PhD Position (f_m_x) - Hierarchichal physics-based machine learning methods

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PhD Position (f_m_x) - Hierarchical physics-based machine learning methods, Potsdam

Client:

Location:

Potsdam, Germany

Job Category:

Other

EU work permit required:

Yes

Job Reference:

4b07f649c830

Job Views:

3

Posted:

18.05.2025

Expiry Date:

02.07.2025

Job Description:

Reference Number:

9630

Predicative assessment of induced seismicity through hierarchical physics-based machine learning methods

Are you seeking a PhD project at the interface between geoscience, machine learning, and mathematics, with an application to the highly relevant topic of induced seismicity? Then a position in this project might be appealing to you. The aim of the project is the further development and optimization of hybrid artificial intelligence systems, with a focus on sparse data applications and the reliable incorporation of physical knowledge to produce explainable models. The project emphasizes the use of AI methods in procedures for determining sensitivities, uncertainties, and optimal experimental design. The topic of induced seismicity is crucial for advancing geothermal energy technologies, making this project highly socially relevant.

The PhD position is subject to approval by third-party funders.

Your responsibilities:

1. Development of an optimal experimental design strategy for the placement of monitoring systems using machine learning surrogates
2. Determination of the influence of different data sources
3. Further development of the code basis
4. Presentation of the results at conferences and publication in peer-reviewed journals

Your qualifications:

1. Master's degree or equivalent in mathematics, computer science, geophysics, or related fields
2. Interest in research and applications related to induced seismicity
3. Programming skills in Python and experience in machine learning
4. Good English language skills

What we offer:

1. Ambitious and varied tasks in a dynamic, international research environment
2. State-of-the-art equipment
3. Public service benefits
4. Extensive training opportunities
5. Professional career advice from our in-house Career-Centre
6. Flexible working hours and conditions
7. Support for work-life balance via benefit@work
8. On-site institute day-care center
9. Work at the Albert Einstein Science Park on Telegrafenberg in Potsdam
10. Proximity to Potsdam main train station or shuttle bus access

Start date:

01 November 2024

Fixed-term:

36 months

Salary:

Salary group 13 according to “TVöD Bund (Tarifgebiet Ost)”, based on qualifications

Working hours:

Part-time 75% (approximately 29.25 hours/week)

Place of work:

Potsdam

Interested?

We look forward to your application by 15 August 2024. Please use our online application form.

Application requirements:

1. Curriculum Vitae
2. Academic credentials (transcripts and degree certificates)
3. Summary of your Master thesis or equivalent
4. Names and contact details of at least two referees
5. Cover letter describing your background and interest in the position