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Applied Linear Analysis for Chemical Engineers : A Multi-Scale Approach with Mathematica®.
- Format:
- Book
- Author/Creator:
- Balakotaiah, Vemuri.
- Series:
- De Gruyter Textbook Series
- Language:
- English
- Subjects (All):
- Chemical engineering.
- Differential equations.
- Physical Description:
- 1 online resource (788 pages)
- Edition:
- 2nd ed.
- Place of Publication:
- Berlin/Boston : Walter de Gruyter GmbH, 2025.
- Summary:
- This textbook gives a unified treatment of the solution of various linear equations that arise in science and engineering with examples.It is based on a course taught by the first author for over thirty years.
- Contents:
- Intro
- Preface
- Introduction
- Contents
- Part I: Applied matrix algebra
- 1 Matrices and linear algebraic equations
- 1.1 Simultaneous linear equations
- 1.2 Review of basic matrix operations
- 1.2.1 Matrix addition and subtraction
- 1.2.2 Matrix multiplication
- 1.2.3 Special matrices
- 1.3 Elementary row operations and row echelon form of a matrix
- 1.3.1 Representation of elementary row operations
- 1.4 Rank of a matrix and condition for existence of solutions
- 1.4.1 The homogeneous system Au=0
- 1.4.2 The inhomogeneous system Au=b
- 1.5 Gaussian elimination and LU decomposition
- 1.5.1 Lower and upper triangular systems
- 1.5.2 Gaussian elimination
- 1.5.3 LU decomposition/factorization
- 1.6 Inverse of a square matrix
- 1.6.1 Properties of inverse
- 1.6.2 Calculation of inverse
- 1.7 Vector-matrix formulation of some chemical engineering problems
- 1.7.1 Batch reactor: evolution equations with multiple reactions
- 1.7.2 Continuous-flow stirred tank reactor (CSTR): transient and steady-state models with multiple reactions
- 1.7.3 Two interacting tank system: transient model for mixing with in- and outflows
- 1.7.4 Models for transient diffusion, convection and diffusion-convection (compartment models)
- 1.8 Application of elementary matrix concepts
- 1.9 Application of computer algebra and symbolic manipulation
- 1.9.1 Example 1: mass transfer disguised matrix for a five species system
- 1.9.2 Example 2: mass transfer disguised matrix for a ten species system
- 2 Determinants
- 2.1 Definition of determinant
- 2.2 Properties of the determinant
- 2.3 Computation of determinant by pivotal condensation
- 2.4 Minors, cofactors and Laplace's expansion
- 2.4.1 Classical adjoint and inverse matrices
- 2.5 Determinant of the product of two matrices
- 2.6 Rank of a matrix defined in terms of determinants.
- 2.7 Solution of Au=0 and Au=b by Cramer's rule
- 2.8 Differentiation of a determinant
- 2.9 Applications of determinants
- 3 Vectors and vector expansions
- 3.1 Linear dependence, basis and dimension
- 3.2 Dot or scalar product of vectors
- 3.3 Linear algebraic equations
- 3.4 Applications of vectors and vector expansions
- 3.4.1 Stoichiometry
- 3.4.2 Dimensional analysis
- 3.5 Application of computer algebra and symbolic manipulation
- 3.5.1 Determination of independent reactions
- 4 Solution of linear equations by eigenvector expansions
- 4.1 The matrix eigenvalue problem
- 4.2 Left eigenvectors and the adjoint eigenvalue problem (eigenrows)
- 4.3 Properties of eigenvectors/eigenrows
- 4.4 Orthogonal and biorthogonal expansions
- 4.4.1 Vector expansions
- 4.4.2 Orthogonal expansions
- 4.4.3 Biorthogonal expansions
- 4.5 Solution of linear equations using eigenvector expansions
- 4.5.1 Solution of linear algebraic equations Au=b
- 4.5.2 (Fredholm alternative): solution of linear algebraic equations Au=b when A is singular
- 4.5.3 Linear coupled first-order differential equations with constant coefficients
- 4.5.4 Linear coupled inhomogeneous equations
- 4.5.5 A second-order vector initial value problem
- 4.5.6 Multicomponent diffusion and reaction in a catalyst pore
- 4.6 Diagonalization of matrices and similarity transforms
- 4.6.1 Examples of similarity transforms
- 4.6.2 Canonical form
- 4.6.3 Similarity transform when AT=A
- 5 Solution of linear equations containing a square matrix
- 5.1 Cayley-Hamilton theorem
- 5.2 Functions of matrices
- 5.3 Formal solutions of linear differential equations containing a square matrix
- 5.4 Sylvester's theorem
- 5.5 Spectral theorem
- 5.6 Projection operators and vector projections
- 5.6.1 Standard basis and projection in R2
- 5.6.2 Nonorthogonal projections.
- 5.6.3 Geometric interpretation with real and negative eigenvalues
- 5.6.4 Geometrical interpretation with complex eigenvalues with negative real part
- 5.6.5 Geometrical interpretation with one zero eigenvalue
- 5.6.6 Physical and geometrical interpretation of transient behavior of interacting tank systems for various initial conditions
- 6 Generalized eigenvectors and canonical forms
- 6.1 Repeated eigenvalues and generalized eigenvectors
- 6.1.1 Linearly independent solutions of dudt=Au with repeated eigenvalues
- 6.1.2 Examples of repeated EVs and GEVs
- 6.2 Jordan canonical forms
- 6.3 Multiple eigenvalues and generalized eigenvectors
- 6.4 Determination of f(A) when A has repeated eigenvalues
- 6.5 Application of Jordan canonical form to differential equations
- 7 Quadratic forms, positive definite matrices and other applications
- 7.1 Quadratic forms
- 7.2 Positive definite matrices
- 7.3 Rayleigh quotient
- 7.4 Maxima/minima for a function of several variables
- 7.5 Linear difference equations
- 7.6 Generalized inverse and least square solutions
- Part II: Abstract vector space concepts
- 8 Vector space over a field
- 8.1 Definition of a field
- 8.2 Definition of an abstract vector or linear space:
- 8.2.1 Subspaces
- 8.2.2 Bases and dimension
- 8.2.3 Coordinates
- 9 Linear transformations
- 9.1 Definition of a linear transformation
- 9.2 Matrix representation of a linear transformation
- 9.2.1 Change of basis
- 9.2.2 Kernel and range of a linear transformation
- 9.2.3 Relation to linear equations
- 9.2.4 Isomorphism
- 9.2.5 Inverse of a linear transformation
- 10 Normed and inner product vector spaces
- 10.1 Definition of normed linear spaces
- 10.2 Inner product vector spaces
- 10.2.1 Gram-Schmidt orthogonalization procedure
- 10.3 Linear functionals and adjoints.
- 11 Applications of finite-dimensional linear algebra
- 11.1 Weighted dot/inner product in R n
- 11.2 Application of weighted inner product to interacting tank systems
- 11.3 Application of weighted inner product to monomolecular kinetics
- Part III: Linear ordinary differential equations-initial value problems, complex variables and Laplace transform
- 12 The linear initial value problem
- 12.1 The vector initial value problem
- 12.2 The n-th order initial value problem
- 12.2.1 The n-th order inhomogeneous equation
- 12.3 Linear IVPs with constant coefficients
- 13 Linear systems with periodic coefficients
- 13.1 Scalar equation with a periodic coefficient
- 13.2 Vector equation with periodic coefficient matrix
- 14 Analytic solutions, adjoints and integrating factors
- 14.1 Analytic solutions
- 14.2 Adjoints and integrating factors
- 14.2.1 First-order equation
- 14.2.2 Second-order equation
- 14.3 Relationship between solutions of Lu=0 and Lv=0
- 14.4 Vector initial value problem
- 15 Introduction to the theory of functions of a complex variable
- 15.1 Complex valued functions
- 15.1.1 Algebraic operations with complex numbers
- 15.1.2 Polar form of complex numbers
- 15.1.3 Roots of complex numbers
- 15.1.4 Complex-valued functions
- 15.2 Limits, continuity and differentiation
- 15.2.1 Limits
- 15.2.2 Continuity
- 15.2.3 Derivative
- 15.2.4 The Cauchy-Riemann equations
- 15.2.5 Some elementary functions of a complex variable
- 15.2.6 Zeros and singular points of complex-valued functions
- 15.3 Complex integration, Cauchy's theorem and integral formulas
- 15.3.1 Simply and multiply connected domains
- 15.3.2 Contour integrals and traversal of a closed path
- 15.3.3 Cauchy's theorem
- 15.3.4 Cauchy's integral formulas
- 15.4 Infinite series: Taylor's and Laurent's series
- 15.4.1 Taylor's series.
- 15.4.2 Practical methods of obtaining power series
- 15.4.3 Laurent series
- 15.5 The residue theorem and integration by the method of residues
- 15.5.1 Other methods for evaluating residues
- 15.5.2 Residue theorem
- 16 Series solutions and special functions
- 16.1 Series solution of a first-order ODE
- 16.2 Ordinary and regular singular points
- 16.3 Series solutions of second-order ODEs
- 16.4 Special functions defined by second-order ODEs
- 16.4.1 Airy equation
- 16.4.2 Bessel equation
- 16.4.3 Modified Bessel equation
- 16.4.4 Spherical Bessel equation
- 16.4.5 Legendre equation
- 16.4.6 Associated Legendre equation
- 16.4.7 Hermite's equation
- 16.4.8 Laguerre's equation
- 16.4.9 Chebyshev's equation
- 17 Laplace transforms
- 17.1 Definition of Laplace transform
- 17.2 Properties of Laplace transform
- 17.2.1 Examples of Laplace transform
- 17.3 Inversion of Laplace transform
- 17.3.1 Bromwich's complex inversion formula
- 17.3.2 Computing the Bromwich's integral
- 17.4 Solution of linear differential equations by Laplace transform
- 17.4.1 Initial value problems with constant coefficients
- 17.4.2 Elementary derivation of Heaviside's formula
- 17.4.3 Two-point boundary value problems
- 17.4.4 Linear ODEs with variable coefficients:
- 17.4.5 Simultaneous ODEs with constant coefficients
- 17.5 Solution of linear partial differential equations by Laplace transform
- 17.5.1 Heat transfer in a finite slab
- 17.5.2 TAP reactor model
- 17.5.3 Dispersion of tracers in unidirectional flow
- 17.5.4 Unsteady-state operation of a packed-bed
- 17.6 Control system with delayed feedback
- 17.6.1 PI control with delayed feedback
- Part IV: Linear ordinary differential equations-boundary value problems
- 18 Two-point boundary value problems
- 18.1 The adjoint differential operator.
- 18.1.1 The Lagrange identity for an n-th order linear differential operator.
- Notes:
- Description based on publisher supplied metadata and other sources.
- Part of the metadata in this record was created by AI, based on the text of the resource.
- ISBN:
- 3-11-159805-5
- OCLC:
- 1564497899
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