Dimension Reduction of Large-Scale Systems

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Release : 2006-03-30
Genre : Technology & Engineering
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Book Rating : 091/5 ( reviews)

Dimension Reduction of Large-Scale Systems - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Dimension Reduction of Large-Scale Systems write by Peter Benner. This book was released on 2006-03-30. Dimension Reduction of Large-Scale Systems available in PDF, EPUB and Kindle. In the past decades, model reduction has become an ubiquitous tool in analysis and simulation of dynamical systems, control design, circuit simulation, structural dynamics, CFD, and many other disciplines dealing with complex physical models. The aim of this book is to survey some of the most successful model reduction methods in tutorial style articles and to present benchmark problems from several application areas for testing and comparing existing and new algorithms. As the discussed methods have often been developed in parallel in disconnected application areas, the intention of the mini-workshop in Oberwolfach and its proceedings is to make these ideas available to researchers and practitioners from all these different disciplines.

Dimensionality Reduction and Robustness Analysis of Large Scale Systems

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Release : 2000
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Dimensionality Reduction and Robustness Analysis of Large Scale Systems - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Dimensionality Reduction and Robustness Analysis of Large Scale Systems write by Rudiyanto Gunawan. This book was released on 2000. Dimensionality Reduction and Robustness Analysis of Large Scale Systems available in PDF, EPUB and Kindle.

Efficient Modeling and Control of Large-Scale Systems

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Release : 2010-06-23
Genre : Technology & Engineering
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Book Rating : 57X/5 ( reviews)

Efficient Modeling and Control of Large-Scale Systems - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Efficient Modeling and Control of Large-Scale Systems write by Javad Mohammadpour. This book was released on 2010-06-23. Efficient Modeling and Control of Large-Scale Systems available in PDF, EPUB and Kindle. Complexity and dynamic order of controlled engineering systems is constantly increasing. Complex large scale systems (where "large" reflects the system’s order and not necessarily its physical size) appear in many engineering fields, such as micro-electromechanics, manufacturing, aerospace, civil engineering and power engineering. Modeling of these systems often result in very high-order models imposing great challenges to the analysis, design and control problems. "Efficient Modeling and Control of Large-Scale Systems" compiles state-of-the-art contributions on recent analytical and computational methods for addressing model reduction, performance analysis and feedback control design for such systems. Also addressed at length are new theoretical developments, novel computational approaches and illustrative applications to various fields, along with: - An interdisciplinary focus emphasizing methods and approaches that can be commonly applied in various engineering fields -Examinations of applications in various fields including micro-electromechanical systems (MEMS), manufacturing processes, power networks, traffic control "Efficient Modeling and Control of Large-Scale Systems" is an ideal volume for engineers and researchers working in the fields of control and dynamic systems.

Mini-Workshop: Dimensional Reduction of Large-scale Systems

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Release : 2003
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Mini-Workshop: Dimensional Reduction of Large-scale Systems - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Mini-Workshop: Dimensional Reduction of Large-scale Systems write by Peter Benner. This book was released on 2003. Mini-Workshop: Dimensional Reduction of Large-scale Systems available in PDF, EPUB and Kindle.

Computational Methods for Approximation of Large-Scale Dynamical Systems

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Release : 2019-04-30
Genre : Mathematics
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Book Rating : 60X/5 ( reviews)

Computational Methods for Approximation of Large-Scale Dynamical Systems - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Computational Methods for Approximation of Large-Scale Dynamical Systems write by Mohammad Monir Uddin. This book was released on 2019-04-30. Computational Methods for Approximation of Large-Scale Dynamical Systems available in PDF, EPUB and Kindle. These days, computer-based simulation is considered the quintessential approach to exploring new ideas in the different disciplines of science, engineering and technology (SET). To perform simulations, a physical system needs to be modeled using mathematics; these models are often represented by linear time-invariant (LTI) continuous-time (CT) systems. Oftentimes these systems are subject to additional algebraic constraints, leading to first- or second-order differential-algebraic equations (DAEs), otherwise known as descriptor systems. Such large-scale systems generally lead to massive memory requirements and enormous computational complexity, thus restricting frequent simulations, which are required by many applications. To resolve these complexities, the higher-dimensional system may be approximated by a substantially lower-dimensional one through model order reduction (MOR) techniques. Computational Methods for Approximation of Large-Scale Dynamical Systems discusses computational techniques for the MOR of large-scale sparse LTI CT systems. Although the book puts emphasis on the MOR of descriptor systems, it begins by showing and comparing the various MOR techniques for standard systems. The book also discusses the low-rank alternating direction implicit (LR-ADI) iteration and the issues related to solving the Lyapunov equation of large-scale sparse LTI systems to compute the low-rank Gramian factors, which are important components for implementing the Gramian-based MOR. Although this book is primarly aimed at post-graduate students and researchers of the various SET disciplines, the basic contents of this book can be supplemental to the advanced bachelor's-level students as well. It can also serve as an invaluable reference to researchers working in academics and industries alike. Features: Provides an up-to-date, step-by-step guide for its readers. Each chapter develops theories and provides necessary algorithms, worked examples, numerical experiments and related exercises. With the combination of this book and its supplementary materials, the reader gains a sound understanding of the topic. The MATLAB® codes for some selected algorithms are provided in the book. The solutions to the exercise problems, experiment data sets and a digital copy of the software are provided on the book's website; The numerical experiments use real-world data sets obtained from industries and research institutes.