Journal
INFORMATICA
Volume 31, Issue 1, Pages 131-142Publisher
INST MATHEMATICS & INFORMATICS
DOI: 10.15388/20-INFOR395
Keywords
IoT devices; signal processing; Shepard local approximation operators; local approximation operators; approximation algorithms; Riesz MV-algebras; vectorial MV-algebras
Funding
- UEFISCDI Romania [198PED/2017, PN-III-P2-2.1-PED-2016-1955]
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The Industry 4.0 and smart city solutions are impossible to be implemented without using IoT devices. There can be several problems in acquiring data from these IoT devices, problems that can lead to missing values. Without a complete set of data, the automation of processes is not possible or is not satisfying enough. The aim of this paper is to introduce a new algorithm that can be used to fill in the missing values of signals sent by IoT devices. In order to do that, we introduce Shepard local approximation operators in Riesz MV-algebras for one variable function and we structure the set of possible values of the IoT devices signals as Riesz MV-algebra. Based on these local approximation operators we define a new algorithm and we test it to prove that it can be used to fill in the missing values of signals sent by IoT devices.
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