Unlocking the Power of Deep Reinforcement Learning for Optimizing Fermentation Processes

6 days ago


Kalundborg, Kalundborg Kommune, Denmark Aalborg Universitet (AAU) Full time

About Us

Aalborg Universitet (AAU) is a leading research institution dedicated to advancing knowledge and innovation. Our research focuses on addressing global challenges, including sustainable energy systems, and we strive to create value for society through our work.

Job Description

We are seeking a highly motivated PhD candidate to join our team at AAU Energy, where you will have the opportunity to leverage Deep Reinforcement Learning (DRL) to optimize microbial fermentation processes. This project aims to tackle critical challenges in the field, such as microbial variability, sterility maintenance, and fluctuations in oxygen and nutrient supplies.

The successful candidate will be responsible for developing sophisticated deep learning models to build accurate simulators and designing DRL algorithms for effective process control. You will also collect, preprocess, and analyze data, train and validate models, and design and optimize DRL policies.

Requirements

  • Strong background in machine learning, deep learning, programming (Python), and experience with DRL
  • Familiarity with time series modeling, language models (LMs), large language models (LLMs), control systems focused on DRL, optimization, data collection, sensing, and data analysis

What We Offer

  • A stipend that includes both salary and pension benefits
  • The opportunity to work with a dynamic team of researchers and contribute to cutting-edge projects
  • Access to state-of-the-art facilities and resources

How to Apply

Please submit your application online using the 'Apply online' button below. We welcome applications from all qualified candidates regardless of personal background or belief.



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