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Applied Linear Algebra for Engineers

Autor Michael F. Insana
en Limba Engleză Hardback – 8 noi 2026
Linear algebra is an increasing vital part of modern engineering, underpinning much of mathematical, technological and scientific methods that engineers are expected to deploy. When students encounter linear algebra for the first time, they are asked to step away from the familiar mechanical computations of elementary algebra and into a strange world of abstract algebra involving concepts like groups, fields, and spaces. It is no surprise then that linear algebra is most deeply understood only after years of applying it to a wide variety of technical problems.
The most common introduction for engineering undergraduates begins with a linear algebra course from the Math Department. With a solid mathematical foundation, instructors often assume students are prepared to apply those methods in upper-level engineering courses. However, the leap from classroom theory to application is larger and more complex than is often allowed for. Students need to be given the chance to learn how to make this transition.
Applied Linear Algebra for Engineers is an attempt to bridge this gap between concepts and practice by providing engineering context to fundamental topics in linear algebra in a self-learning format. Formal mathematics and historical references are suppressed in favor of examples and exercises all worked out analytically and numerically with results explained graphically where appropriate. This aim of this text is to empower senior students and practicing engineers and scientists with some previous exposure to linear algebra to dive into applications with confidence, and to deepen their understanding and innovative uses of linear algebra.
Features
  • Vast numbers of examples and exercises, including solutions
  • MATLAB and Python scripts available on a dedicated GitHub site
  • Suitable both as a teaching text and for self-study
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Specificații

ISBN-13: 9781041358688
ISBN-10: 1041358687
Pagini: 360
Ilustrații: 146
Dimensiuni: 156 x 234 mm
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC

Public țintă

Undergraduate Advanced

Cuprins

Part 1: Fundamentals Review  1. Arrays and Vectors  2. Matrices  3. Linearity  4. Complex Numbers  5. Vector Spaces  Part 2: Methods 6. Systems of Equations  7. Determinants  8. Matrix Inverse and Regression Analysis  9. Gram-Schmidt Process  10. Eigenanalysis  11. Singular Value Decomposition 12. Fundamental Subspaces  Part 3: Applications 13. Network Analysis  14. Classification and Feature Selection  15. Bayesian Regression  16. Quantum Computing

Notă biografică

Michael Insana received his PhD in medical physics from the University of Wisconsin – Madison in 1983. He is currently Willett Professor Emeritus in Engineering at the University of Illinois at Urbana-Champaign, where he spent 22 years as faculty in the Departments Bioengineering, Electrical and Computer Engineering, and at the Beckman Institute for Advanced Science and Technology. He was Bioengineering Department Head during the years 2008-2013 and 2017-2019, and Editor-in-Chief of IEEE Transactions on Medical Imaging from 2015-2020. His research focus is medical image science. Michael is a Life Fellow of the IEEE and Fellow of the Institute of Physics, the Acoustical Society of America, and the American Institute of Medical and Biological Engineering.

Descriere

Applied Linear Algebra for Engineers is an attempt to bridge the gap between concepts and practice by providing engineering context to fundamental topics in linear algebra in a self-learning format.