PHD Thesis: AI Solar Forecasting for PV Balancing Power

OrtAlmeria

Deutsches Zentrum für Luft- und Raumfahrt e.V. (DLR)

PHD THESIS: AI Solar Forecasting for PV Balancing Power

YOUR MISSION:

Are you passionate about renewable energy? Join our Institute of Solar Research in Almería (Spain), one of the sunniest places in Europe, to develop an AI-based solar irradiance forecasting tool. In your PhD thesis you will develop accurate solar forecasts that enable PV systems to provide balancing power even without the use of batteries. In doing so, you will make an important contribution to the expansion of solar energy and the transition to a CO2-neutral society.

You will focus on the generation of intra-hour solar forecasts with high spatial and temporal resolution, also known as "nowcasts." Using ground-based and satellite-based measurement data, you will integrate diverse input streams to train advanced AI-models to learn the complex dynamics of clouds. Your models will predict potential future cloud cover and solar irradiance, which will form the foundation for PV production forecasts. You’ll test your models in large-scale commercial solar power plants to evaluate their real-world applicability in PV balancing power solutions.

Your tasks will be:

  • Initial familiarization: Familiarize yourself with the research environment, including datasets, forecasting tools and methodologies, drawing on available resources and team expertise to build a strong foundation.
  • Research and planning: Review existing solar forecasting methods and identify gaps. Define research objectives, with input and support from your tutors, to address these challenges.
  • Model development: Design and develop AI models for solar irradiance nowcasting. Train and validate using available long-term data sets.
  • Evaluation: Assess the performance of the model through rigorous analysis and evaluate its operational suitability for PV balancing power solutions.
  • Documentation and dissemination: Contribute to the advancement of solar energy innovation by publishing results in scientific journals and presenting research at international conferences.

We've got a great offer for you:  

  • You’ll get to work with a diverse, highly motivated and successful team, all committed to building a sustainable future.
  • You’ll work closely with colleagues and your tutors to discuss ideas and challenges and to ensure consistent research development.
  • You'll have a opportunity to help address climate change and to advance renewable energy solutions.
  • You can participate in DLR’s Graduate Program, with opportunities for continuous education and advanced training courses.
  • Access to unique testing facilities and extensive datasets to support your research.
  • Access to exclusive and state-of-the-art High-Performance Computing Clusters, especially designed for data-driven model development.
  • Opportunity to earn a PhD degree from RWTH Aachen University, one of Europe’s leading technical universities.
  • An interesting PhD thesis designed to be completed within three years.
  • You will work in Almería, a sunny city on the Mediterranean coast.

YOUR QUALIFICATIONS

  • A Master's degree in computer science, physics, engineering or related field
  • A keen interest in renewable energy and data science
  • Strong problem-solving, research and communication skills
  • Experience in Python using AI, machine learning and/or computer vision tools
  • The ability to work independently and collaborate in an international team
  • Confident in speaking and writing English
  • Prior experience or interest in data analysis, computer vision, and software versioning systems is an advantage.

If this sounds like an exciting opportunity for you, please contact us! Dr. Bijan Nouri (bijan.nouri@dlr.de + 49 2203 6014 160). Please enclose supporting documents for the above points with your application.

Deutsches Zentrum für Luft- und Raumfahrt e.V. (DLR)
Institut für Solarforschung
Calle Doctor Carracido 44
04005 Almeria
Spanien
http://www.dlr.de/sf
Ansprechpartner/in: 
Anja Kruschinski, Dr. Bijan Nouri
Telefon: 
+34696108575, + 4922036014160
E-Mail: 
bijan.nouri@dlr.de
Jetzt bewerben
Anzeige veröffentlicht am: 
21.01.2025