programs
Time and date as of 24 July 2021
* Tutorial 0: Introduction to Python, Jupyter, and Google Colab is not mandatory. However, students without any prior experiences in Python or Google Colab is advised to attend this tutorial.
*Important Notice: The schedule for “Design for additive manufacturing: Topology optimization” class is changed from Monday, 26 July 2021, 13:00 – 15:00 GMT+7, to Monday, 26 July 2021, 14:00 – 16:00 GMT+7.
**Important Notice:
There are changes in schedule for the following classes:
– 2 August 2021, How can data help design? The data science and data mining approach (Koji Shimoyama, Ph.D.)
From 08:00 – 10:00 to 13:00 – 15:00
– 2 August 2021, Tutorial and assignment 6: Data exploration and data mining
From 10:00 – 12:00 to 15:00 – 17:00
– 3 August 2021, Surrogate modelling and machine learning: modern approximation tools(Pramudita Satria Palar, Ph.D.)
From 08:00 – 10:00 to 13:00 – 15:00
– 3 August 2021, Tutorial and assignment 7: Surrogate modeling
From 10:00 – 12:00 to 15:00 – 17:00
| Date | Time (GMT +7) | Topics | Lecturer | |
|---|---|---|---|---|
| Week one | ||||
| 2021-07-19 | 13:00 - 15:00 | Opening and Classroom Rules | ||
| 2021-07-19 | 15:00 - 17:00 | Introduction to modern tools in engineering design and optimization | Rhea Liem, Ph.D. (HKUST, Hong Kong) | |
| 2021-07-19 | 19:00 - 21:00 | Tutorial 0: Introduction to Python, Jupyter, and Google Colab (Optional)* | ||
| National holiday on 20/07/2021 | ||||
| 2021-07-21 | 08:00 - 10:00 | Optimization problem formulation | Rommel Regis, Ph.D. (Saint Joseph University, USA) | |
| 2021-07-21 | 13:00 - 15:00 | Classical optimization methods: Gradient-based techniques | Koji Shimoyama, Ph.D. (Tohoku University, Japan) | |
| 2021-07-21 | 15:00 - 17:00 | Tutorial and assignment 1: Gradient-based optimization technique | ||
| 2021-07-22 | 10:00 - 12:00 | Stochastic optimization methods: evolutionary algorithm | Hemant Kumar Singh, Ph.D. (University of New South Wales, Australia) | |
| 2021-07-22 | 14:00 - 16:00 | Advanced modelling and simulations in engineering design | Lavi Rizki Zuhal, Ph.D. (Institut Teknologi Bandung, Indonesia) and Eky Valentian Febrianto, Ph.D. (University of Cambridge, UK) | |
| 2021-07-22 | 16:00 - 18:00 | Tutorial and assignment 2: Stochastic optimization methods | ||
| 2021-07-23 | 8:00 - 10:00 | Real-world application I | Kazuhisa Chiba, Ph.D. (University of Electro-Communications , Japan) | |
| 2021-07-23 | 13:00 - 15:00 | Challenges in real-world optimization: Design under uncertainty | Lucia Parussini, Ph.D. (University of Trieste, Italy) | |
| 2021-07-23 | 15:00 - 17:00 | Tutorial and assignment 3: Design under uncertainty | ||
| Week two | ||||
| 2021-07-26 | 14:00 - 16:00 | Design for additive manufacturing: Topology optimization | Joseph Morlier, Ph.D. (ISAE-SUPAERO, France) | |
| 2021-07-26 | 16:00 - 18:00 | Tutorial and assignment 4: Topology optimization | ||
| 2021-07-27 | 10:00 - 12:00 | Compromise in design process: Multi-objective Optimization | Hemant Kumar Singh, Ph.D. (University of New South Wales, Australia) | |
| 2021-07-27 | 16:00 - 18:00 | Tutorial and assignment 5: Multi-objective optimization | ||
| 2021-07-28 | 13:00 - 15:00 | Multidisciplinary Design Optimization | Nathalie Bartoli, Ph.D. (ONERA, France) | |
| 2021-07-29 | 14:00 - 16:00 | Real-world application II | Joel Henry, Ph.D. (Monolith AI, UK) | |
| Week three | ||||
| 2021-08-02 | 13:00 - 15:00 | How can data help design? The data science and data mining approach | Koji Shimoyama, Ph.D. (Tohoku University, Japan) | |
| 2021-08-02 | 15:00 - 17:00 | Tutorial and assignment 6: Data exploration and data mining | ||
| 2021-08-03 | 13:00 - 15:00 | Surrogate modelling and machine learning: modern approximation tools | Pramudita Satria Palar, Ph.D. (Institut Teknologi Bandung, Indonesia) | |
| 2021-08-03 | 15:00 - 17:00 | Tutorial and assignment 7: Surrogate modeling | ||
| 2021-08-04 | 08:00 - 10:00 | Introduction to Deep Learning for Engineering | Maziar Raissi, Ph.D. (University of Colorado Boulder, USA) | |
| 2021-08-04 | 10:00 - 12:00 | Tutorial and assignment 8: Deep Learning | ||
| 2021-08-04 | 19:00 - 21:00 | Real World Optimization | Joaquim Martins, Ph.D. (University of Michigan, USA) | |
| 2021-08-05 | 08:00 - 10:00 | Future challenges in optimization | Rhea Liem, Ph.D. (HKUST, Hong Kong) |