Popp J.

Department of Electrical and Computer Engineering, Technical University of Munich, Munich, Germany


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 […]