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Fredrik Gustafsson

Professor

My research interests are in stochastic signal processing, adaptive filtering and change detection, with applications to communication, vehicular, airborne, audio and wildlife applications.

Professor in Sensor Informatics

Fredrik Gustafsson is professor in Sensor Informatics at Department of Electrical Engineering, Linköping University, since 2005.

He received the M.Sc. degree in electrical engineering 1988 and the Ph.D. degree in Automatic Control, 1992, both from Linköping University. During 1992-1999 he held various positions in automatic control, and 1999-2005 he was professor in Communication Systems.

Short texts

Editorships 

He was an associate editor for;

  • IEEE Transactions of Signal Processing 2000-2006
  • Journal on Observations and Navigation 2008-2011
  • EURASIP Journal on Applied Signal Processing 2009-2012
  • IEEE Transactions on Aerospace and Electronic Systems 2010-2012
  • He was head of the Signal and Systems review panel for the Swedish Research Council (VR) 2009, 2011 and 2012

Fellowships

  • Distinguished Professor (rådsprofessor) awarded from the Swedish Research Council 2015-2024
  • IEEE Fellow (2011)
  • Elected member of the Royal Academy of Engineering Sciences (IVA) 2007

Awards

  • Arnberg prize 2004 from the Royal Swedish Academy of Science (KVA)
  • SAAB award in the name of former CEO Åke Svensson 2011
  • Entrepreneurial researcher of the year at Linköping University, 2012
  • Harry Rowe Mimno Best Paper Award 2011 for the tutorial "Particle Filter Theory and Practice with Positioning Applications", which was published in the IEEE AESS Magazine in July 2010
  • Automatica Best Paper Award 2012 for the paper ``Smoothed state estimates under abrupt changes using sum-of-norms regularization'', co-authored with H. Ohlsson, L. Ljung and S. Boyd

Publications

Armin Spreco, Örjan Dahlström, Dennis Nordvall, Cecilia Fagerstrom, Eva Blomqvist, Fredrik Gustafsson, Christer Andersson, Rune Sjödahl, Olle Eriksson, Jorma Hinkula, Thomas Schön, Toomas Timpka,  Integrated Surveillance of Disparities in Vaccination Coverage and Morbidity during the COVID-19 Pandemic: A Cohort Study in Southeast Sweden, Vaccines 12:763 (2024)  https://doi.org/10.3390/vaccines12070763

Daniel Goderik, Albin Westlund, Gustav Zetterqvist, Fredrik Gustafsson, Gustaf Hendeby,  Seismic Detection of Elephant Footsteps, 2024 27th International Conference on Information Fusion (FUSION), IEEE (ed.), Institute of Electrical and Electronics Engineers (IEEE) (2024)  https://doi.org/10.23919/FUSION59988.2024.10706452

Farnaz Adib Yaghmaie, Hamidreza Modares, Fredrik Gustafsson,  Reinforcement Learning for Partially Observable Linear Gaussian Systems Using Batch Dynamics of Noisy Observations, IEEE Transactions on Automatic Control 69:6397-6404 (2024)  https://doi.org/10.1109/TAC.2024.3385680

Jakob Åslund, Fredrik Gustafsson, Gustaf Hendeby,  Illustrative examples and possible explanation for an unexpected behaviour of the particle filter, 2024 IEEE International Conference on Multisensor Fusion and Integration for Intelligent Systems, Institute of Electrical and Electronics Engineers (IEEE) (2024)  https://doi.org/10.1109/MFI62651.2024.10705780

Magnus Malmström, Anton Kullberg, Isaac Skog, Daniel Axehill, Fredrik Gustafsson,  Extended Target Tracking Utilizing Machine-Learning Software–With Applications to Animal Classification, IEEE Signal Processing Letters 31:376-380 (2024)  https://doi.org/10.1109/LSP.2024.3353165

Research

News

Rhino looking into camera.

21 July 2021

Smart cameras for conservation biology

Machine learning and smart cameras will be used to make it easier to monitor the large animals in African nature reserves. The technology has been developed by scientists and students at Linköping University.

Rhinos grazing.

01 June 2021

Technology to stop poaching

The black market in rhinoceros horn is worth billions of dollars, and poaching is driving the species towards extinction. However, the drive against poaching is now to be given new impetus with the aid of the most recent technology.

Fredrik Gustafsson and Toomas Timpka looks into the camera.

28 December 2020

Researchers critical to flawed Covid-19-models

Reports from Imperial College regarding the spread and the effects of Covid-19 had considerable policy impacts in several European countries. But the models that informed the reports have considerable flaws, according to LiU-researchers.

Co-workers at Automatic control

Organisation