วก.654 การออกแบบที่เหมาะสมที่สุดของชิ้นส่วนทางกล
ME654 Optimum Design of Mechanical Parts and Machines
ดุลยโชติ ชลศึกษ์
Objectives |
Course Description |
Week | Topics | Powerpoints |
1 | Introduction. Optimum design problem formulation. | |
2 | Review of necessary topics in mathematics. Introduction to computer programming and plotting software. | |
3 | Minimization of unconstrained uni-variate and multivariate functions. Sufficient and necessary conditions for minimization. | |
4 | Numerical method for optimization of unconstrained uni-vatiate functions. Line search: bisection, golden section, Newton's method and parabolic interpolation. | |
5 | Numerical method for optimization of unconstrained multivariate functions. | |
6 | Zeroth-order method: Grid search, downhill Simplex search, adaptive random search and genetic algorithm. | |
7 | Project presentation. Summary. | |
8 | Midterm examination. | |
9 | Introduction to designed experiments and their application to optimization problem. Response functions. | |
10 | Minimization of unconstrained functions. Geometric of a constrain optimization problem. Lagrange multipliers and their geometric meaning. Karush-Khun-Tucker conditions. Introduction to Excel solver module. | |
11 | Basic numerical Method for constrain optimization problem. | |
12 | Optimization of discrete problems. Simulated annealing. Genetic algorithm. Traveling salesman problem. | |
13 | Multi-criteria optimization. Pareto solutions. Minimax method. Weighted objective method. | |
14 | Case study. Black-box concept in solving engineering optimization problem. Mathematical representation of free form geometry. Bezier curves. B-spline curves. Nurbs. | |
15 | Intoduction to commercial software for engineering optimization. Robust design and other design concept. Discussion of advanced topics in optimum design. Project presentation. Course Summary. | |
16 | Final Examinaiton |
Reference: การออกแบบที่เหมาะสมที่สุดของชิ้นส่วนทางกล,
ดุลยโชติ ชลศึกษ์