Franckie M.

Department of Physics, ETH Zurich, Zurich, Switzerland


D03–Numerical Optimization of Quantum Cascade Detector Heterostructures

Popp J., Haider M., Franckie M., Faist J., Jirauschek C.

We demonstrate a Bayesian optimization framework for quantum cascade (QC) devices in the mid-infrared (mid-IR) and terahertz (THz) regime. The optimization algorithm is based on Gaussian process regression (GPR) and the devices are evaluated using a perturbed rate equation approach based on scattering rates calculated self-consistently by Fermi’s golden rule or alternatively extracted from an […]