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Erschienen in: Wireless Networks 2/2020

12.10.2018

Recommendations for shadow fading estimation from received composite signal samples

verfasst von: Pamela Njemcevic, Adriana Lipovac, Vlatko Lipovac

Erschienen in: Wireless Networks | Ausgabe 2/2020

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Abstract

Evident lack of verified and comprehensive theoretical models for shadow fading, which enable analytical estimation of its statistical distribution and statistical parameters, has promoted the empirical alternatives for this task in many aspects of a wireless system lifecycle, such as e.g. coverage planning, where the imperative is to determine the optimal number of base stations, which balances the system performance and implementation efficiency. However, in addition to shadow fading, the composite received signal is simultaneously affected by deterministic path loss and multipath fading, too, so the prerequisite for accurate estimation of shadow fading from the composite received signal samples is efficient elimination of its fast temporal variations, fast spatial variations, and finally, path loss. Unfortunately, the available methods for this are often not appropriate for measurements related to shadow fading estimation. So, for example, even the commonly used drive/walk test provides neither elimination of time variations, nor accurate path loss estimation. So, in this paper, after identifying drawbacks of the existing techniques for shadow fading estimation, the appropriate procedure is proposed with concrete and unambiguous guidelines for elimination of undesirable components of the composite signal through a five-step algorithm, which is shown to provide significant advantage with respect to common drive/walk testing, in terms of shadow fading values and its statistical parameters estimation.

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Fußnoten
1
The simulation results conform to indoor scenario; for any other propagation environment, similar results are obtained.
 
2
Detailed explanation of the listed parameters can be found in [36].
 
3
The goal of the simulation is not to estimate the most appropriate shadow fading distribution but only to support quantitative comparison of various measurement/processing methods and enable verification of the herein proposed recommendations in respect to the ones commonly used. With this regard, the lognormal distribution of shadow fading is a priory assumed regardless of measurement scenario, with its standard deviation being the only estimated statistical parameter (while the other one—the mean, is equal to the estimated path loss).
 
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Metadaten
Titel
Recommendations for shadow fading estimation from received composite signal samples
verfasst von
Pamela Njemcevic
Adriana Lipovac
Vlatko Lipovac
Publikationsdatum
12.10.2018
Verlag
Springer US
Erschienen in
Wireless Networks / Ausgabe 2/2020
Print ISSN: 1022-0038
Elektronische ISSN: 1572-8196
DOI
https://doi.org/10.1007/s11276-018-1847-4

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