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Performance comparison of RSS algorithms for indoor localization in large open environments

Nico Podevijn (UGent) , David Plets (UGent) , Jens Trogh (UGent) , Abdulkadir Karaağaç (UGent) , Jetmir Haxhibeqiri (UGent) , Jeroen Hoebeke (UGent) , Luc Martens (UGent) , Pieter Suanet and Wout Joseph (UGent)
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Abstract
We develop and benchmark four RSS localisation algorithms where different a priori knowledge is required. The selection of the best algorithm depends on the availability of additional information on path loss exponent and/or transmit power. We compare our algorithms with centroid localization and show that the algorithms provide better results for shadowing on the values not exceeding 6dB. We perform experiments and simulations with Bluetooth Low Energy and LoRaWAN technologies and select the best technology and algorithm for localisation in large open industrial environments.
Keywords
Bluetooth, indoor radio, RSSI, wide area networks, RSS localisation algorithms, large open industrial environments, Bluetooth low energy technology, LoRaWAN technology, path loss exponent, indoor localization, transmit power, Mobile nodes, Propagation losses, Hardware, Power measurement, Bluetooth, LoRA, BLE, RSS, Localization, Algorithm, open environment, industry

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MLA
Podevijn, Nico, et al. “Performance Comparison of RSS Algorithms for Indoor Localization in Large Open Environments.” 2018 NINTH INTERNATIONAL CONFERENCE ON INDOOR POSITIONING AND INDOOR NAVIGATION (IPIN 2018), 2018.
APA
Podevijn, N., Plets, D., Trogh, J., Karaağaç, A., Haxhibeqiri, J., Hoebeke, J., … Joseph, W. (2018). Performance comparison of RSS algorithms for indoor localization in large open environments. In 2018 NINTH INTERNATIONAL CONFERENCE ON INDOOR POSITIONING AND INDOOR NAVIGATION (IPIN 2018). Nantes, France.
Chicago author-date
Podevijn, Nico, David Plets, Jens Trogh, Abdulkadir Karaağaç, Jetmir Haxhibeqiri, Jeroen Hoebeke, Luc Martens, Pieter Suanet, and Wout Joseph. 2018. “Performance Comparison of RSS Algorithms for Indoor Localization in Large Open Environments.” In 2018 NINTH INTERNATIONAL CONFERENCE ON INDOOR POSITIONING AND INDOOR NAVIGATION (IPIN 2018).
Chicago author-date (all authors)
Podevijn, Nico, David Plets, Jens Trogh, Abdulkadir Karaağaç, Jetmir Haxhibeqiri, Jeroen Hoebeke, Luc Martens, Pieter Suanet, and Wout Joseph. 2018. “Performance Comparison of RSS Algorithms for Indoor Localization in Large Open Environments.” In 2018 NINTH INTERNATIONAL CONFERENCE ON INDOOR POSITIONING AND INDOOR NAVIGATION (IPIN 2018).
Vancouver
1.
Podevijn N, Plets D, Trogh J, Karaağaç A, Haxhibeqiri J, Hoebeke J, et al. Performance comparison of RSS algorithms for indoor localization in large open environments. In: 2018 NINTH INTERNATIONAL CONFERENCE ON INDOOR POSITIONING AND INDOOR NAVIGATION (IPIN 2018). 2018.
IEEE
[1]
N. Podevijn et al., “Performance comparison of RSS algorithms for indoor localization in large open environments,” in 2018 NINTH INTERNATIONAL CONFERENCE ON INDOOR POSITIONING AND INDOOR NAVIGATION (IPIN 2018), Nantes, France, 2018.
@inproceedings{8586294,
  abstract     = {We develop and benchmark four RSS localisation algorithms where different a priori knowledge is required. The selection of the best algorithm depends on the availability of additional information on path loss exponent and/or transmit power. We compare our algorithms with centroid localization and show that the algorithms provide better results for shadowing on the values not exceeding 6dB. We perform experiments and simulations with Bluetooth Low Energy and LoRaWAN technologies and select the best technology and algorithm for localisation in large open industrial environments.},
  author       = {Podevijn, Nico and Plets, David and Trogh, Jens and Karaağaç, Abdulkadir and Haxhibeqiri, Jetmir and Hoebeke, Jeroen and Martens, Luc and Suanet, Pieter and Joseph, Wout},
  booktitle    = {2018 NINTH INTERNATIONAL CONFERENCE ON INDOOR POSITIONING AND INDOOR NAVIGATION (IPIN 2018)},
  isbn         = {9781538656358},
  issn         = {2471-917X},
  keywords     = {Bluetooth,indoor radio,RSSI,wide area networks,RSS localisation algorithms,large open industrial environments,Bluetooth low energy technology,LoRaWAN technology,path loss exponent,indoor localization,transmit power,Mobile nodes,Propagation losses,Hardware,Power measurement,Bluetooth,LoRA,BLE,RSS,Localization,Algorithm,open environment,industry},
  language     = {eng},
  location     = {Nantes, France},
  pages        = {6},
  title        = {Performance comparison of RSS algorithms for indoor localization in large open environments},
  url          = {http://dx.doi.org/10.1109/IPIN.2018.8533695},
  year         = {2018},
}

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