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REIP: A Reconfigurable Environmental Intelligence Platform and Software Framework for Fast Sensor Network Prototyping
Sensor networks have dynamically expanded our ability to monitor and study the world. Their presence and need keep increasing, and new hardware configurations expand the range of physical stimuli that can be accurately recorded. Sensors are also no longer simply recording the data, they process it a...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9147742/ https://www.ncbi.nlm.nih.gov/pubmed/35632217 http://dx.doi.org/10.3390/s22103809 |
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author | Piadyk, Yurii Steers, Bea Mydlarz, Charlie Salman, Mahin Fuentes, Magdalena Khan, Junaid Jiang, Hong Ozbay, Kaan Bello, Juan Pablo Silva, Claudio |
author_facet | Piadyk, Yurii Steers, Bea Mydlarz, Charlie Salman, Mahin Fuentes, Magdalena Khan, Junaid Jiang, Hong Ozbay, Kaan Bello, Juan Pablo Silva, Claudio |
author_sort | Piadyk, Yurii |
collection | PubMed |
description | Sensor networks have dynamically expanded our ability to monitor and study the world. Their presence and need keep increasing, and new hardware configurations expand the range of physical stimuli that can be accurately recorded. Sensors are also no longer simply recording the data, they process it and transform into something useful before uploading to the cloud. However, building sensor networks is costly and very time consuming. It is difficult to build upon other people’s work and there are only a few open-source solutions for integrating different devices and sensing modalities. We introduce REIP, a Reconfigurable Environmental Intelligence Platform for fast sensor network prototyping. REIP’s first and most central tool, implemented in this work, is an open-source software framework, an SDK, with a flexible modular API for data collection and analysis using multiple sensing modalities. REIP is developed with the aim of being user-friendly, device-agnostic, and easily extensible, allowing for fast prototyping of heterogeneous sensor networks. Furthermore, our software framework is implemented in Python to reduce the entrance barrier for future contributions. We demonstrate the potential and versatility of REIP in real world applications, along with performance studies and benchmark REIP SDK against similar systems. |
format | Online Article Text |
id | pubmed-9147742 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-91477422022-05-29 REIP: A Reconfigurable Environmental Intelligence Platform and Software Framework for Fast Sensor Network Prototyping Piadyk, Yurii Steers, Bea Mydlarz, Charlie Salman, Mahin Fuentes, Magdalena Khan, Junaid Jiang, Hong Ozbay, Kaan Bello, Juan Pablo Silva, Claudio Sensors (Basel) Article Sensor networks have dynamically expanded our ability to monitor and study the world. Their presence and need keep increasing, and new hardware configurations expand the range of physical stimuli that can be accurately recorded. Sensors are also no longer simply recording the data, they process it and transform into something useful before uploading to the cloud. However, building sensor networks is costly and very time consuming. It is difficult to build upon other people’s work and there are only a few open-source solutions for integrating different devices and sensing modalities. We introduce REIP, a Reconfigurable Environmental Intelligence Platform for fast sensor network prototyping. REIP’s first and most central tool, implemented in this work, is an open-source software framework, an SDK, with a flexible modular API for data collection and analysis using multiple sensing modalities. REIP is developed with the aim of being user-friendly, device-agnostic, and easily extensible, allowing for fast prototyping of heterogeneous sensor networks. Furthermore, our software framework is implemented in Python to reduce the entrance barrier for future contributions. We demonstrate the potential and versatility of REIP in real world applications, along with performance studies and benchmark REIP SDK against similar systems. MDPI 2022-05-17 /pmc/articles/PMC9147742/ /pubmed/35632217 http://dx.doi.org/10.3390/s22103809 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Piadyk, Yurii Steers, Bea Mydlarz, Charlie Salman, Mahin Fuentes, Magdalena Khan, Junaid Jiang, Hong Ozbay, Kaan Bello, Juan Pablo Silva, Claudio REIP: A Reconfigurable Environmental Intelligence Platform and Software Framework for Fast Sensor Network Prototyping |
title | REIP: A Reconfigurable Environmental Intelligence Platform and Software Framework for Fast Sensor Network Prototyping |
title_full | REIP: A Reconfigurable Environmental Intelligence Platform and Software Framework for Fast Sensor Network Prototyping |
title_fullStr | REIP: A Reconfigurable Environmental Intelligence Platform and Software Framework for Fast Sensor Network Prototyping |
title_full_unstemmed | REIP: A Reconfigurable Environmental Intelligence Platform and Software Framework for Fast Sensor Network Prototyping |
title_short | REIP: A Reconfigurable Environmental Intelligence Platform and Software Framework for Fast Sensor Network Prototyping |
title_sort | reip: a reconfigurable environmental intelligence platform and software framework for fast sensor network prototyping |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9147742/ https://www.ncbi.nlm.nih.gov/pubmed/35632217 http://dx.doi.org/10.3390/s22103809 |
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