Human-Machine Interface Researcher – Neuromorphic Signal Processing
vor 2 Wochen
Job Summary:
We are seeking a highly motivated and skilled researcher to join our team at Forschungszentrum Jülich. The successful candidate will work on a Master Thesis project focused on Human-Machine Interface with Neuromorphic signal processing systems.
Key Responsibilities:
- Develop a measurement setup including an electromyographic signal measurement system and a motion tracking system for reference, and event-based vision.
- Collect data to build a new dataset for fast finger motion.
- Use the dataset to train an artificial neural network for finger-position estimation.
- Make a live demonstration of finger-position estimation with electromyographic signals.
- Explore in-context learning techniques and novel neural networks architecture to improve adaptability from subject-to-subject and day-to-day.
Requirements:
- Current master studies in biomedical engineering, physics, computer science, mathematics, electrical/electronic engineering or a related subject.
- Strong programming skills (Python).
- Familiarity with machine learning and deep learning frameworks (e.g. PyTorch).
- Knowledge of signal processing techniques and experience with EMG data analysis or other biomedical data is a plus.
- Experience with spiking neural networks and/or neuromorphic computing is a plus.
- 3D modeling is a plus.
- Ability to work independently and as part of a team.
- Experimental enthusiasm is a must.
What We Offer:
- A world-leading, interdisciplinary, and international research environment, provided with state-of-the-art experimental equipment and versatile opportunities.
- Juelich research center has an interdisciplinary and collaborative work environment including researchers at the Neuromorphic Hardware Nodes (PGI-14) and the Jülich Supercomputer Center (JSC).
- Qualified support through your scientific colleagues.
- The chance to independently prepare and work on your tasks.
- Flexible working hours as well as a reasonable remuneration.
- Flexible work arrangements, partly working remote.
About Us:
Forschungszentrum Jülich is a leading international research center in the field of basic and applied research. We welcome applications from people with diverse backgrounds, in terms of age, gender, disability, sexual orientation/identity, and social, ethnic and religious origin. A diverse and inclusive working environment with equal opportunities in which everyone can realize their potential is important to us.
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