perspective on modeling cyber-physical systems (CPS), using a data-driven approach. The authors cover the use of state-of-the-art machine learning and artificial intelligence algorithms for modeling various aspect of the CPS. This book provides insight on how a data-driven modeling approach can be utilized to take advantage of the relation between the cyber and the physical domain of the CPS to aid the first-principle approach in capturing the stochastic phenomena affecting the CPS. The authors provide practical use cases of the data-driven modeling approach for securing the CPS, presenting novel attack models, building and maintaining the digital twin of the physical system. The book also presents novel, data-driven algorithms to handle non- Euclidean data. In summary, this book presents a novel perspective for modeling the CPS.

Computational Methods in Systems Biology

Author : Milan Češka
Publisher : Springer
ISBN 13 : 3319994298
Total Pages : 342 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis Computational Methods in Systems Biology by : Milan Češka

Download or read book Computational Methods in Systems Biology written by Milan Češka and published by Springer. This book was released on 2018-08-27 with total page 342 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 16th International Conference on Computational Methods in Systems Biology, CMSB 2018, held in BRNO, Czech Republic, in September 2018. The 15 full and 7 short papers presented together with 5 invited talks were carefully reviewed and selected from 46 submissions. Topics of interest include formalisms for modeling biological processes; models and their biological applications; frameworks for model verification, validation, analysis, and simulation of biological systems; high-performance computational systems biology; parameter and model inference from experimental data; automated parameter and model synthesis; model integration and biological databases; multi-scale modeling and analysis methods; design, analysis, and verification methods for synthetic biology; methods for biomolecular computing and engineered molecular devices. Chapters 3, 9 and 10 are available open access under a Creative Commons Attribution 4.0 International License via link.springer.com.

Power Electronics in Renewable Energy Systems and Smart Grid

Author : Bimal K. Bose
Publisher : John Wiley & Sons
ISBN 13 : 1119515629
Total Pages : 756 pages
Book Rating : 4.1/5 (195 download)

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Book Synopsis Power Electronics in Renewable Energy Systems and Smart Grid by : Bimal K. Bose

Download or read book Power Electronics in Renewable Energy Systems and Smart Grid written by Bimal K. Bose and published by John Wiley & Sons. This book was released on 2019-08-06 with total page 756 pages. Available in PDF, EPUB and Kindle. Book excerpt: The comprehensive and authoritative guide to power electronics in renewable energy systems Power electronics plays a significant role in modern industrial automation and high- efficiency energy systems. With contributions from an international group of noted experts, Power Electronics in Renewable Energy Systems and Smart Grid: Technology and Applications offers a comprehensive review of the technology and applications of power electronics in renewable energy systems and smart grids. The authors cover information on a variety of energy systems including wind, solar, ocean, and geothermal energy systems as well as fuel cell systems and bulk energy storage systems. They also examine smart grid elements, modeling, simulation, control, and AI applications. The book's twelve chapters offer an application-oriented and tutorial viewpoint and also contain technology status review. In addition, the book contains illustrative examples of applications and discussions of future perspectives. This important resource: Includes descriptions of power semiconductor devices, two level and multilevel converters, HVDC systems, FACTS, and more Offers discussions on various energy systems such as wind, solar, ocean, and geothermal energy systems, and also fuel cell systems and bulk energy storage systems Explores smart grid elements, modeling, simulation, control, and AI applications Contains state-of-the-art technologies and future perspectives Provides the expertise of international authorities in the field Written for graduate students, professors in power electronics, and industry engineers, Power Electronics in Renewable Energy Systems and Smart Grid: Technology and Applications offers an up-to-date guide to technology and applications of a wide-range of power electronics in energy systems and smart grids.

Cyber-Physical Energy and Power Systems

Author : Yijia Cao
Publisher : Springer Nature
ISBN 13 : 9811500622
Total Pages : 224 pages
Book Rating : 4.8/5 (115 download)

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Book Synopsis Cyber-Physical Energy and Power Systems by : Yijia Cao

Download or read book Cyber-Physical Energy and Power Systems written by Yijia Cao and published by Springer Nature. This book was released on 2019-11-19 with total page 224 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book discusses recent advances in cyber-physical power systems (CPPS) in the modeling, analysis and applications of smart grid. It introduces a series of models, such as an analysis of interaction between the power grid and the communication network, differential protection in smart distribution systems, data flow for VLAN-based communication in substations, a co-simulation model for investigating the impacts of cyber-contingency and distributed control systems as well as the analytical techniques used in different parts of cyber physical energy systems. It also discusses methods of cyber-attack on power systems, particularly false data injection. The results presented are a comprehensive summary of the authors’ original research conducted over a period of 5 years. The book is of interest to university researchers, R&D engineers and graduate students in power and energy systems.

AI Time Series Control System Modelling

Author : Chuzo Ninagawa
Publisher : Springer Nature
ISBN 13 : 9811945942
Total Pages : 243 pages
Book Rating : 4.8/5 (119 download)

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Book Synopsis AI Time Series Control System Modelling by : Chuzo Ninagawa

Download or read book AI Time Series Control System Modelling written by Chuzo Ninagawa and published by Springer Nature. This book was released on 2022-09-02 with total page 243 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes the practical application of artificial intelligence (AI) methods using time series data in system control. This book consistently discusses the application of machine learning to the analysis and modelling of time series data of physical quantities to be controlled in the field of system control. Since dynamic systems are not stable steady states but changing transient states, the changing transient states depend on the state history before the change. In other words, it is essential to predict the change from the present to the future based on the time history of each variable in the target system, and to manipulate the system to achieve the desired change. In short, time series is the key to the application of AI machine learning to system control. This is the philosophy of this book: "time series data" + "AI machine learning" = "new practical control methods". This book can give my helps to undergradate or graduate students, institute researchers and senior engineers whose scientific background are engineering, mathematics, physics and other natural sciences.

Distributed, Ambient and Pervasive Interactions: Understanding Humans

Author : Norbert Streitz
Publisher : Springer
ISBN 13 : 3319911252
Total Pages : 482 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis Distributed, Ambient and Pervasive Interactions: Understanding Humans by : Norbert Streitz

Download or read book Distributed, Ambient and Pervasive Interactions: Understanding Humans written by Norbert Streitz and published by Springer. This book was released on 2018-07-10 with total page 482 pages. Available in PDF, EPUB and Kindle. Book excerpt: This two volume set constitutes the refereed proceedings of the 6th International Conference on Distributed, Ambient and Pervasive Interactions, DAPI 2018, held as part of the 20th International Conference on Human-Computer Interaction, HCII 2018, held in Las Vegas, NV, USA in July 2018. The total of 1171 papers and 160 posters presented at the 14 colocated HCII 2018 conferences. The papers were carefully reviewed and selected from 4346 submissions. These papers address the latest research and development efforts and highlight the human aspects of design and use of computing systems. The papers thoroughly cover the entire field of Human-Computer Interaction, addressing major advances in knowledge and effective use of computers in a variety of application areas.. The LNCS 10921 and LNCS 10922 contains papers addressing the following major topics: Technologies and Contexts ( Part I) and Understanding Humans (Part IΙ)

Virtual Power Plant System Integration Technology

Author : Chuzo Ninagawa
Publisher : Springer Nature
ISBN 13 : 9811661480
Total Pages : 260 pages
Book Rating : 4.8/5 (116 download)

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Book Synopsis Virtual Power Plant System Integration Technology by : Chuzo Ninagawa

Download or read book Virtual Power Plant System Integration Technology written by Chuzo Ninagawa and published by Springer Nature. This book was released on 2021-10-07 with total page 260 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on building air conditioning demand response and power storage batteries as the resources that make up the virtual power plant. The research and its outcomes presented in this book provide an overview of virtual power plant technology. The contents focus on both fundamentals and advanced topics such as role of central power supply control office, battery charge and discharge control system, power system simulation, system design for practical application, etc. This is a highly informative and carefully presented book, providing insight to students, engineers, and researchers in the field of power systems

Data-driven Stochastic Optimization for Cyber-physical System Risk Management : Smart Power Grids with Renewable Energy

Author : Yuan Yi
Publisher :
ISBN 13 :
Total Pages : 246 pages
Book Rating : 4.:/5 (115 download)

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Book Synopsis Data-driven Stochastic Optimization for Cyber-physical System Risk Management : Smart Power Grids with Renewable Energy by : Yuan Yi

Download or read book Data-driven Stochastic Optimization for Cyber-physical System Risk Management : Smart Power Grids with Renewable Energy written by Yuan Yi and published by . This book was released on 2018 with total page 246 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Improving Energy Efficiency Through Data-Driven Modeling, Simulation and Optimization

Author : Dirk Deschrijver
Publisher : Mdpi AG
ISBN 13 : 9783036512075
Total Pages : 218 pages
Book Rating : 4.5/5 (12 download)

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Book Synopsis Improving Energy Efficiency Through Data-Driven Modeling, Simulation and Optimization by : Dirk Deschrijver

Download or read book Improving Energy Efficiency Through Data-Driven Modeling, Simulation and Optimization written by Dirk Deschrijver and published by Mdpi AG. This book was released on 2021-05-31 with total page 218 pages. Available in PDF, EPUB and Kindle. Book excerpt: In October 2014, the EU leaders agreed upon three key targets for the year 2030: a reduction by at least 40% in greenhouse gas emissions, savings of at least 27% for renewable energy, and improvements by at least 27% in energy efficiency. The increase in computational power combined with advanced modeling and simulation tools makes it possible to derive new technological solutions that can enhance the energy efficiency of systems and that can reduce the ecological footprint. This book compiles 10 novel research works from a Special Issue that was focused on data-driven approaches, machine learning, or artificial intelligence for the modeling, simulation, and optimization of energy systems.

Cyber Physical Systems Approach to Smart Electric Power Grid

Author : Siddhartha Kumar Khaitan
Publisher : Springer
ISBN 13 : 3662459280
Total Pages : 391 pages
Book Rating : 4.6/5 (624 download)

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Book Synopsis Cyber Physical Systems Approach to Smart Electric Power Grid by : Siddhartha Kumar Khaitan

Download or read book Cyber Physical Systems Approach to Smart Electric Power Grid written by Siddhartha Kumar Khaitan and published by Springer. This book was released on 2015-01-02 with total page 391 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book documents recent advances in the field of modeling, simulation, control, security and reliability of Cyber- Physical Systems (CPS) in power grids. The aim of this book is to help the reader gain insights into working of CPSs and understand their potential in transforming the power grids of tomorrow. This book will be useful for all those who are interested in design of cyber-physical systems, be they students or researchers in power systems, CPS modeling software developers, technical marketing professionals and business policy-makers.

Proceedings of 5th International Conference on the Industry 4.0 Model for Advanced Manufacturing

Author : Lihui Wang
Publisher : Springer Nature
ISBN 13 : 3030462129
Total Pages : 370 pages
Book Rating : 4.0/5 (34 download)

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Book Synopsis Proceedings of 5th International Conference on the Industry 4.0 Model for Advanced Manufacturing by : Lihui Wang

Download or read book Proceedings of 5th International Conference on the Industry 4.0 Model for Advanced Manufacturing written by Lihui Wang and published by Springer Nature. This book was released on 2020-05-15 with total page 370 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book gathers the proceedings of the 5th International Conference on the Industry 4.0 Model for Advanced Manufacturing (AMP 2020), held in Belgrade, Serbia, on 1–4 June 2020. The event marks the latest in a series of high-level conferences that bring together experts from academia and industry to exchange knowledge, ideas, experiences, research findings, and information in the field of manufacturing. The book addresses a wide range of topics, including: design of smart and intelligent products, developments in CAD/CAM technologies, rapid prototyping and reverse engineering, multistage manufacturing processes, manufacturing automation in the Industry 4.0 model, cloud-based products, and cyber-physical and reconfigurable manufacturing systems. By providing updates on key issues and highlighting recent advances in manufacturing engineering and technologies, the book supports the transfer of vital knowledge to the next generation of academics and practitioners. Further, it will appeal to anyone working or conducting research in this rapidly evolving field.