Essays about: "Måns Ekelund"

Found 2 essays containing the words Måns Ekelund.

  1. 1. Uncertainty Estimation for Deep Learning-based LPI Radar Classification : A Comparative Study of Bayesian Neural Networks and Deep Ensembles

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Måns Ekelund; [2021]
    Keywords : LPI radar; Uncertainty Quantification; Deep Learning; Bayesian Neural Networks; Deep Ensembles; LPI radar; Osäkerhetsskattning; Djupinlärning; Bayesianska neurala nätverk; Djupa ensembler;

    Abstract : Deep Neural Networks (DNNs) have shown promising results in classifying known Low-probability-of-intercept (LPI) radar signals in noisy environments. However, regular DNNs produce low-quality confidence and uncertainty estimates, making them unreliable, which inhibit deployment in real-world settings. READ MORE

  2. 2. Performance Evaluation of a Signal Processing Algorithm with General-Purpose Computing on a Graphics Processing Unit

    University essay from KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Author : Filip Appelgren; Måns Ekelund; [2019]
    Keywords : Parallelization; GPU; CUDA; RADAR; Optimization; Parallellisering; GPU; CUDA; RADAR; Optimering;

    Abstract : Graphics Processing Units (GPU) are increasingly being used for general-purpose programming, instead of their traditional graphical tasks. This is because of their raw computational power, which in some cases give them an advantage over the traditionally used Central Processing Unit (CPU). READ MORE