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Introduction
Linear programming and optimization techniques are essential in system analysis. Therefore, it is important to learn linear and nonlinear programming optimization problems and their solutions. This course enables learners to appreciate optimization concepts and common tools including linear programming and nonlinear programming. The learners are expected to be able to formulate mathematical optimization problems from their practical and daily management problems and from budget planning scenarios.
This course is part of:
-
Graduate Certificate in Computer Control and Automation
- FlexiMasters
in Computer Control and Automation
Upon completion, learners should:
1. Formulate linear and nonlinear programming optimization problems;
2. Use SIMPLEX method to find the optimal solution of Linear Programming;
3. Solve Transportation optimization problem and Job Assignment problem;
4. Obtain optimal solution for single variable nonlinear optimization and;
Linear Programming
Linear Programming and Simplex method. Duality and sensitivity analysis. Transportation and assignment problems. Applications examples for budget planning, operation management.
Optimization Techniques
Unconstrained optimization: Fibonacci, golden section Newton’s and other methods. Optimization with equality and inequality constraints: nonlinear optimization, Kuhn-Tucker conditions, quadratic programming.
Standard Course Fee: S$1,620
SSG Funding Support | Course fee payable after SSG funding, if eligible under various schemes | ||
Fee BEFORE funding & GST | Fee AFTER funding & 8% GST | ||
Singapore Citizens (SCs) and Permanent Residents (PRs) (Up to 70% funding) | S$1,500.00 | S$486.00 | |
Enhanced Training Support for SMEs (ETSS) | S$186.00 | ||
SCs aged ≥ 40 years old | |||
• NTU/NIE alumni may utilise their $1,600 Alumni Course Credits. Click here for more information.
| COURSE TITLE | ACADEMIC UNIT |
| CET715 Discrete Time System Modelling and Analysis | 1 |
| CET716 State-Space Design Methods | 1 |
| CET717 Optimal Control, Design and Implementation of Digital Controllers | 1 |
| CET719 Random Processes and Queuing Models | 1 |
| CET720 Decision Analysis | 1 |
| CET721 Robot Kinematics | 1 |
| CET722 Robot Control | 1 |
| CET723 Robotic Sensing and Sensors | 1 |
| CET724 Image Processing for Vision | 1 |
| CET725 Pattern Recognition and Stereo Vision | 1 |
| CET726 Three-dimensional computer vision | 1 |
| CET727 Process modelling | 1 |
| CET728 Model predictive control | 1 |
| CET729 Multivariable process control | 1 |
Listed courses are:
- Credit-bearing and stackable to Graduate Certificate in Computer Control and Automation (total 9AUs) and FlexiMasters in Computer Control and Automation (total 15AUs)
- SSG funded and SkillsFuture Credit approved
