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PhD position - Learning Tailored Iterative Algorithms for Accelerating AC Power Flow Computations (HDS-LEE graduate school)

PhD position - Learning Tailored Iterative Algorithms for Accelerating AC Power Flow Computations (HDS-LEE graduate school)

Forschungszentrum JülichJülich
Energy systems engineering heavily relies on efficient numerical algorithms.In this HDS-LEE project, we will use machine learning (ML) along with data from previously solved problem instances to so...Mehr anzeigenZuletzt aktualisiert: vor 13 Tagen
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Service Coordinator & Administrator Bioprocess (m / w / d)

Service Coordinator & Administrator Bioprocess (m / w / d)

DASGIP GmbHJülich, DE
Möchten Sie in einem Unternehmen arbeiten, das es sich zur Aufgabe gemacht hat, einen Beitrag zur Verbesserung der Lebensbedingungen der Menschen zu leisten? Eppendorf ist mit weltweit rund 5.Mitar...Mehr anzeigenZuletzt aktualisiert: vor 1 Stunde
Service Coordinator & Administrator Bioprocess (m / w / d)

Service Coordinator & Administrator Bioprocess (m / w / d)

EppendorfJülich (DASGIP)
Sie koordinieren und organisieren Serviceaufträge im Field- und Inhouse Service.Als Bindeglied zwischen Sales, Service, interner Logistik und Kunden sorgen Sie für einen reibungslosen Ablauf.Durch ...Mehr anzeigenZuletzt aktualisiert: vor 8 Tagen
Online Data Research - German - Remote

Online Data Research - German - Remote

TELUS Digital, Düren
Homeoffice
Quick Apply
Looking for a freelance opportunity where you can make an impact on technology from the comfort of your home? If you are dynamic, tech-savvy, and always online to learn more, this part-time flexibl...Mehr anzeigenZuletzt aktualisiert: vor über 30 Tagen
Workshop Technician

Workshop Technician

Enerpac Tool GroupKerpen, DE
For our location in Kerpen, Germany, we are looking for a .Workshop technician will be able to operate CNC lathes or milling machines. The work is performed in cellular production environment requir...Mehr anzeigenZuletzt aktualisiert: vor über 30 Tagen
8 PhD Fellowships

8 PhD Fellowships

Forschungszentrum Jülich GmbHJülich, Germany
PhD in the challenging fields of energy and climate research, and is a joint initiative between Forschungszentrum Jülich, the RWTH Aachen University, the University of Bochum, the University of Col...Mehr anzeigenZuletzt aktualisiert: vor 28 Tagen
Lab Engineer

Lab Engineer

Marmon Foodservice Technologies Europe GmbHNorth Rhine, Westphalia, DE
Marmon Foodservice Technologies Europe GmbH.Come join a team where People make the difference!As a part of Marmon Holdings, Inc. Coordinates all work within the scope of assigned projects and ensure...Mehr anzeigenZuletzt aktualisiert: vor über 30 Tagen
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Doktorandin

Doktorandin

HDS-LEEDüren, North Rhine-Westphalia, Germany
The HDS-LEE Helmholtz School for Data Science in Life Earth and Energy offers.PhD opportunities for early-career researchers aiming to tackle real-world challenges at the interface of data science...Mehr anzeigenZuletzt aktualisiert: vor 2 Tagen
Ajutor de electrician (m / f / d) în sectorul lucrărilor cu cabluri electrice

Ajutor de electrician (m / f / d) în sectorul lucrărilor cu cabluri electrice

OmexomNordrhein-Westfalen
Crearea gropilor de construcții și șanțurilor pentru cabluri.Instalarea elementelor de montaj în gropile de construcții și șanțuri. Crearea compresiilor cu foreza orizontală pneumatică.Operarea util...Mehr anzeigenZuletzt aktualisiert: vor über 30 Tagen
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PhD position - Learning Tailored Iterative Algorithms for Accelerating AC Power Flow Computations (HDS-LEE graduate school)

PhD position - Learning Tailored Iterative Algorithms for Accelerating AC Power Flow Computations (HDS-LEE graduate school)

Forschungszentrum JülichJülich
Vor 13 Tagen
Stellenbeschreibung

Your Job :

Energy systems engineering heavily relies on efficient numerical algorithms. In this HDS-LEE project, we will use machine learning (ML) along with data from previously solved problem instances to solve new, yet similar, instances more efficiently than with general purpose algorithms such as Netwon`s method. In particular, we aim to develop a neural network architecture that will allow us to accelerate solving AC power flow (AC-PF) computations, potentially facilitating real‑time contingency analysis, rapid design‑space exploration, and on‑line operational optimization of power systems.

Your tasks in detail :

Become familiar with our previously developed neural network superstructure for learning iterative algorithms

Extend the superstructure to tackle AC-PF problems of different complexities and assess its convergence in inference

Investigate scaling and performance bottlenecks

Explore hybrid ML-classical approaches, the application of meta learning, and the integration of convex optimization layers

Increase inference efficiency (, GPU acceleration) and assess the applicability domain of learned algorithms

Publish and present your results in peer-reviewed journals and at international conferences

  • Supervise student theses

Your Profile :

Excellent Master`s degree with a strong academic background in computational engineering, mathematics, computer science, physics, engineering or a related field

Strong background in numerical methods and machine learning

Proficiency in at least one programming language (Python, Julia, C++, …)

Good analytical skills

Good organizational skills and ability to work both independently and collaboratively

Effective communication skills and an interest in contributing to an international and interdisciplinary team

  • Working proficiency in English for daily communication and professional contexts
  • Our Offer :

    We offer ideal conditions for you to complete your doctoral degree :

    Pursue a doctoral degree at RWTH Aachen University (Faculty for Mechanical Engineering) under the supervision of Prof. Alexander Mitsos

    Excellent scientific and technical infrastructure

    A highly motivated group as well as an international and interdisciplinary working environment at one of Europe’s largest research establishments

    Continuous scientific mentoring by your scientific advisors (Prof. Alexander Mitsos, Prof. Uwe Naumann, Dr. Manuel Dahmen)

    Participate in international conferences

    Unique HDS-LEE graduate school program (including data science courses, soft skill courses and annual retreats)

    Further development of your personal strengths, , via a comprehensive further training program; a structured program of continuing education and networking opportunities specifically for doctoral researchers via JuDocS, the Jülich Center for Doctoral Researchers and Supervisors :

    30 Days of annual leave and flexible working arrangements, including partial remote work

  • Targeted services for international employees, , through our International Advisory Service
  • The position is limited to three years, with a possible one-year extension. Pay is in line with 75% of pay group 13 of the Collective Agreement for the Public Service (TVöD-Bund) and additionally 60 % of a monthly salary as special payment („Christmas bonus“). The monthly salaries in euro can be found on the BMI website :