Information Package / Course Catalogue
| Course Code | : MME551 |
| Course Type | : Area Elective |
| Couse Group | : Second Cycle (Master's Degree) |
| Education Language | : English |
| Work Placement | : N/A |
| Theory | : 3 |
| Prt. | : 0 |
| Credit | : 3 |
| Lab | : 0 |
| ECTS | : 8 |
This course aims to integrate simulation-based engineering design with machine learning techniques. Students will learn how to combine CAD modeling, finite element analysis (FEA), and simulation data with machine learning methods to develop predictive, optimized, and data-driven engineering solutions.
Simulation-based design principles, CAD and FEA integration, structural and multi-physics simulations, dataset generation from simulation environments, feature extraction, supervised machine learning methods, regression models, model validation, and integration of machine learning into engineering design optimization.
| 1. | 1. Understand simulation-based engineering design principles |
| 2. | 2. Apply finite element analysis in engineering problems |
| 3. | 3. Generate datasets from simulation environments |
| 4. | 4. Apply machine learning methods to engineering data |
| 5. | 5. Develop predictive models based on simulation results |
| 6. | 6. Integrate machine learning into engineering design workflows |
| 1. | 1. Martins, J. R., & Ning, A. (2021). Engineering design optimization. Cambridge University Press. |
| 2. | 2. Ansys Parametric Design and Simulation Tutorials |
| 3. | 3. Géron, A. (2025). Hands-On Machine Learning with Scikit-Learn and PyTorch: Concepts, Tools, and Techniques to Build Intelligent Systems. " O'Reilly Media, Inc.". |
| Type of Assessment | Count | Percent |
|---|---|---|
| Assignment | 5 | %10 |
| Project | 1 | %10 |
| Midterm Examination | 1 | %20 |
| Final Examination | 1 | %60 |
| Activities | Count | Preparation | Time | Total Work Load (hours) |
|---|---|---|---|---|
| Lecture - Theory | 14 | 5 | 3 | 112 |
| Assignment | 5 | 7 | 5 | 60 |
| Project | 1 | 10 | 5 | 15 |
| Midterm Examination | 1 | 4 | 2 | 6 |
| Final Examination | 1 | 4 | 2 | 6 |
| TOTAL WORKLOAD (hours) | 199 | |||
PÇ-1 | PÇ-2 | PÇ-3 | PÇ-4 | PÇ-5 | PÇ-6 | PÇ-7 | PÇ-8 | PÇ-9 | PÇ-10 | PÇ-11 | PÇ-12 | |
OÇ-1 | 3 | 3 | 3 | 3 | 4 | 3 | 4 | 3 | 3 | 4 | 3 | 3 |
OÇ-2 | 4 | 4 | 4 | 4 | 5 | 4 | 3 | 4 | 4 | 5 | 4 | 4 |
OÇ-3 | 3 | 3 | 5 | 4 | 5 | 4 | 4 | 4 | 5 | 5 | 4 | 3 |
OÇ-4 | 4 | 5 | 5 | 5 | 4 | 5 | 5 | 5 | 4 | 4 | 5 | 4 |
OÇ-5 | 3 | 5 | 5 | 3 | 4 | 4 | 4 | 3 | 3 | 4 | 5 | 4 |
OÇ-6 | ||||||||||||