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Elements of Matrix Modeling and Computing with MATLAB

Autor Robert E. White
en Limba Engleză Hardback – 12 sep 2006
As discrete models and computing have become more common, there is a need to study matrix computation and numerical linear algebra. Encompassing a diverse mathematical core, Elements of Matrix Modeling and Computing with MATLAB examines a variety of applications and their modeling processes, showing you how to develop matrix models and solve algebraic systems. Emphasizing practical skills, it creates a bridge from problems with two and three variables to more realistic problems that have additional variables.

Elements of Matrix Modeling and Computing with MATLAB focuses on seven basic applications: circuits, trusses, mixing tanks, heat conduction, data modeling, motion of a mass, and image filters. These applications are developed from very simple to more complex models. To explain the processes, the book explores numerous topics in linear algebra, including complex numbers and functions, matrices, algebraic systems, curve fitting, elements of linear differential equations, transform methods, and tools of computation. For example, the author uses linearly independent vectors and subspaces to explain over- and under-determined systems, eigenvalues and eigenvectors to solve initial value problems, and discrete Fourier transforms to perform image filtering in the frequency domain. Although the primary focus is to cultivate calculation skills by hand, most chapters also include MATLAB to help with more complicated calculations.
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Specificații

ISBN-13: 9781584886273
ISBN-10: 1584886277
Pagini: 402
Ilustrații: 1 Halftones, black and white; 9 Tables, black and white; 116 Illustrations, black and white
Dimensiuni: 156 x 234 x 28 mm
Greutate: 0.73 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC

Public țintă

Undergraduate

Cuprins

List of Figures. List of Tables. Preface. Introduction. Vectors in the Plane. Vectors in Space. Ax = d: Unique Solution. Ax = d: Least Squares Solution. Ax = d: Multiple Solutions. Linear Initial Value Problems. Eigenvalues and Differential Equations. Image Processing in the Space Domain. Image Processing in the Frequency Domain. Appendix. Bibliography. Index.

Descriere

This book covers a number of topics in linear algebra that are often not covered in first-year calculus, such as complex numbers and functions, matrices, algebraic systems, curve fitting, elements of linear differential equations, transform methods, and tools of computation. It introduces 2- and 3-D vectors and their products, connecting them to multivariate calculus using geometric and algebraic approaches. The author illuminates concepts through several applications, including steady state models, mixing tanks, heat diffusion, and pin-jointed structures. The text also incorporates exercises and MATLAB to help with more complex calculations.