This research in this PhD aims at exploring machine learning strategies to improve the optimization process. The goal is to create a robust and general optimizer that can be applied to a broad range of materials science and solid mechanics problems. The work will start by extending recent research conducted at TU Delft that created a data-driven meta-heuristic that performed better than any of the individual optimizers considered during training. More details about this research can be found after select candidates advance to the interview stage. The outcome of this PhD position is expected to help other colleagues within the MACHINA lab to design new materials with unprecedented properties. Collaboration with other lab members is strongly encouraged.

The “MACHINA” Artificial Intelligence Laboratory at TU Delft comprise members of the Faculty of Mechanical, Maritime and Materials Engineering and of the Faculty of Electrical Engineering, Mathematics and Computer Science. The MACHINA lab aims at bridging the gap separating ML developers (working in AI) from practitioners (working with AI) by a two pronged approach: (1) being a cradle for development of new AI methods that tackle nontrivial Materials Science and Solid Mechanics problems; and (2) promoting advances in the design and analysis of materials and structures recurring to adequate state-of-the-art AI methods. More information via this link.

• A university Master of Science degree in mechanical/aerospace/civil engineering, materials science, physics or a related area;
• Experience with the finite element method, machine learning or topology optimization would be a plus;
• Good verbal, written and presentation skills in English, and certainly proficient in programming;
• A team-player who excels in a multidisciplinary setting;
• Self-starter with initiative and ability to setup, organise and execute your research;
• An affinity with teaching and guiding students.

Fixed-term contract: 4 years.

TU Delft offers PhD-candidates a 4-year contract, with an official go/no go progress assessment after one year. Salary and benefits are in accordance with the Collective Labour Agreement for Dutch Universities, increasing from € 2434 per month in the first year to € 3111 in the fourth year. As a PhD candidate you will be enrolled in the TU Delft Graduate School. The TU Delft Graduate School provides an inspiring research environment with an excellent team of supervisors, academic staff and a mentor. The Doctoral Education Programme is aimed at developing your transferable, discipline-related and research skills.

The TU Delft offers a customisable compensation package, discounts on health insurance and sport memberships, and a monthly work costs contribution. Flexible work schedules can be arranged. For international applicants we offer the Coming to Delft Service and Partner Career Advice to assist you with your relocation.

Delft University of Technology

Delft University of Technology is built on strong foundations. As creators of the world-famous Dutch waterworks and pioneers in biotech, TU Delft is a top international university combining science, engineering and design. It delivers world class results in education, research and innovation to address challenges in the areas of energy, climate, mobility, health and digital society. For generations, our engineers have proven to be entrepreneurial problem-solvers, both in business and in a social context. At TU Delft we embrace diversity and aim to be as inclusive as possible (see our Code of Conduct). Together, we imagine, invent and create solutions using technology to have a positive impact on a global scale.

Challenge. Change. Impact!

Faculty Mechanical, Maritime and Materials Engineering

The Faculty of 3mE carries out pioneering research, leading to new fundamental insights and challenging applications in the field of mechanical engineering. From large-scale energy storage, medical instruments, control technology and robotics to smart materials, nanoscale structures and autonomous ships. The foundations and results of this research are reflected in outstanding, contemporary education, inspiring students and PhD candidates to become socially engaged and responsible engineers and scientists. The faculty of 3mE is a dynamic and innovative faculty with an international scope and high-tech lab facilities. Research and education focus on the design, manufacture, application and modification of products, materials, processes and mechanical devices, contributing to the development and growth of a sustainable society, as well as prosperity and welfare.

Click here to go to the website of the Faculty of Mechanical, Maritime and Materials Engineering. Do you want to experience working at our faculty? This video will introduce you to some of our researchers and their work.