• Dimensionality Reduction and Target Detection in Hyperspectral Remote Sensing 

      Bakken, Sivert (Master thesis, 2018)
      The work presented here is originally motivated by the low transfer rate possible for earth orbiting small satellites. Through different methods for dimensionality reduction, the effects of such representation on data ...
    • Simulation tool for hyper-spectral imaging from a satellite 

      Lapadatu, Monica; Bakken, Sivert; Grøtte, Mariusz Eivind; Alver, Morten; Johansen, Tor Arne (Journal article; Peer reviewed, 2019)
      This paper presents a tool created for simulating the expected radiance from oceanic geophysical parameters through the atmosphere as perceived by a hyperspectral remote sensing satellite. The effects of varying off-nadir ...
    • The effect of dimensionality reduction on signature-based target detection for hyperspectral imaging 

      Bakken, Sivert; Orlandic, Milica; Johansen, Tor Arne (Journal article; Peer reviewed, 2019)
      Target detection is one of the more popular applications of hyperspectral remote sensing. To enhance the detection rate, it is common to do preprocessing to reduce the effects of noise and other forms of undesired interference ...