Postdoctoral Researcher in Signal Decomposition and Machine Learning

4 dagen geleden

Maastricht, Limburg, Nederland Maastricht University Voltijd
Job Description

We are seeking a highly motivated Postdoctoral Researcher to join our team at the Department of Advanced Computing Sciences, Maastricht University. The successful candidate will work on advancing traditional signal decomposition methods by integrating artificial neural networks for increased accuracy and tensor-based methods for improved efficiency.

The position is part of the Systems and Control research group and involves designing new versatile methods for data-driven and adaptive decomposition of nonlinear and nonstationary signals. The researcher will analyze the performance of these methods in various domains, including Engineering, Physics, and Medicine.

The tasks of the Postdoctoral Researcher will include:

  • Performing scientific research in machine learning-based data-driven signal decomposition
  • Publishing results at top-tier international conferences and journals
  • Presenting results in internal research group meetings and national and international scientific conferences
  • Assisting with educational tasks, such as supervising students and interns
  • Participating in the activities of the Systems and Control research group

We encourage collaboration and offer a supportive local research community and a strong industry and research network.

Requirements:

  • PhD in Signal Processing, Machine Learning/Deep Learning, Applied Mathematics, Artificial Intelligence, or a related field
  • Demonstrated interest and experience in signal processing and at least one of the following fields: signal decomposition, machine learning/deep learning, tensor decomposition
  • Knowledge of at least one of the following techniques and interest in developing skills in the other two:
    • Traditional decomposition techniques like Empirical Mode or Variational Mode Decomposition, Wavelet Decomposition, Principal and Independent Component Analysis
    • Machine learning and deep learning frameworks
    • Tensor-based methods for signal processing or machine learning decomposition
  • Experience in programming (preferably in Python and Matlab)
  • Proficiency in English (oral and written)
  • Excellent communication skills and ability to collaborate in a multi-disciplinary research environment

What we offer:

  • Good employment conditions, including a competitive salary and benefits package
  • An employment contract for a period of 12 months with a scope of 1.0 FTE
  • The opportunity to work in a dynamic and international research environment

Maastricht University is committed to promoting and nurturing a diverse and inclusive community. We believe that diversity in our staff and student population contributes to the quality of research and education at UM, and strive to enable this through inclusive policies and innovative projects led by teams of staff and students.

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