Numerical Methods for Engineers 8th Edition (ISE) By Steven C Chapra; Raymond P Canale
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- Education
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About this ebook
The "Numerical Methods for Engineers" (8th Edition, International Student Edition/ISE) by Steven C. Chapra and Raymond P. Canale is structured into 8 core parts, followed by case studies and appendices. [1, 2]
Part 1: Modeling, Computers, and Error Analysis
- Mathematical Modeling and Engineering Problem Solving
- Programming and Software (including implementations in MATLAB and Excel)
- Approximations and Round-Off Errors
- Truncation Errors and the Taylor Series [1, 2]
Part 2: Roots of Equations
- Bracketing Methods (e.g., Bisection, False-Position)
- Open Methods (e.g., Fixed-Point Iteration, Newton-Raphson, Secant method)
- Roots of Polynomials [1]
Part 3: Linear Algebraic Equations
- Gauss Elimination (including naive Gauss elimination, pitfalls, and matrix inversion)
- LU Decomposition and Matrix Inversion
- Special Matrices and Gauss-Seidel iteration [1]
Part 4: Optimization
- One-Dimensional Unconstrained Optimization
- Multidimensional Unconstrained Optimization
- Constrained Optimization [1]
Part 5: Curve Fitting
- Least-Squares Regression (Linear, polynomial, and multiple linear regression)
- Interpolation (Newton's polynomials, Lagrange polynomials, and cubic splines)
- Fourier Approximation (including the Fast Fourier Transform) [1]
Part 6: Numerical Differentiation and Integration
- Newton-Cotes Integration Formulas (e.g., Trapezoidal and Simpson's rules)
- Integration of Equations (including Gauss Quadrature and Monte Carlo integration)
- Numerical Differentiation [1]
Part 7: Ordinary Differential Equations (ODEs)
- Runge-Kutta Methods (e.g., Euler's method, Heun's method, Classical RK4)
- Stiffness and Multistep Methods
- Boundary-Value and Eigenvalue Problems [1]
Part 8: Partial Differential Equations (PDEs)
- Finite Difference: Elliptic Equations
- Finite Difference: Parabolic Equations
- Finite-Element Method [1, 2]
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41.04 MB