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Institute of High Pressure Physics PAS in Warsaw seeks a post-doctoral researcher for a project on machine learning aided tunable-filter THz spectroscopy. The role focuses on theoretical electromagnetic modelling of AlGaN/GaN metasurface structures using COMSOL, aiming to optimize a filter that maximizes spectral information encoded by the detector signal.
The position is largely computational, with fabrication and testing of chosen structures possible in our labs.
Post-doc position in the project "Machine learning aided approach to the new type tunable-filter-based computational THz spectroscopy"
Terahertz spectroscopy gives access to material-specific low-energy excitations without destroying the sample. However, THz spectrometers remain complex and expensive, as they typically rely on interferometry or time-domain sampling. In this project we investigate an alternative measurement approach: an electrically tunable plasmonic filter encodes the spectrum of the incident radiation, a detector records the transmitted signal across a range of gate voltages, followed by computational reconstruction of the spectrum. With no moving elements and no femtosecond laser source, the instrument becomes simpler, smaller and more robust. Filter-based computational spectroscopy has attracted considerable interest, but a full experimental demonstration in the terahertz band is still missing. As the tunable filter, we propose AlGaN/GaN heterostructures with a grating gate, which exhibit electrically tunable plasmonic resonances in the THz range and are fabricated and investigated in the principal investigator's group.
The main task in the post-doc position will be theoretical electromagnetic modelling for this class of structures. The goal is to design an optimal filter: to select a metasurface geometry that maximizes the spectral information encoded in the measurement. This conditions the reconstruction of the spectrum from the detector signal, and thereby sets the limit on the achievable resolution. Since the material platform determines the spectral range attainable in a future device, the modelling will focus on AlGaN/GaN, with the possibility of extending it to other platforms, such as graphene or HgCdTe.
The position is mostly computational, but the selected optimised structures will be fabricated and characterised in our laboratories, offering the opportunity to take part in that stage as well.
Starting date: preferably right after the recruitment process is completed.
Duration: 24 months.
Remuneration: estimated net salary approximately PLN 10,000 (ca. EUR 2,350).
Form of employment: employment contract, full-time position.
Place of work: Warsaw,on‑site at the Centre for Advanced Materials and Technologies CEZAMAT, Warsaw University of Technology, Poleczki 19, where the project team is based. Part of the technological work is carried out at the IHPP PAS site at Sokołowska 29/37.
Conferences: a budget for participation in international conferences and summer schools.
NCN regulations: during the period of receiving this remuneration, the employee may not receive any other remuneration from funds allocated as direct costs of research projects funded under NCN calls, any remuneration from another employer under an employment contract (including employers based outside Poland), or retirement benefits or equivalent, in Poland or abroad.
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