Engineering Mathematics- Tutorial

Chapter 1: Linear Algebra


1.1 Matrices and Types

 

1.2 Determinants and Properties

 

1.3 System of Linear Equations

▪ Gauss elimination, Gauss-Jordan method

 

1.4 Eigenvalues and Eigenvectors

 

1.5 Diagonalization of Matrices

 

Chapter 2: Calculus


2.1 Differentiation

▪ Partial derivatives, chain rule

 

2.2 Maxima and Minima of Functions

 

2.3 Multiple Integrals

▪ Double and triple integrals, applications

 

2.4 Line and Surface Integrals

 

2.5 Green’s, Stokes’, and Gauss Theorems

 

Chapter 3: Differential Equations


3.1 First-Order Differential Equations

▪ Separable, linear, exact equations

 

3.2 Second-Order Linear Equations

▪ Homogeneous and non-homogeneous

 

3.3 Applications to Electrical Circuits and Systems

 

3.4 Laplace Transforms

▪ Definition, properties, inverse Laplace

 

3.5 Solving Differential Equations using Laplace Transforms

 

Chapter 4: Probability and Statistics


4.1 Probability Concepts

▪ Conditional probability, Bayes’ theorem

 

4.2 Random Variables

▪ Discrete and continuous

 

4.3 Probability Distributions

▪ Binomial, Poisson, Normal

 

4.4 Statistical Measures

▪ Mean, median, variance, standard deviation

 

4.5 Hypothesis Testing and Confidence Intervals

 

Chapter 5: Numerical Methods


5.1 Solution of Algebraic and Transcendental Equations

▪ Bisection, Newton-Raphson methods

 

5.2 Interpolation

▪ Newton’s and Lagrange’s formulae

 

5.3 Numerical Differentiation and Integration

▪ Trapezoidal and Simpson’s rules

 

5.4 Numerical Solution of ODEs

▪ Euler’s and Runge-Kutta methods

 

5.5 Error Analysis and Stability

 

Chapter 6: Complex Numbers and Functions


6.1 Complex Number Algebra

 

6.2 Analytic Functions and Cauchy-Riemann Equations

 

6.3 Conformal Mapping

 

6.4 Complex Integration

▪ Cauchy’s integral theorem and formula

 

6.5 Residue Theorem and Contour Integration

 

Chapter 7: Transform Techniques


7.1 Fourier Series

▪ Dirichlet’s conditions, even/odd extensions

 

7.2 Fourier Transforms

Sine and cosine transforms

 

7.3 Z-Transforms and Applications

 

7.4 Applications in Signal and Image Processing

 

7.5 Discrete Transforms