Multipath detection based on K-means clustering

• Published in: ION GNSS+, The International Technical Meeting of the Satellite Division of The Institute of Navigation, Proceedings of the 32nd International Technical Meeting of the Satellite Division of The Institute of Navigation (ION GNSS+ 2019)
• Main Authors: Savas C., Dovis F.
• Other Authors: Savas, C., Dovis, F.
• Format: Conference Object
• Language: English
• Published: Institute of Navigation 2019
• Subjects: GNSS; multipath; K-mean; clustering; Antarctic; Base SANAE IV; SANAE; SANAE IV; Antarc*
• Online Access: http://hdl.handle.net/11583/2772092; https://doi.org/10.33012/2019.17028; https://www.ion.org/publications/abstract.cfm?articleID=17028

The aim of this paper is to propose a multipath detection algorithm, which is based on K-means clustering that belongs to the class of unsupervised machine learning algorithms. The algorithm processes measurement sets computed for each satellite, namely, carrier phase, pseudorange and carrier-to-noi...