SLL: Relations to Kohonen SOMs

Bruno Betoni Parodi, Andrei Szabo, Henning Lenz, Joachim Bamberger and Joachim Horn

Abstract:	The Simultaneous Localization and Learning (SLL) is an indoor localization technique based on existent radio communication networks. It originally takes received signal strength (RSS) as measured feature, used as input on an adaptive and iterative process based on Kohonen Self Organizing Maps (SOMs) in order to learn and improve a feature map. The present paper points the main characteristics from both SLL and SOM, their differences and similarities. The somewhat generic formulation for SOMs acquire physical meanings with SLL that act as a constrainment, making the SLL a very particular case of SOM. The proofs for one dimensional SOMs are complemented by the proofs presented for the SLL by the authors in previous articles.
Published in:	Proceedings of IEEE/ION PLANS 2008 May 6 - 8, 2008 Hyatt Regency Hotel Monterey, CA
Pages:	641 - 645
Cite this article:	Parodi, Bruno Betoni, Szabo, Andrei, Lenz, Henning, Bamberger, Joachim, Horn, Joachim, "SLL: Relations to Kohonen SOMs," Proceedings of IEEE/ION PLANS 2008, Monterey, CA, May 2008, pp. 641-645. https://doi.org/10.1109/PLANS.2008.4569984
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