Numerical methods are used to solve mathematical problems in practical fields in research and development in various fields of mechanical engineering. In this course, lectures and exercises will be conducted as a basis for the following objectives:
(1) to understand the basic concepts of numerical methods
(2) to develop and run actual C programs based on the above understanding
(3) to acquire the skills to utilize numerical calculations for applications
By taking this lecture, students will be able to create their own calculation programs and solve actual problems with the understanding of the following
(1) errors in numerical calculations,
(2) various methods for solving linear equations,
(3) various methods for solving nonlinear equations,
(4) various methods for interpolation, and
(5) various methods for numerical integration
Numerical analysis, System of linear equations, Nonlinear equation, Interpolation, Numerical integration
✔ Specialist skills | Intercultural skills | Communication skills | Critical thinking skills | ✔ Practical and/or problem-solving skills |
In the first half of the class, the principle and programming method of the topics are explained. In the latter half, students make computer programs and run them in exercises.
Course schedule | Required learning | |
---|---|---|
Class 1 | Numerical analysis and error | Understand errors in numerical analysis such as discretization and round-off errors. |
Class 2 | Systems of linear equations (Direct method) | Understand Gaussian elimination method. |
Class 3 | Systems of linear equations (Point iterative method) | Understand SOR method. |
Class 4 | Systems of linear equations (Gradient descent method, Conjugate gradient method) | Understand Gradient descent method and conjugate gradient method |
Class 5 | Nonlinear equations | Understand bisection method and Newton's method. |
Class 6 | Interpolation | Understand Lagrange polynomial. |
Class 7 | Numerical integration | Understand Gauss-Legendre integration. |
To enhance effective learning, students are encouraged to spend approximately 100 minutes preparing for class and reviewing class content afterwards (including assignments) for each class.
None specified.
Handouts will be provided.
Students will be assessed on their understanding of the method and ability to make programs by the final examination (70%) and exercises (30%) in every class. There is a possibility to cancel the final exam.
Students must have their own Windows PC, where Visual Studio Community 2022 (or 2019) is installed. This class will use Visual Studio from the first lecture. Students are expected to have elementary knowledge on C programming.