PhD Integrated Photonic Neurons

PhD Integrated Photonic Neurons

Published Deadline Location
30 Apr 24 Sep Eindhoven

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Job description

This PhD position is within the Photonic Integration group of the Electrical Engineering Department and is part of a research line focusing on neuromorphic integrated photonics.

Information processing with artificial neural networks has re-emerged as the most important framework for data science and signal processing in recent years. Simulation of neural networks are performed with dedicated electronic hardware today which consumes a large amount of energy and are from an architectural point of view not well suited for neural computations. Photonics has been viewed as a promising hardware accelerator for certain types of neural computation, having the potential for huge speed improvements and energy savings. Semiconductor lasers show excitable temporal dynamics that equal that of biological spiking neurons and are able to simulate neuron behavior faster than electronics. Integration of such photonic neurons and scaling towards larger networks is thus very desirable but not yet well understood.

Research in the group has resulted in photonic circuit platforms which enable complex circuits and systems-on-chip for a wide range of applications. The work of the PhD researcher should use the technology as a vehicle to explore the integration of photonic neurons and its scalability. Lasers with optical feedback and injection have been demonstrated and studied before and their suitability to form photonic neurons is to be explored.

The following research questions shall be addressed:
  • How can nonlinear laser dynamics be used to simulate photonic neuron behavior?
  • What factors limit the scalability and cascadability of photonic neurons and how can we overcome those?

Specifications

Eindhoven University of Technology (TU/e)

Requirements

We are looking for candidates who meet the following requirements
  • MSc degree (or soon to defend) in (Applied) Physics, Optical Science, Electronics, Electrical Engineering,  or similar
  • Solid background in optics, opto-electronics and/or photonics
  • Knowledge in numerical simulations of physical problems is of advantage
  • Knowledge in semiconductor lasers or dynamical systems is of advantage
  • Ability to work independently with a systematic approach and originality, while under supervising guidance
  • Strong analytical and research capabilities
  • Affinity for interdisciplinary thinking
  • Fluently spoken and written English.

Conditions of employment

  • Challenging job in a dynamic and ambitious university and a stimulating internationally renowned research environment.
  • Full-time temporary appointment for 4 years.
  • Gross salary between € 2.395,00 and € 3.061,00.
  • An extensive package of fringe benefits (e.g. excellent technical infrastructure, the possibility of child care and excellent sports facilities).

Specifications

  • PhD
  • Engineering
  • max. 38 hours per week
  • University graduate
  • V36.4441

Employer

Eindhoven University of Technology (TU/e)

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Location

De Rondom 70, 5612 AP, Eindhoven

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