A novel distributed architecture for IoT image processing using low-cost devices and open internet standards

Industry 4.0 can be defined as the integration of computers and automation to current industrial processes, with addition of smart and autonomous systems leveraged by machine learning techniques. In this scenario, a compact, dependable and fast controller is desired, featuring low energy consumption...

Descripción completa

Guardado en:
Detalles Bibliográficos
Autores principales: Pérez, Carlos A., Cleva, Mario, Liska, Diego O.
Formato: Objeto de conferencia
Lenguaje:Inglés
Publicado: 2019
Materias:
Ciencias Informáticas
Devices
Computer vision
Web assembly
OpenCV
Embedded systems
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/89265
Aporte de:
SEDICI (UNLP) de Universidad Nacional de La Plata
id I19-R120-10915-89265
record_format dspace
institution Universidad Nacional de La Plata
institution_str I-19
repository_str R-120
collection SEDICI (UNLP)
language Inglés
topic Ciencias Informáticas
Devices
Computer vision
Web assembly
OpenCV
Embedded systems
spellingShingle Ciencias Informáticas
Devices
Computer vision
Web assembly
OpenCV
Embedded systems
Pérez, Carlos A.
Cleva, Mario
Liska, Diego O.
A novel distributed architecture for IoT image processing using low-cost devices and open internet standards
topic_facet Ciencias Informáticas
Devices
Computer vision
Web assembly
OpenCV
Embedded systems
description Industry 4.0 can be defined as the integration of computers and automation to current industrial processes, with addition of smart and autonomous systems leveraged by machine learning techniques. In this scenario, a compact, dependable and fast controller is desired, featuring low energy consumption, easily programming and maintenance, with no mobile parts. Nowadays, computing power in single board computers, e.g. the Raspberry Pi among others, has been increased at a very important rate. In just three generations, Pi computers offer almost a two-fold speed gain, when compared to first models. Its design, an underlying video driver with general capabilities of regular OSes, makes them quite suitable to build image processing systems at very low cost, with no mobile parts and low energy consumption. However, designing such a system for industrial image processing is a tough challenge, since it implies to integrate cameras, image processing libraries, database servers and application software with graphical user interface, in an already resource constrained device. This work presents a new architecture for this kind of systems, by means of open internet standards, using a self-contained, high performance web server to publish a RESTful API and a set of web pages that use latest HTML5 capabilities to manage USB webcams and system data. This proposal also integrates OpenCV as a compiled script on client-side using the new WASM paradigm, with an optimized storage for images using -industry-standard RDBMS and a modular design that can target Windows and Linux as well.
format Objeto de conferencia
Objeto de conferencia
author Pérez, Carlos A.
Cleva, Mario
Liska, Diego O.
author_facet Pérez, Carlos A.
Cleva, Mario
Liska, Diego O.
author_sort Pérez, Carlos A.
title A novel distributed architecture for IoT image processing using low-cost devices and open internet standards
title_short A novel distributed architecture for IoT image processing using low-cost devices and open internet standards
title_full A novel distributed architecture for IoT image processing using low-cost devices and open internet standards
title_fullStr A novel distributed architecture for IoT image processing using low-cost devices and open internet standards
title_full_unstemmed A novel distributed architecture for IoT image processing using low-cost devices and open internet standards
title_sort novel distributed architecture for iot image processing using low-cost devices and open internet standards
publishDate 2019
url http://sedici.unlp.edu.ar/handle/10915/89265
work_keys_str_mv AT perezcarlosa anoveldistributedarchitectureforiotimageprocessingusinglowcostdevicesandopeninternetstandards
AT clevamario anoveldistributedarchitectureforiotimageprocessingusinglowcostdevicesandopeninternetstandards
AT liskadiegoo anoveldistributedarchitectureforiotimageprocessingusinglowcostdevicesandopeninternetstandards
AT perezcarlosa noveldistributedarchitectureforiotimageprocessingusinglowcostdevicesandopeninternetstandards
AT clevamario noveldistributedarchitectureforiotimageprocessingusinglowcostdevicesandopeninternetstandards
AT liskadiegoo noveldistributedarchitectureforiotimageprocessingusinglowcostdevicesandopeninternetstandards
bdutipo_str Repositorios
_version_ 1764820490367533057

Ejemplares similares