Indoor Positioning Using Federated Kalman Filter

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Date

2018

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Volume Title

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Institute of Electrical and Electronics Engineers Inc.

Open Access Color

Green Open Access

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Abstract

In this paper, the performance of a multi-sensor fusion technique, namely Federated Kalman Filter (FKF) is studied in the context of indoor positioning problem. Kalman filters having centralized and decentralized structures are widely used in outdoor positioning and navigation applications. Global Positioning System (GPS) is the most commonly used system for outdoor positionin/navigation, which cannot be used indoors due to the signal loss. In this study, a decentralized structure for FKF is applied in indoor positioning problem by taking its outdoor navigation performance into consideration. Simulations are performed with distance measurements, which are assumed to be calculated by using Received Signal Strength (RSS). Results gathered via different simulations are evaluated as promising for future studies.

Description

Keywords

data fusion, Federated Kalman filter, indoor positioning, data fusion, Indoor positioning, Outdoor navigation, indoor positioning, Federated Kalman filters, Data fusion, Federated Kalman filter, Federated kalman filter, Outdoor positioning, Decentralized structures, Indoor positioning systems, Multi-sensor fusion techniques, Kalman filters, federated Kalman filter

Turkish CoHE Thesis Center URL

Fields of Science

02 engineering and technology, 01 natural sciences, 0104 chemical sciences, 0202 electrical engineering, electronic engineering, information engineering

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OpenCitations Citation Count
6

Source

2018 3rd International Conference on Computer Science and Engineering (UBMK)

Volume

Issue

Start Page

483

End Page

488
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CrossRef : 1

Scopus : 6

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Mendeley Readers : 7

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