Information Package / Course Catalogue
| Course Code | : MME550 |
| 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 introduce the integration of machine learning techniques into additive manufacturing design processes. Students will learn how to combine design for additive manufacturing (DfAM), topology optimization, and simulation-based approaches with machine learning methods to develop data-driven and optimized engineering designs.
Design for additive manufacturing (DfAM), additive manufacturing processes, topology and shape optimization, generative design methods, structural analysis, dataset generation from CAD and finite element simulations, feature extraction, supervised machine learning methods (regression models), model training and validation, and data-driven design optimization.
| 1. | 1. Understand design principles for additive manufacturing systems |
| 2. | 2. Apply topology and generative design techniques |
| 3. | 3. Perform structural analysis for design validation |
| 4. | 4. Generate datasets from CAD and simulation environments |
| 5. | 5. Apply machine learning methods for engineering prediction |
| 6. | 6. Integrate machine learning into design optimization workflows |
| 1. | 1. Fusion 360 AI script tutorials |
| 2. | 2. Ansys Parametric Design and Simulation Tutorials |
| 3. | 3. Martins, Joaquim RRA, and Andrew Ning. Engineering design optimization. Cambridge University Press, 2021. |
| 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 | ||||||||||||