The Performance of RSS Based Visible Light Positioning Techniques under Different Uniformity Conditions.
2023 13th International Conference on Indoor Positioning and Indoor Navigation (IPIN)(2023)
摘要
As visible light positioning combines illumination and indoor localization, the relationship between the uniformity index as a quality measurement of the illumination and the precision of the positioning technique is investigated. It is demonstrated that the classic multilateration approach leads to a degradation of the accuracy as the uniformity improves. When a Gaussian Process is deployed, the accuracy improves for better uniformity indices. Further normalization of the area size leads to a generic curve that can be used to estimate the required training set size when a Gaussian Process is used given the required accuracy and observation plane size.
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关键词
Visible Light Positioning,Gaussian Processes,Uniformity index
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