Modelled testbeds: Visualizing and augmenting physical testbeds with virtual resources.

Kundig, S., Angelopoulos, C.M. and Rolim, J., 2018. Modelled testbeds: Visualizing and augmenting physical testbeds with virtual resources. In: ICITS 2018: International Conference on Information Technology & Systems, 10-12 January 2018, Universidad Estatal Península de Santa Elena, Libertad city, Ecuador, 804 - 812.

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Official URL: http://icits.me/index.php?lang=en

DOI: 10.1007/978-3-319-73450-7_76

Abstract

Testbed facilities play a major role in the study and evolution of emerging technologies, such as those related to the Internet of Things. In this work we introduce the concept of modelled testbeds, which are 3D interactive representations of physical testbeds where the addition of virtual resources mimicking the physical ones is made possible thanks to back-end infrastructure. We present the architecture of the Syndesi testbed, deployed at the premises of University of Geneva, which was used for the prototype modelled testbed. We investigate several extrapolation techniques towards realistic value assignment for virtual sensor measurements. K-fold cross validation is performed in a dataset comprising of nearly 300’000 measurements of temperature, illuminance and humidity sensors collected from the physical sensors of the Syndesi testbed, in order to evaluate the accuracy of the methods. We obtain strong results including Mean Absolute Percentage Error (MAPE) levels below 7%.

Item Type:Conference or Workshop Item (Paper)
ISSN:2194-5357
Group:Faculty of Science & Technology
ID Code:30395
Deposited By: Unnamed user with email symplectic@symplectic
Deposited On:26 Feb 2018 09:39
Last Modified:26 Feb 2018 09:39

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