PhD-position - Data Mining, Inference, Prediction and Simulation in Semiconductor material

vor 4 Wochen


Jülich, Deutschland Forschungszentrum Jülich Vollzeit

Your Job:

You will strengthen the data science and machine learning activities of the IAS-9 with exciting new topics. You will work in a multidisciplinary team of enthusiastic data scientists, software developers and domain scientists on, ,

Development and adaption of existing data mining and machine learning models
Design and implementation of machine learning algorithm for extracting information from experiment data
Evaluation and development of specialized and/or interpretable machine learning approaches for the domain of materials science, physics, microscopy
Incorporation of machine learning results with simulation methods
Working on project-related tasks where you can interact with other scientists, and collaborate with project partners
Preparation of scientific publications and participation in international conferences and workshops

Your Profile:

We are looking for a highly motivated colleague who is excited about new scientific endeavors with interdisciplinary approaches. For this you have:

A completed university degree (Master or equivalent) in data science, computer science, mathematics, materials science, physics or a related subject (or comparable proven experiences)
Practical experience in the area of data analysis, data mining and ML/DL demonstrated through, , a thesis, publications in peer-reviewed journals or open source projects
Strong programming skills in python and experience with deep learning frameworks (, pytorch, …)
Prior knowledge and experience with microscopy, topography or crystallographic defects is highly desirable
Prior knowledge and experience with FEM software ( FENICS, …) is highly desirable
Structured and analytical thinking as well as a systematic, careful, independent, and reliable working method
Excellent communication skills and commitment to work as part of a team

Our Offer:

We work on the very latest issues that impact our society and are offering you the chance to actively help in shaping the change We offer ideal conditions for you to complete your doctoral degree:

The opportunity to conduct exciting research in an international and multidisciplinary environment with outstanding infrastructure
A creative work environment at a leading research facility, located on an attractive research campus at the TZA Aachen and the Forschungszentrum Jülich
The opportunity to attend national and international conferences
Extensive company health management
Ideal conditions for balancing work and private life, as well as a family-friendly corporate policy
Flexible working hours, the option of slightly reduced working hours
Continuous mentoring from your scientific supervisor
30 days of annual leave and provision for days off between public holidays and weekends ( between Christmas and New Year)
Opportunity to develop your strengths, through a comprehensive training programme; a structured programme including continuing professional development and networking opportunities specifically designed for Jülich’s doctoral researchers by the Jülich Center for Doctoral Researchers and Supervisors (JuDocS):


In addition to exciting tasks and the collaborative working atmosphere at Jülich, we have a lot more to offer (

The position is initially for a fixed term of 3 years but with the prospect of longer-term employment. The salary is in line with pay group 13 (75 %) of the Collective Agreement for the Public Service (TVöD-Bund). In addition, an annual special payment is granted (“Christmas payment”), which amounts to 60 % of the monthly salary.



  • Jülich, Deutschland Forschungszentrum Jülich Vollzeit

    Your Job: Transient photoluminescence measurements of halide perovskite films, layer stacks and devices Simulations of transient photoluminescence and generation of training data Training of neural networks using the numerical simulations Calculating the likelihood of material parameters correctly describing experimental results Correlating...


  • Jülich, Deutschland Forschungszentrum Jülich Vollzeit

    Your Job: Transient photoluminescence measurements of halide perovskite films, layer stacks and devices Simulations of transient photoluminescence and generation of training data Training of neural networks using the numerical simulations Calculating the likelihood of material parameters correctly describing experimental results Correlating...

  • PhD Position

    vor 1 Monat


    Jülich, Deutschland Forschungszentrum Jülich Vollzeit

    Your Job: The aim of this doctoral project is to develop physical simulation models for memristive devices. In particular, a compact model that describes the switching behavior of gradual switching VCM cells has to be developed. Based on the models, design rules for the usage of memristive components shall be concluded. Various commercial simulation...


  • Jülich, Deutschland Forschungszentrum Jülich Vollzeit

    Your Job: We are seeking a PhD candidate to join an ambitious European initiative aimed at revolutionizing the design and integration of energy materials for clean hydrogen energy technologies. This initiative is a collaborative effort to harness artificial intelligence and cloud-based technologies to accelerate the discovery, design, and deployment of...


  • Jülich, Deutschland Forschungszentrum Jülich Vollzeit

    Your Job: We are seeking a PhD candidate to join an ambitious European initiative aimed at revolutionizing the design and integration of energy materials for clean hydrogen energy technologies. This initiative is a collaborative effort to harness artificial intelligence and cloud-based technologies to accelerate the discovery, design, and deployment of...


  • Jülich, Deutschland Forschungszentrum Jülich GmbH Vollzeit

    Conducting research for a changing society: This is what drives us at Forschungs­zentrum Jülich. As a member of the Helm­holtz Asso­ciation, we aim to tackle the grand societal challenges of our time and conduct research into the possi­bilities of a digitized society, a climate-friendly energy system, and a resource-efficient economy. Work together with...


  • Jülich, Deutschland Forschungszentrum Jülich GmbH Vollzeit

    Conducting research for a changing society: This is what drives us at Forschungs­zentrum Jülich. As a member of the Helm­holtz Asso­ciation, we aim to tackle the grand societal challenges of our time and conduct research into the possi­bilities of a digitized society, a climate-friendly energy system, and a resource-efficient economy. Work together with...


  • Jülich, Deutschland Forschungszentrum Jülich GmbH Vollzeit

    Conducting research for a changing society: This is what drives us at Forschungs­zentrum Jülich. As a member of the Helm­holtz Asso­ciation, we aim to tackle the grand societal challenges of our time and conduct research into the possi­bilities of a digitized society, a climate-friendly energy system, and a resource-efficient economy. Work together with...

  • PhD Position

    vor 1 Monat


    Jülich, Deutschland Forschungszentrum Jülich Vollzeit

    Your Job: With the increasing implementation of controllable grid elements in electricity grids, the complexity of the regulation and control of grid operation has increased significantly. In particular, the increased use of converter-based grid elements brings additional flexibility potentials for grid management, the use of which, however, cannot be...

  • PhD Position

    vor 11 Stunden


    Jülich, Deutschland Forschungszentrum Jülich Vollzeit

    Your Job: With the increasing implementation of controllable grid elements in electricity grids, the complexity of the regulation and control of grid operation has increased significantly. In particular, the increased use of converter-based grid elements brings additional flexibility potentials for grid management, the use of which, however, cannot be...


  • Jülich bei Köln, Deutschland Forschungszentrum Jülich GmbH Vollzeit

    Conducting research for a changing society: This is what drives us at Forschungs­zentrum Jülich. As a member of the Helm­holtz Asso­ciation, we aim to tackle the grand societal challenges of our time and conduct research into the possi­bilities of a digitized society, a climate-friendly energy system, and a resource-efficient economy. Work together with...


  • Jülich bei Köln, Deutschland Forschungszentrum Jülich GmbH Vollzeit

    Conducting research for a changing society: This is what drives us at Forschungs­zentrum Jülich. As a member of the Helm­holtz Asso­ciation, we aim to tackle the grand societal challenges of our time and conduct research into the possi­bilities of a digitized society, a climate-friendly energy system, and a resource-efficient economy. Work together with...


  • Jülich, Deutschland Forschungszentrum Jülich Vollzeit

    Your Job: Currently insights into electrochemical systems are generally gained by defining a research question, designing an experiment which is suitable to answering this question, executing the experiment and analyzing the results in order to answer the research question. It is likely, however, that the results can also be used to answer other...


  • Jülich, Deutschland Forschungszentrum Jülich Vollzeit

    Your Job: Currently insights into electrochemical systems are generally gained by defining a research question, designing an experiment which is suitable to answering this question, executing the experiment and analyzing the results in order to answer the research question. It is likely, however, that the results can also be used to answer other...

  • PhD Position

    vor 2 Wochen


    Jülich, Deutschland Forschungszentrum Jülich Vollzeit

    Your Job: This EU-funded project is part of the international training network Bio-GENTLE, which will connect professionals of various backgrounds from academics and industry. A unique interdisciplinary approach combines fundamental analysis, experimentation, and mathematical modeling to create a flexible bioseparation platform. A cohort of 12 doctoral...

  • PhD Position

    vor 13 Stunden


    Jülich, Deutschland Forschungszentrum Jülich Vollzeit

    Your Job: This EU-funded project is part of the international training network Bio-GENTLE, which will connect professionals of various backgrounds from academics and industry. A unique interdisciplinary approach combines fundamental analysis, experimentation, and mathematical modeling to create a flexible bioseparation platform. A cohort of 12 doctoral...


  • Jülich, Deutschland Forschungszentrum Jülich Vollzeit

    Your Job: The work will be part of the BMBF project “Rhizosphere processes and yield decline in wheat crop rotations (RhizoWheat)” in collaboration with University of Kiel, the Institute of Sugar Beet Research and the Julius-Kühn-Institut, Institute for Epidemiology and Pathogen Diagnostics. The RhizoWheat project will investigate the effect of...


  • Jülich, Deutschland Forschungszentrum Jülich Vollzeit

    Your Job: The PhD project focuses on a family of glutamate transporters – excitatory amino acid transporters – that is responsible for synaptic glutamate homeostasis in the mammalian brain. Mutations in genes encoding these transporters cause genetic forms of epilepsy and episodic ataxia. We are interested in understanding how these mutations modify...


  • Jülich, Deutschland Forschungszentrum Jülich Vollzeit

    Your Job: The PhD project focuses on a family of glutamate transporters – excitatory amino acid transporters – that is responsible for synaptic glutamate homeostasis in the mammalian brain. Mutations in genes encoding these transporters cause genetic forms of epilepsy and episodic ataxia. We are interested in understanding how these mutations modify...


  • Jülich, Deutschland Forschungszentrum Jülich Vollzeit

    Your Job: Analysis and integration of diverse biological data from the field of plant sciences (large scale genomic, transcriptomic, proteomic, metabolomic and/or single cell data) using cutting-edge technologies Artificial Intelligence (AI) Development of novel tools and algorithms in the area of omics data analysis and integration Publications...