Wissenschaftliche*r Mitarbeiter*in - Physikalischer Modellierung und KI

<p><p>At the Erlangen site, the more than 400 employees of the Fraunhofer Institute for Integrated Systems and Device Technology IISB conduct application-oriented research and development on innovative topics in semiconductor technology and power electronics.</p> <p> </p> <p>Our team »KI-unterstütze Simulation« combines physically based simulation approaches with efficient and advanced mathematical algorithms and AI frameworks for modeling and optimizing power electronic components and systems.</p> <p> </p> <p>Join our team as a research assistant in the field of physical modeling and AI!</p></p> <p> </p> <p>What you will do</p> <p><ul> <li>Development, implementation and adaption of Physics-Informed Neural Networks (PINNs, Operator Networks, stacked / Multi-fidelity PINNs) for engineering problems arising from lithography and semiconductor simulation</li> <li>Scientific work from basic research to prototypes - methodological development of PINNs, investigation of convergence and accuracy compared to numerical solvers, specification and integration of measurement data in data-calibrated PINN approaches, transfer to software solutions.</li> <li>Collaboration with interdisciplinary teams of physicists, engineers, computer scientists and mathematicians</li> <li>Development of problem-specific PINN architectures and training algorithms</li> <li>Coordination of research projects with external institutions</li> <li>Writing and publishing of scientific papers</li> <li>Presenting research results at conferences</li> </ul></p> <p> </p> <p>What you bring to the table</p> <p><ul> <li>A university degree or doctorate in computer science physics, mathematics or a related STEM field</li> <li>Very good knowledge of current NN architectures, Physics-Informed Neural Networks and the basics of differential equations and their mathematical solution</li> <li>Good knowledge of modeling physical processes and systems and in the application areas of optics or semiconductor processes</li> <li>Confidence and strong communication skills, as well as a fundamental interest in current research topics</li> </ul></p> <p> </p> <p>What you can expect</p> <p><ul> <li>A varied and challenging job at a top scientific level with the freedom to implement your own ideas</li> <li>Practical relevance through interesting and varied project work in innovative and motivated teams</li> <li>Cooperation with leading national institutes in the field of AI and exchange with international partners in the field of PINNs</li> <li>State-of-the-art technical equipment and an inspiring and international working environment</li> <li>Comprehensive networking opportunities and further development opportunities for your individual career development</li> <li>Possibility of a doctorate</li> <li>Good work-life balance thanks to flexible working hours and flexitime model</li> <li>30 days vacation per year </li> <li>Company pension scheme (VBL)</li> <li>Attractive further training measures</li> <li>E-charging stations on the company premises</li> <li>Cafeteria</li> <li>Fitness room</li> </ul> <p><br/> The position is initially limited to two years.<br/>  </p></p> <p> </p> <p>The weekly working time is 39 hours. This position is also available on a part-time basis. We value and promote the diversity of our employees' skills and therefore welcome all applications - regardless of age, gender, nationality, ethnic and social origin, religion, ideology, disability, sexual orientation and identity. Severely disabled persons are given preference in the event of equal suitability. Appointment, remuneration and social security benefits based on the public-sector collective wage agreement (TVöD). Additionally Fraunhofer may grant performance-based variable remuneration components.</p> <p>With its focus on developing key technologies that are vital for the future and enabling the commercial utilization of this work by business and industry, Fraunhofer plays a central role in the innovation process. As a pioneer and catalyst for groundbreaking developments and scientific excellence, Fraunhofer helps shape society now and in the future. </p> <p>Interested? Apply online now. We look forward to getting to know you!<br/>  </p> <p> </p> <p> <p>Technical questions about this position will be answered by:<br/> Dr. Andreas Roßkopf<br/> Telefon +49 9131 761-153<br/> andreas.rosskopf@iisb.fraunhofer.de</p> <p> </p> <p>Questions about the application process will be answered by <br/> Nadja Ingarsia<br/> Telefon +49 9131 761-251<br/> nadja.ingarsia@iisb.fraunhofer.de</p></p> <p>Fraunhofer Institute for Integrated Systems and Device Technology IISB </p> <p><a href="http://​www.iisb.fraunhofer.de​" target="_blank">www.iisb.fraunhofer.de</a> </p> <p> </p> <p>Requisition Number: 71495               </p> <p> </p>