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Sistema embebido basado en FPGA para el monitoreo de condiciones ambientales.

                                                <= /span>

 

FPGA-bas= ed embedded system for monitoring environmental conditions

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Patricio German Encal= ada Ruíz.[1], Manolo Alexander Córdova Suárez.[2] Oscar Eduardo Ruíz Robalino.3, José Geovanny Vega Pérez.4, Tamara de los Ángeles Liger Manzano5 & = Edwin Leonardo Sánchez Almeida6

 

Recibido:05-06-2017 / Revisado: 12-08-2017 Aceptado: 14-09-2018/ Publicado: 01-10-2018

 

 Abstract.

 

This document presents the design of an embedded s=
ystem based on FPGA (Field Programmable Gate Array) for the acquisition of =
signals corresponding to physical variables such as light, sound, temperatu=
re, humidity, carbon monoxide (CO), methane (CH4), gas license o=
f oil (C3H8 + C4H10) to then be=
 visualized in different platforms where user interfaces of the system resi=
de, which also manages a database with the objective of making technical re=
ports of the conditions that influence a person in his work environment or =
in any environment where we need to monitor data. With an FPGA as the CPU o=
f the system, a scanning rate of nanoseconds is obtained, thus obtaining a =
more solid database at the time of making decisions about the condition of =
the monitoring environment and especially in the variables of time are extr=
emely fast.
The base of the data monitored in the real field a=
cquired with an average acquisition rate of 25 nS using reconfigurable circuits, which allows observ=
ing the evolution of the variables with a very fast changeover time.
Methods: During the execution of the investigation, it was=
 started by verifying the variables that can be measured in an industrial o=
r domestic work environment, to then establish the high and low limits of m=
easurement which would give way to the choice of sensors.=
The programation and t=
ests was carried out in LABView, where graphic programming helped to start up=
 the FPGA quickly and efficiently, which was then reconfigured in scaling a=
nd normalization and based on the comparison of the measurement with standa=
rd devices.
After this activity, the signals were stored in da=
tabases and sent to visualization devices for interaction with the user.=
Results: The designed device is suitable for the measureme=
nt of physical variables such as light, sound, temperature, humidity, carbo=
n monoxide (CO), methane (CH4), liquefied petroleum gas (C3=
H8 + C4H10), which are stored in a b=
ase of data for its subsequent analysis of environments, with an analog to =
digital conversion rate, presentation in visualization systems and analysis=
 of 25 nS, unlike current devices in the market based on mic=
roprocessor
Conclution: El FPGA de una maner=
a tradicional ha sido programado en lenguaje VHDL (VHSIC (Circuito Integrad=
o de Muy Alta Velocidad) Lenguaje de Descripción del Hardware), que fue ree=
mplazado por el Lenguaje Gráfico (Lenguaje gráfico) utilizado en LabVIEW, a=
celerando así la puesta en marcha del sistema.
Se recomienda usar la facilidad de la persona especializada =
en el análisis de los datos para tener acceso a la información de manera co=
mprensible.

Keywords: Embedded Systems, FPGA, Environment, Sensors, Technical Report.

Resumen.

Este documento presenta el diseńo de un sistema embebido basado en F= PGA (Field Programmable Gate Array) para la adquisi= ción de seńales correspondientes a variables físicas tales como luz, sonido, temperatura, humedad, monóxido de carbono (CO), metano (CH4), gas licuado de petróleo (C3H8 + C4H10) para luego ser visualizadas en diferentes plataformas en donde residen interfaces de usuario del sistema, el cual también maneja una base de datos= con el objetivo de realizar reportes técnicos de las condiciones ambientales que influyen en una persona en su ámbito laboral o en cualquier ambiente en don= de necesitemos monitorear datos. Con una FPGA como CPU del sistema se obtiene = un Scan Rate en el orden de = los nanosegundos, pudiendo así obtener una base de datos más sólida en el momen= to de tomar decisiones sobre la condición del ambiente monitoreado y en especi= al en variables cuyo cambio o variación en la línea de tiempo son extremadamen= te rápidos.

La base de datos monitoreada corresponde al campo real adquirido con= una tasa de adquisición promedio de 25 nS utilizando circuitos reconfigurables, lo que permite observar la evolución de las variables con un tiempo de cambio muy rápido.

Métodos: Durante la ejecución de la investigación, se inició mediante la verificación de las variables que se pueden medir en un entorno= de trabajo industrial o doméstico, para luego establecer los límites altos y b= ajos de medición que darían paso a la elección de sensores.

La programación y visualización y las pruebas se realizaron en LABView, donde la programación gráfica ayudó a poner = en marcha el FPGA de manera rápida y eficiente, que luego se reconfiguró en la escala y la normalización y se basó en la comparación de la medición con dispositivos estándar.

Después de esta actividad, las seńales se almacenaron en bases de da= tos y se enviaron a dispositivos de visualización para interactuar con el usuar= io.

Resultados: El dispositivo diseńado es adecuado p=
ara la medición de variables físicas como luz, sonido, temperatura, humedad=
, monóxido de carbono (CO), metano (CH4), gas licuado de petróle=
o (C3H8 + C4H10), que se almace=
nan en una base de datos para Su posterior análisis de entornos, con una ta=
sa de conversión de analógico a digital, presentación en sistemas de visualización =
y análisis de 25 nS, a diferencia de los dispositivos actuales en el m=
ercado basados ​​en microprocesador.
Conclusión: El FPGA de una manera tradicional ha sido programado en lenguaje =
VHDL (VHSIC (Circuito Integrado de Muy Alta Velocidad) Lenguaje de Descripc=
ión del Hardware), que fue reemplazado por el Lenguaje G (Lenguaje Gráfico)=
 utilizado en LabVIEW, acelerando así la puesta en marcha del sistema.=

Se  recomienda usarlo por la facilidad de que la persona especializada en el análisis de los datos pueda tener acceso a la información de manera comprensible.

Palabras Claves:= Sistemas Embebidos, FPGA, Medio Ambiente, Sensores, Informe Técnico.

Introducción.

En áreas como la robótica aplicada, robótica industrial, domótica, industria automotriz, ingeniería aeronáutica, ambient= al, submarina, nuclear, mecatrónica, biomedicina y en cualquier industria manufacturera moderna que requiere computación a alta velocidad se hablan de sistemas embebidos (Ruohomaa y Salminen, 2019). Los sistemas embebidos aceleran la capacidad de procesamiento (Abdelouaheb et al., 2018). Desde el ańo 1984 en el cual Ross Fremman inventó las FPGA han dado como resultado un mejor  rendimiento en comparación a= los sistemas basados en procesador, con los cuales estamos acostumbrados a trab= ajar (Perez et al., 2010).

Existe un área en donde el monitoreo de ambientes = de trabajo nos ayuda a cumplir con los límites de exposición de personal a contaminantes industriales establecidos por la ACGIH (American Conference of Industrial = Hygienists) y poder desarrollar medidas preventivas p= ara mitigar enfermedades laborales (Lynch et al., 2018), la legislación ambiental (TULAS) y normativa especializada en higiene industrial (Decreto Ejecutivo 2393) vigente en el = país (Ecuatoriano, 2014). Las seńales de los sensores son tomadas para su monitoreo en la FPGA previo a su respectivo acondicionamiento las cuales va= n a ser procesadas eficientemente por esta ya que sus bloques lógicos reprogram= ados son únicos para cada sensor (Wang et al., 2019), y de este modo llevar la información a almacenar= la por un lado para su posterior reporte y a visualizarla por otro en una HMI = (LCD o Applicacion Data Dashboa= rd de NI), Esquema el cual vemos en la Figura 1.

 

Figura 1. Elementos del sistema de adquisición, monitoreo y reporte de dato= s

 

 

 

 

 

 

 

 

 

 

 

 

 

 

Materiales y método.

Adquisición de las seńales.

Las variables para poder ser monitoreadas y almacenadas son transformadas de mo= do físico a eléctrico (voltaje, corriente o resistencia), en la Tabla 1 observ= amos los diferentes tipos de dispositivos utilizados para lograr esta transformación. Cada sensor mostrado en la Tabla 1 pasa por un proceso de acondicionamiento, es decir llevar los limites inferior y superior del alca= nce del sensor a un rango estandarizado de voltaje de (0 a 5Vdc), requeridos por las entradas analógicas de la tarjeta FPGA NI sbRIO-9631, la cual se encarga del procesamiento de las seńales (Bolton, 2013).

 

Tabla = 1. Sensores

Variable

Descripción del Sensor

Salida del sensor<= /p>

Intensidad de Luz<= /p>

Sensor Fotoeléctrico

V/lux

Sonido

Micrófono (Gras GGPA)

mV/Pa

Temperatura

LM35

mV/Pa

Humedad

HU-10S

V/%RH

MQ7

R/ppm

MQ4

R/ppm

MQ6

R/ppm

2.2 Conversión analógica/digital

Las seńales acondicionadas se conectan a las entradas analógicas que la tarjeta FPGA NI sbRIO-9631 (Serna, 2013), la cual realiza la transformación de la variable de analógica a digital, cu= yo procedimiento obedece a la ecuación (1) y a las propiedades específicas de = la tarjeta de adquisición.

          (1)

   (2)=

En donde:

r=3D Coeficiente de conversión analógico digital

Lsr=3DLímite superior de voltaje que la tarjeta soporta

R =3Dresolución de la tarjeta

 

La tarjeta FPGA NI sbRIO-963 tiene múltiples canales de entradas analógicas, c= ada uno de ellos con un ADC (Conversor Analógico-Digital). Cada ADC tiene una resolución de 16 bits, que quiere decir que transformará la seńal de (0-5 <= span class=3DSpellE>Vdc) a un número entero entre (0-65536), por lo que c= ada unidad de conversión representa una variación de 0.0762 [Vdc/bit], como se puede observar el resultado en la ecuación (2).

El canal para la adquisición de datos de sonido entra por la entrada analógica= de una tarjeta especial (NI 9234) compatible también con = CompactRIO la cual tiene 14 bits de resolución.

2.3 Programación.

La tarjeta FPGA NI sbRIO-9631, se configura en el Measure= ment & Automation Explorer que se conecta a la P= C bajo el protocolo TCP/IP.

Una vez realizadas las configuraciones se procede a realizar la programación, b= ajo el lenguaje gráfico que nos facilita LABView, E= n la Figura 2 podemos observar un fragmento de esta programación (Serna, 2013).

Figura 2. Fragmento de programación en Lenguaje Gráfico

 

 

 

 

 

 

 

 

 

 

 

 

Para la trasformación de bits a números reales los cuales los podamos denominar = con sus respectivas unidades ocupamos los datos mostrados en la Tabla 2, los cu= ales describen el comportamiento de la seńal obtenida desde los sensores basándo= nos en su función de transferencia, para luego estas variables ya con sus respectivas unidades ser trasladadas a las bases de datos y a sistemas de visualización.

 

Tabla 2. Funciones de transferencia de los sensores para cada variable=

 

Variable

Ecuación

Intensidad de Luz<= /p>

I(lux)=3D 90.9091*vout

Sonido

Toolkit NI Sound and Vibration

Temperatura

T(C)=3D9.09*vou= t

Humedad

H(%Rh)=3D11.6*vout2+3.02*vout-3.06

 

2.4 HMI Local.

La Interfaz de usuario local se basa en una pantalla LCD 16x2 y botoneras de desplazamiento en un menú con los cual podemos iniciar las mediciones de la variable seleccionada, la adquisición de la seńal de sonido en este HMI pod= emos verla en la Figura 3 (Bolton, 2013).

Figura 3. HMI local

 

&= nbsp;

 

 

 

 

 

2.5 HMI Remota.<= /o:p>

Bajo el estándar  de= comunicación inalámbrica Wi-Fi (802.11)  se comparten las variables para la visualización desde la tarjeta FPGA NI sbRIO-9631 hacia una tableta electró= nica con plataforma iOS en donde reside el programa Data Da= shboard de National Instrumets en el cual podemos observar gráficas de amplitud de la variable versus el tiem= po, así lo apreciamos en la Figura 4.

 

Figura 4. HMI Remoto (dB(A) vs. tiempo= )

 

 

 

 

 

 

 

 

 

 

2.6 Calibración del sistema de medición.

Los datos obtenidos por los sensores y procesados por la FPGA son validados en = un proceso de comparación de la medición realizada con un instrumento patrón, = para su posterior corrección (Creus, 2011).

 

2.7 Reporte Técnico.<= o:p>

En la FPGA se graba una base de datos que va almacenado el monitoreo del ambie= nte en la Figura 5 podemos observar un reporte técnico realizado en DIAdem el cual lee y procesa la base de datos grabada= en la FPGA.

Para un reporte técnico de 1 minutos se ocupó un espacio aproximado de   0.001953125 Mb, en la ecuación (3) pod= emos visualizar el tiempo estimado máximo de monitoreo que puede grabar la tarje= ta FPGA con la cual trabajamos, la cual tiene 128Mb de almacenamiento no volát= il.

 

   (3)=

 

Tiempo suficiente para realizar una medición multi-vaiable de más de 8 horas.

Figura 5. Reporte de medición de CO.

 

 

 

 

 

 

Resultados.

Podemos observar en la Figura 6, un HMI remoto para algunas mediciones simultaneas = y el la Figura 7 un reporte técnico de la variable que representa al sonido en un ambiente en donde se realizó la medición.

Figura 6.<= span lang=3DES-TRAD style=3D'mso-ansi-font-size:12.0pt;line-height:115%;font-sty= le:normal'> HMI remota para la visualización de múltiples variables.<= /span>

 

 

 

 

 

 

 

 

 

 

Figura 7.<= span lang=3DES-TRAD style=3D'mso-ansi-font-size:12.0pt;line-height:115%;font-sty= le:normal'> Reporte técnico de la seńal de ruido (200 seg.)=

 

 

 

 

 

 

 

 

La tarjeta FPGA tar= jeta FPGA NI sbRIO-9631 con un procesador de 266 MHz, tal como se muestra en la ecuación (4) realiza un ciclo en 25nS, dicho ciclo corresponde a que en ese tiempo la tarjeta verifica el estado de las entradas, el procesamiento de la seńal, actualiza las salidas y almacena los datos.

 

  (4)<= /span>

En donde=

Tc=3D Tiempo de cic= lo.

Discusión.

Las medidas tomadas fueron valoradas con dispositivos comerciales y certificados los cuales sirvieron de patrones para nuestras mediciones, en donde para te= ner valores reales y adecuados cada sensor y cada canal fue reprogramado en bas= e a la normalización y seńalización de la variable ya digital en la FPGA, cambi= o el cual no tuvo que ver con el tiempo de respuesta del dispositivo, para posteriormente almacenar con ayuda de DIADem en= una base de datos para su análisis y al mismo tiempo su visualización tanto en = PC como en cualquier dispositivo móvil.

Conclusiones.

ˇ       La FPGA de una manera tradicional se viene programando en lenguaje VHDL (VHSIC (Very High Speed Integrated Circuit) Hardware Description Lenguaje), el cual fue  reemplazado= por el Lenguaje G (Lenguaje Gráfico) utilizado en LabVIEW acelerando así la puesta en marcha del sistema.

ˇ      Se realiza el reporte téc= nico de manera que la persona especializada en analizar los datos pueda tener ac= ceso a la información de manera comprensible. Si los límites de exposición cambi= an de acuerdo al área en donde se hace la medición, pueden ser cambiados por el usuario.

ˇ      Los reportes se utilizan = para realzar análisis del comportamiento de las variables en el ambiente, este reporte se puede hacer en análisis en tiempos hasta aproximadamente 131.072 minutos o análisis en milésimas de segundo, puesto a que nuestro sistema ti= ene un bus de procesamiento de 40 MHz.

ˇ      El paralelismo de la tarj= eta FPGA nos permite tomar muestras de las seńales en ciclos comprendidos entre= los 25 nS.

Referencias bibliográficas= .

<= !--[if supportFields]> ADDIN EN.REFLIST Abdelouaheb, B., Farid, K. y  Najib, E. (2018). Synergetic Adaptive F= uzzy Control for a Class of Nonlinear Discrete-time Systems. International Journ= al of Control, Automation and Systems, 16(4), 1981-1988. doi: 10.1007/s12555-017-0438-y

Bolton, W. (2013). Sistemas de controleElectrónico en ingeniería mecánica y eléctricas. (4 ed.).

Creus, A. (2011). Instrumentación industrial (Alfaomega Ed. 8 ed.).

Ecuatoriano, M. d. A. (2014). Texto Unificado de Legislación Ambiental Secundaria del Ministerio de Medio Ambiente.

Lynch, H. N., Prueitt, R. L. y  Goodman, J. E. (2018). Critique of the = ACGIH 2016 derivation of toluene diisocyanate Threshold Limit Values. = Regulatory Toxicology and Pharmacology, 97, 189-196. doi: 10.1016/j.yrtph.2018.06.017

Perez, A., Gutierrez, R. y  Contreras, J. (2010). Desarrollo de sistemas embebidos en FPGAs. Dis= eńo e incorporación de periféricos. Congreso de Microelectrónica Aplicada, 6. <= /span>

Ruohomaa, H. y  Salminen, V. (2= 019) Regional Development in Modern Robotic Education on Industrial and Society Context. Vol. 793. Advances in Intelligent Systems and Computing (pp. 159-168).

Serna, A. (2013). Guía práctica de sensores (Alfaomega ed.).

Wang, B., Zhang, Z., Zhou, L. y  Xiang, M. (2019) FPGA high-speed data transmission based on bit self-revised technique. Vol. 463. Lecture Notes in Electrical Engineering (pp. 1286-1290).

<= span lang=3DES-TRAD style=3D'font-size:12.0pt;line-height:115%;font-family:"Time= s New Roman",serif; mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fare= ast; mso-ansi-language:ES-TRAD;mso-no-proof:no'> 

<= span lang=3DES-TRAD style=3D'font-size:12.0pt;line-height:115%;font-family:"Time= s New Roman",serif; mso-fareast-font-family:"Times New Roman";mso-fareast-theme-font:minor-fare= ast; mso-ansi-language:ES-TRAD;mso-no-proof:no'> 

Para citar el artículo indexado.

 

 

Encalada P., Córdova M., Ruíz O., Vega J., Liger T. & Sánchez E.  .  (2018).  Sistema embebido basado en fpga para el monitoreo de condiciones ambientales. Revista electrónica Ciencia Digital 2(4), 177-189. Recuperado desd= e: http://cienciadigital.org/revistacienciadigita= l2/index.php/CienciaDigital/article/view/216/190

 


 

 

El artículo que se publica es de exclusiva responsabilidad de los autores y no necesariamente reflejan el pensamiento de la Revista Ciencia Digital.

 

El articulo queda en propiedad de la revista y, por tanto, su publicación parcial y/o total en o= tro medio tiene que ser autorizado por el director de la Revista Ciencia Digital.

 

 

 



[1] pg.encalada@uta.edu.ec=
2 G+ Energy-Risks & Engineering Group, Department of Food Science and Engineering, Technical Universit= y of Ambato, Ambato-Ecuador,

ma.cordova@uta.edu.ec<= o:p>

3 G+ Energy-Risks & Engineeri= ng Group, Department of Food Science and Engineering, Technical Universit= y of Ambato, Ambato-Ecuador, oe.ruiz@uta.edu.ec

4 G+ Energy-Risks & Engineeri= ng Group, Department of Food Science and Engineering, Technical Universit= y of Ambato, Ambato-Ecuador, jg.vega@uta.edu.ec

5 Faculty of Civi=
l and mechanical Engineering, Technical University of Ambato, Amb=
ato-Ecuador, tda.liger@uta.edu.ec

6 Indoamerica Technologic <= span class=3DSpellE>University, Ambato, Ambato-Ecuador, leonardosanchez@uti.edu.ec

 

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                        Vol. 2, N°4, p. 17= 7-189, octubre -diciembre, 2018 =

CIENCIA &a= mp; TECNOLOGÍA               =                                                                    =                                         Página 2 de 12

 

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