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The main aim of this book is to discuss model order reduction (MOR) methods for differential-algebraic equations (DAEs) with linear coefficients that make use of splitting techniques before applying model order reduction. The splitting produces a system of ordinary differential equations (ODE) and a system of algebraic equations, which are then reduced separately. For the reduction of the ODE system, conventional MOR methods can be used, whereas for the reduction of the algebraic systems new methods are discussed. The discussion focuses on the index-aware model order reduction method (IMOR) and its variations, methods for which the so-called index of the original model is automatically preserved after reduction.
Mathematics - General --- Mathematics --- Physical Sciences & Mathematics --- Computer science --- Computer engineering. --- Computer science. --- Computational Mathematics and Numerical Analysis. --- Electrical Engineering. --- Mathematics of Computing. --- Mathematics. --- Informatics --- Science --- Computers --- Computer mathematics --- Discrete mathematics --- Electronic data processing --- Design and construction --- Computer mathematics. --- Electrical engineering. --- Computer science—Mathematics. --- Electric engineering --- Engineering --- Differential-algebraic equations. --- Algebraic-differential equations --- Differential-algebraic systems --- Equations, Algebraic-differential --- Equations, Differential-algebraic --- Systems, Differential-algebraic --- Differential equations
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The main aim of this book is to discuss model order reduction (MOR) methods for differential-algebraic equations (DAEs) with linear coefficients that make use of splitting techniques before applying model order reduction. The splitting produces a system of ordinary differential equations (ODE) and a system of algebraic equations, which are then reduced separately. For the reduction of the ODE system, conventional MOR methods can be used, whereas for the reduction of the algebraic systems new methods are discussed. The discussion focuses on the index-aware model order reduction method (IMOR) and its variations, methods for which the so-called index of the original model is automatically preserved after reduction.
Mathematics --- Electrical engineering --- Applied physical engineering --- Computer science --- Computer. Automation --- computers --- informatica --- externe fixatie (geneeskunde --- wiskunde --- elektrotechniek
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The goal of this book is three-fold: it describes the basics of model order reduction and related aspects. In numerical linear algebra, it covers both general and more specialized model order reduction techniques for linear and nonlinear systems, and it discusses the use of model order reduction techniques in a variety of practical applications. The book contains many recent advances in model order reduction, and presents several open problems for which techniques are still in development. It will serve as a source of inspiration for its readers, who will discover that model order reduction is a very exciting and lively field.
Engineering mathematics --- Computer engineering --- Control theory --- Numerical analysis --- Algebras, Linear --- Linear algebra --- Algebra, Universal --- Generalized spaces --- Mathematical analysis --- Calculus of operations --- Line geometry --- Topology --- Algèbre linéaire --- Analyse numérique --- Mathématiques de l'ingénieur --- Ordinateurs --- Springer eBooks. --- Théorie de la commande --- Congrès. --- Conception et construction --- Numerical analysis. --- Engineering. --- Mathematics. --- System theory. --- Computer science. --- Computer engineering. --- Numerical Analysis. --- Engineering, general. --- Applications of Mathematics. --- Systems Theory, Control. --- Computational Science and Engineering. --- Electrical Engineering. --- Computers --- Informatics --- Science --- Math --- Construction --- Industrial arts --- Technology --- Systems, Theory of --- Systems science --- Design and construction --- Philosophy --- Systems theory. --- Applied mathematics. --- Engineering mathematics. --- Computer mathematics. --- Electrical engineering. --- Electric engineering --- Engineering --- Computer mathematics --- Electronic data processing --- Mathematics --- Engineering analysis
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Differential equations --- Boundary value problems --- Nonlinear boundary value problems --- Initial value problems --- Équations différentielles --- Problèmes aux limites --- Problèmes aux limites non linéaires --- Problèmes aux valeurs initiales --- Numerical solutions --- Solutions numériques --- Problèmes aux limites. --- Problèmes aux limites non linéaires. --- Problèmes aux valeurs initiales. --- Solutions numériques. --- Équations différentielles --- Problèmes aux limites. --- Problèmes aux limites non linéaires. --- Problèmes aux valeurs initiales. --- Solutions numériques.
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An increasing complexity of models used to predict real-world systems leads to the need for algorithms to replace complex models with far simpler ones, while preserving the accuracy of the predictions. This two-volume handbook covers methods as well as applications. This second volume focuses on applications in engineering, biomedical engineering, computational physics and computer science.
MATHEMATICS / Numerical Analysis. --- Applied mathematics --- PROM
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An increasing complexity of models used to predict real-world systems leads to the need for algorithms to replace complex models with far simpler ones, while preserving the accuracy of the predictions. This two-volume handbook covers methods as well as applications. This first volume focuses on real-time control theory, data assimilation, real-time visualization, high-dimensional state spaces and interaction of different reduction techniques.
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An increasing complexity of models used to predict real-world systems leads to the need for algorithms to replace complex models with far simpler ones, while preserving the accuracy of the predictions. This three-volume handbook covers methods as well as applications. This third volume focuses on applications in engineering, biomedical engineering, computational physics and computer science.
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