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Towards a Simulation Framework for Smart Indoor Spaces

The effectiveness of sensor-based applications for smart homes and smart buildings is conditioned upon the deployment configuration of their underlying sensors. Real-world evaluation of alternative possible sensor-deployment configurations is labor-intensive, costly, and time-consuming, which implie...

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Detalles Bibliográficos
Autores principales: Golestan, Shadan, Nikolaidis, Ioanis, Stroulia, Eleni
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7763950/
https://www.ncbi.nlm.nih.gov/pubmed/33322814
http://dx.doi.org/10.3390/s20247137
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author Golestan, Shadan
Nikolaidis, Ioanis
Stroulia, Eleni
author_facet Golestan, Shadan
Nikolaidis, Ioanis
Stroulia, Eleni
author_sort Golestan, Shadan
collection PubMed
description The effectiveness of sensor-based applications for smart homes and smart buildings is conditioned upon the deployment configuration of their underlying sensors. Real-world evaluation of alternative possible sensor-deployment configurations is labor-intensive, costly, and time-consuming, which implies the need for a simulation-based methodology. In this work, we report on such a methodology that supports the modeling of indoor spaces, the activities of their occupants, and the behaviors of different types of sensors. We argue that, in order for a simulation to be useful for the purpose of evaluating a sensor deployment configuration, it has to generate realistic event streams of individual sensors over time, as well as realistic compositions of sensor events within a time window. We have evaluated our simulator for smart indoor spaces, [Formula: see text] toolkit, in the context of our Smart-Condo ambient-assisted living platform, supporting the observation and analysis of activities of daily living (ADLs). Our findings indicate that [Formula: see text] produces realistic agent traces and sensor readings, and has the potential to support the process of developing and deploying sensor-based applications.
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spelling pubmed-77639502020-12-27 Towards a Simulation Framework for Smart Indoor Spaces Golestan, Shadan Nikolaidis, Ioanis Stroulia, Eleni Sensors (Basel) Article The effectiveness of sensor-based applications for smart homes and smart buildings is conditioned upon the deployment configuration of their underlying sensors. Real-world evaluation of alternative possible sensor-deployment configurations is labor-intensive, costly, and time-consuming, which implies the need for a simulation-based methodology. In this work, we report on such a methodology that supports the modeling of indoor spaces, the activities of their occupants, and the behaviors of different types of sensors. We argue that, in order for a simulation to be useful for the purpose of evaluating a sensor deployment configuration, it has to generate realistic event streams of individual sensors over time, as well as realistic compositions of sensor events within a time window. We have evaluated our simulator for smart indoor spaces, [Formula: see text] toolkit, in the context of our Smart-Condo ambient-assisted living platform, supporting the observation and analysis of activities of daily living (ADLs). Our findings indicate that [Formula: see text] produces realistic agent traces and sensor readings, and has the potential to support the process of developing and deploying sensor-based applications. MDPI 2020-12-12 /pmc/articles/PMC7763950/ /pubmed/33322814 http://dx.doi.org/10.3390/s20247137 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Golestan, Shadan
Nikolaidis, Ioanis
Stroulia, Eleni
Towards a Simulation Framework for Smart Indoor Spaces
title Towards a Simulation Framework for Smart Indoor Spaces
title_full Towards a Simulation Framework for Smart Indoor Spaces
title_fullStr Towards a Simulation Framework for Smart Indoor Spaces
title_full_unstemmed Towards a Simulation Framework for Smart Indoor Spaces
title_short Towards a Simulation Framework for Smart Indoor Spaces
title_sort towards a simulation framework for smart indoor spaces
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7763950/
https://www.ncbi.nlm.nih.gov/pubmed/33322814
http://dx.doi.org/10.3390/s20247137
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