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Sistema Automático para Cultivos Hidropónicos Domésticos, a tr= avés de la Medición de Iones Inorgánicos.

 

 

Automatic System for Domestic Hydroponic Crops, through the Measurement of Inorganic Ions.

&nb= sp;

Franklin Geovanni Moreno Montenegro.[1], Pablo Montejo.[2]& Alicia Polanco = Risquet.[3]

 

Recibido: 10-= 02-2018 / Revisado: 27-02-2019 /Ac= eptado: 25-03-2019/ Publicado: 05-04-2019=

&nb= sp;

Abstract                             DOI: = https://doi.org/10.33262/cie= nciadigital.v9i2.409

This project refers to the design and implementati= on of an instrument to monitor in an Android App, the inorganic hydrogen ions, through the measurement of pH, Electroconductivity (EC) and Total Dissolved Solids (TDS), present in the nutritious substance of hydroponic crops and, = if necessary, correct the pH by means of an automatic system.

Free hardware platforms were used, because they we= re low cost and user friendly. The design is modular due to flexibility, reorganization and construction time.

It consists of five blocks, the first block is an Arduino, responsible for all the control of the system, the second block are sensors that deliver an appropriate signal to Arduino, the third block disp= lays the readings in TFT and stores them in a micro SD, the fourth block has the ability to connect to a Wi-Fi wireless network and through this, access the= Web to send the readings to an App on a smartphone, the fifth block controls the dosage of acid or basic substance to balance the value of pH.

The read stability of the sensors was checked, the Wi-Fi connection works properly and the readings of these parameters are observed in the cell phone App. It is a device developed with easy-to-purch= ase components that offers advantages over similar commercial products.

Keywords: Ph, Electroconductivity, Total Dissolved Solids, = Hydroponics Control, Arduino, Atlas Scientific, NODEMCU.

 

Resumen.          =                     

El presente proyecto hace alusión al diseńo e implementación de un instrumento para monitorizar en una App de Android, los iones inorgánicos de hidrogeno,= a través de la medida de pH, Electroconductividad= (EC) y Total de Solidos Disueltos (TDS), presentes en la substancia nutritiva de cultivos hidropónicos y de ser el caso, corregir el pH por medio de un sist= ema automático.

Se utilizó plataformas de hardware libre, por ser de bajo costo y amigables co= n el usuario. El diseńo es modular por flexibilidad, reorganización y tiempo de construcción.

Consta de cinco bloques, el primer bloque es un Arduino, encargado de todo el cont= rol del sistema, el segundo bloque son sensores que entregan una seńal apropiad= a a Arduino, el tercer bloque visualiza las lecturas en TFT y las almacena en u= na micro SD, el cuarto bloque tiene la capacidad de conectarse a una red inalámbrica Wi-Fi y a través de esta,  acceder a la Web para enviar las lectura= s a una App en un teléfono inteligente, el quinto bloque controla la dosificaci= ón de sustancia acida o básica para equilibrar el valor de pH.

Se comprobó la estabilidad de lectura de los sensores, la conexión Wi-Fi se desempeńa adecuadamente y se observan las le= cturas de estos parámetros en la App del teléfono celular. Es un dispositivo desarrollado con componentes de fácil adquisición que brinda ventajas sobre productos comerciales similares.

Palabras claves: Ph, Electroconductividad,= Total de Solidos Disueltos, Control en Hidroponía, Arduino, Atlas Scientific, NODEMCU.<= o:p>

Introducción.

La hidroponía es una técnica para cult= ivar plantas utilizando disoluciones minerales en vez de suelo agrícola<= /a>. Siguiendo sus principios, las raíces de la planta reciben una solución nutritiva disuelta en agua, con los elementos químicos esenciales para su desarrollo. <= /o:p>

Al no expone= r la raíz a la contaminación de los suelos, existe mayor limpieza e higiene en el manejo del cultivo, quedando libre de parásitos, bacterias, hongos y contaminación.

En el Ecuado= r la hidroponía está en desarrollo y algunas universidades la utilizan como camp= o de investigación. Pocas empresas privadas están dedicadas a esta actividad, desarrollando métodos de cultivos hidropónicos para la producción de ciertos tipos de vegetales.

Los antecedentes mencionados promueven= la incorporación de modernas técnicas de cultivo utilizando herramientas tecnológicas que permitan la medición, el monitoreo y el control de las variables físicas del sustrato nutritivo, para mantenerlo propicio y sostener condiciones idóneas= de cultivo.

Estas herramientas tecnológicas deben = ser amigables con el usuario, de operación sencilla, con pantalla a colores para destacar cada uno de los parámetros, poseer conectividad para visualizar en= un Smartphone los datos que reportan los sensores, además de poder almacenar l= as lecturas y controlar eventos en el cultivo.

En el mercado existen equipos capaces = de medir pH, conductividad eléctrica (EC), total de sólidos disueltos (TDS), poseer alarmas, tener gestión a través de PC, controlar el riego, la fertilización, y monitorización a través de comunicación inalámbrica por vía RF, bluetooth, zigbee, WIFI, GSM, e incluso conectarse a la Web, para almacenar datos y/o monitorear el proceso que implican los cultivos.

Estos equipos electrónicos son una poderosa herramienta de telegestión, pero costo= sos y están lejos del alcance para algunos usuarios

Por lo antes indicado, el problema científico de esta investigación cons= iste en la necesidad de desarrollar un equipo electrónico para controlar la calidad de la solución nutriente de cultivos hidropónicos.

De aquí que = el objeto de la investigación converge en el estudio de equipos electrónicos con comunicación inalámbr= ica para garantizar la adecuada calidad del agua de cultivos hidropónicos. El campo de la investigación está enmarcado en la medición de los parámetros en la solución nutriente= para cultivos hidropónicos.

El objetivo de esta investigación= es diseńar, implementar y validar un prototipo de equipo electrónico con comunicación inalámbric= a WiFi que mida el pH, la EC y el T= DS,  y controle el valor del pH  para mantenerlo en el rango de 5.5 a 6.= 5 que requieren los cultivos hidropónicos.

La presente investigación define como hipótesis: es posible diseńar e implementa= r un prototipo de equipo electrónico para cultivos hidropónicos con comunicación inalámbrica WiFi, confiable y de bajo costo<= /span>, basado en una plataforma de hardware libre Arduino y sensores para medir el pH,= la EC y el TDS, que mediante = un actuador controle niveles del pH, muestre en un TFT y en una aplicación para dispositivo móvil, los valores obtenidos por los sensores.

&nbs= p;      I.   &nb= sp;        ARQUITECTURA DEL SISTEMA  =

La figura 1. Muestra los bloques que conforma= n el hardware del equipo, se identifica las entradas y las salidas.

MICROCONTROLADOR

FUENTE

DC

SENSOR pH

CONEXION INALAMBRICA

RELOJ

SENSOR EC

BLOQUE DE POTENCIA=

DISPLAY

BLOQUE SENSOR

SENSOR TDS<= /p>

MICRO

SD

  SMART PHONE

 

 

 

 

 

 

 


Figura 1.- Diagrama de bloques del equipo <= /span>electrónico.

Particularicemos la función de cada bloque que conforma el equipo:

ˇ         Fuente DC energiza todo el sistema electrónico.

ˇ         El bloque MICROPROCESADOR es e= l  encargado de leer la seńal prove= niente de los sensores, esta lectura se procesa en el software residente en su mem= oria y se transfiere a los bloques respectivos. 

ˇ         Bloque de SENSORES está conformado por los sensore= s de pH, conductividad eléctrica (EC) y total de solidos disueltos (TDS), proporcionan una seńal eléctrica en dependencia de la medida de estos parámetros, y la envía al microcontrolador.

ˇ         Bloque DISPLAY es el dispositivo donde se visualiz= an los datos medidos.

ˇ         El bloque MICRO SD almacena las lecturas provenien= tes de los sensores.

ˇ         El BLOQUE DE POTENCIA es el encargado de activar un relé para controlar la bomba que ańadirá la substancia para nivelar el valo= r de pH. 

ˇ         Bloque de CONEXION INALÁMBRICA conecta el equipo a= través de WiFi a la WEB para visualizar las lecturas e= n una aplicación App basada en Android.

ˇ         El bloque RELOJ es un reloj del cual se obtienen la fecha y la hora, esta información será ańadida a cada lectura realizada por= los sensores.

<= /a>Elección de dispositivos.=

Para la elección de los dispositivos se considera que sean compatibl= es con plataformas de código abierto, por su relativa sencillez de programació= n y sobre todo por la información existente. Se escogieron dispositivos con facilidad de configuración, bajo consumo de energía, baja disipación de potencia y bajo costo.

=  

&nbs= p;   II.   &n= bsp;        Funcionalidad de la arquitectura del sistema.

En la figura 2. Puede observarse él diseńo con los respectivos eleme= ntos electrónicos escogidos para solventar cada una de las funciones propuestas = para el equipo.

<= span style=3D'mso-bookmark:_Toc429402957'><= /p>

Figura 2.- Diagrama modular del sistema electrónico propuesto.

Circuito = del Prototipo

Realizado el diseńo= de la arquitectura por bloques y seleccionados los dispositivos que integran el prototipo, se realizan las conexiones cuyo diagrama se presenta en la figur= a 3.

 

Figura 3.-. Circuito del Prototipo.

 

 III.          = ;  DISEŃO DE SOFTWARE

Se utiliz= ó el entorno de programación de Arduino por la potencialidad que tiene, sus herramientas software y librerías necesarias para configurar y controlar los diferentes dispositivos hardware externos.

Para la monitorización remota se utilizo Blynk que es un creador de aplicaciones para placas de desarrollo como Arduino, ESP82= 66, y otras plataformas. Nos brinda la posibilidad de construir un tablero digi= tal arrastrando múltiples Widgets  interconectados que pueden comuni= carse directamente con la placa de desarrollo.

 

 IV.          =   VALIDACIÓN - RESULTADOS

Para la caracterización del sistema se= han utilizado distintos equipos electrónicos comerciales,  en nuestro caso dispositivos par= a la medida de pH y EC-TDS para tener valores de referencia y compararlos con los resultados entregados por el equipo implementado. Se realizó las pruebas de= almacenamiento de datos en la memoria SD, monitorización vía WIFI, así como la prueba de control del módulo de potencia.

 

= A)    Validación de las Medidas de PH –= EC - TDS.

La validación de medidas de PH entrega= das por el prototipo las cotejamos con las mostradas por el Phmetro PH-009(I)A, este mide rangos de Ph de 0.0 a 14.= 0 con una resolución de 0.1 y una exactitud de ą 0.1 ajustándose a las características que deseamos.

Para valorar la E= lectroconductividad y Total de Solidos disueltos, utilizamos como referencia los valores del medidor comercial  TDS-EC meter (hold) este posee características que se ajustan a  nuestras necesidades: Conductividad: 0-9990 ľS /cm, TDS: 0-9990 ppm, Precisión: ą 2%.

Las lecturas del sensor de Ph, EC y TDS entregadas por el prototipo y el equipo referencial pueden observarse en la Tabla 1.

 

Tabla 1. Medición de Ph, EC y TDS con equipo referencial y Prototipo.=

No

EC REFERENCIAL TDS EC meter (hold)  =

EC PROTOTIPO

ERROR ABSOLUTO

TDS REFERENCIAL TDS EC meter (hold) =

TDS PROTOTIPO

ERROR ABSOLUTO

PH REFERENCIAL PH-009(I)A

PH PROTOTIPO

ERROR ABSOLUTO

1

792

740.20

-51.80

396

399.70

3.7

6.9

7.17

0.27

2

790

740.60

-49.40

395

399.25

4.25

6.9

7.17

0.27

3

790

737.21

-52.79

395

397.00

2.00

7.0

7.18

0.18

4

788

734.80

-53.20

394

396.80

2.80

7.0

7.17

0.17

5

788

736.00

-52.00

394

397.75

3.75

7.0

7.17

0.17

6

788

747.21

-40.79

394

400.20

6.20

7.0

7.18

0.18

7

788

741.20

-46.80

394

400.20

6.20

7.0

7.17

0.17

8

788

737.50

-50.50

394

398.25

4.25

7.0

7.18

0.18

9

788

747.80

-40.20

394

400.60

6.60

7.0

7.17

0.17

10

788

740.20

-47.80

394

399.70

5.70

7.0

7.18

0.18

 

Se eviden= cia variación en las lecturas de electroconductividad y total= de solidos disueltos, pero al ser medidas en micro Siemens y partes por millón= respectivamente,   resultan mínimas en relación a sus rangos.

= B)    Repetitividad en lectura de EC y = TDS.

Este parámetro es de suma importancia y refleja el grado de estabilidad que tienen los sensores, las pruebas se realizaron con  los sensores  inmersos en la solución q= uímica dejándolos reposar unos minutos antes de empezar a tomar las lecturas, esta= s se observan en la tabla 2.

 

Tabla 2 Repetitividad de lecturas.

 

No

PH

EC

ľS

TDS

ppm

1

7.15

32250

17415

2

7.15

32250

17415

3

7.16

32250

17418

4

7.15

32250

17412

5

7.16

32250

17418

6

7.16

32250

17416

7

7.18

32250

17416

8

7.15

32250

17416

9

7.16

32250

17417

10

7.16

32250

17417

Desviación -Estándar

0.007

3.444

2.228

Media

7.16

32248.70

17415.65

Coeficiente de Variación

0.10

0.01

0.01

 

Los resultados muestran la estabilidad= de los sensores, el coeficiente de variación no llegan al uno por ciento, sin embargo hay que hacer hincapié que dichos valores son tomados pasado algunos minutos. Como puede observarse el error al repetir varias veces la misma medida, es un valor pequeńo, además dichos datos está= n en los rangos esperados.

La figura 4 muestra el Monitor Serial de Arduino, con la repetitividad en las lecturas que entrega = el equipo diseńado.

 

&nbs= p;

Figura. 4= . Repetitividad en las lecturas tomadas desde el monitor serial de Arduino

= C)    Pruebas de Almacenamiento en Micr= o SD

A través de la programación se creó un archivo del tipo .csv por la facilidad que brin= da esta extensión para separar la información en columnas, dicha información contiene los datos de fecha, hora, valor de pH, EC y TDS. La figura 5 muest= ra el archivo cuyo contenido es la información mencionada. Este archivo puede = ser procesado en una hoja de cálculo y se puede procesar según la necesidad de información y/o como datos de investigación. 

 

Figura. 5. Archivo generado por el Prototipo=

 

= D)    Control de Bomba para dosificació= n.

Para alcanzar el objetivo de dosificar= la substancias acida, se emulo el funcionamiento de una bomba dosificadora a partir de una bomba centrifuga, para inyectar un químico líquido &nbs= p;en el seno del fluido hidropónico, para esto se requiere medir el caudal de la bomba.

Se realizaron pruebas para determinar = un caudal de la bomba centrifuga, esto se observa en la tabla 3.

 

Tabla 3. Medición caudal en bomba centrifuga.

 

Volumen 

100ml

200ml

300ml

400ml

500ml

600ml

1000ml

 

Tiempo (sg)

1=

5.70

10.88

16.35

20.65

27.23

32.93

53.98

2=

5.60

10.23

16.55

22.52

27.47

33.12

54.45

3

5.29

10.54

16.57

22.56

28.12

33.77

53.77

4

5.42

11.31

16.07

21.40

27.42

33.20

54.65

5

5.81

10.37

15.86

21.91

26.16

33.36

 

6

5.67

10.00

16.31

21.52

27.75

32.81

 

7

5.68

10.13

16.27

22.12

26.97

33.12

 

8

5.56

10.23

16.41

21.86

27.02

33.05

 

9

5.54

10.18

16.61

21.52

26.74

 

 

10

5.29

11.13

15.55

21.68

28.80

 

 

 

Delas pruebas anteriores obtenemos:

 

Media

5.5

10.6

16.23

21.9

27.15

33.17

54.21

5.43

5.425 sg /100 M= L

Media/100mL

5.30

5.41

5.48

5.43

5.53

5.42

Mediana

5.6

10.54

16.31

21.91

27.00

33.12

54.22

5.42

Mediana/100mL

5.27

5.44

5.48

5.40

5.52

5.42

 

Se determinó que la bomba cuando es alimentada con 5Vcc alcanza un volumen de 100 mL en 5,425 sg, a este valor hay que ańadirle el tiem= po correspondiente en que la substancia recorre la longitud de la manguera has= ta alcanzar a la substancia nutritiva. En nuestro caso utilizamos una manguera= de 50cm de longitud, con lo cual tenemos el tiempo que debe permanecer activad= a la bomba para llevar la sustancia niveladora de pH.

Cabe destacar que el número de pruebas= realizadas supera ampliamente las mostradas en la tabla anterior.

 

= E)    Resultados con App.

Inicialmente se creó un proyecto en la Aplicación Blynk, en este se agregaron los widg= ets LCD y Serial Terminal para visualizar en el teléfono móvil las lecturas provenientes de los sensores, se configuraron los pines necesarios de la siguiente manera: Serial Terminal el puerto virtual V6 y para  LCD el puerto virtual V5. <= span class=3DGramE>La  figura 6 m= uestra los valores de los parámetros en la aplicación del teléfono celular. <= /o:p>

 

 

 

 

 

 

 

 

 

 

Figura. 6. Datos Recibidos en App de celular=

Conclusiones.

ˇ&nb= sp;          En virtud que el Plan de Marketing liderado por el= GAD Municipal del cantón Nabón. La cual presenta la capacidad financiera para materializar las estrategias y tácticas descritas previamente. No obstante,= los beneficios derivados, más que valores de rentabilidad, se encuentra asociad= os a una perspectiva social, ya que su impacto en la población de la región dond= e se encuentra comprendido el cantón es altamente significativo, debido a varios factores.

&nb= sp;

ˇ&nb= sp;          La implementación del Plan de Marketing estratégico implica la generación de una imagen de marca positiva sobre el cantón Nabón, presentando los atractivos turísticos y las potencialidades del territorio = en cuanto a su diversidad cultural y su gastronomía autóctona, derivando una m= ayor atracción de visitantes nacionales y extranjeros, por lo que resulta impera= nte la creación de nuevos emprendimientos de servicios e infraestructura que permitan responder a la demanda creciente al respecto.

&nb= sp;

ˇ&nb= sp;          Todo ello supondría la necesidad de creación de nu= evos empleos, así como se evitaría de forma implícita la migración de la poblaci= ón del cantón Nabón hacia otras regiones de la provincia del Azuay u otros territorios, contribuyendo estos a su desarrollo económico.

&nb= sp;

ˇ&nb= sp;          Y finalmente, este nuevo escenario conduce a transformaciones en el ámbito educativo y tecnológico, relacionados con la gestión turística por parte de los diferentes grupos de interés (proveedores del servicio, población cantonal, entre otros) para así lograr cumplir con = los objetivos y las metas estratégicas que posibiliten un mayor desarrollo turí= stico.

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Muńiz, N., y Cervantes, M. (2010). Marketing de ciudades y "Place Branding". Revista de la Facultad de ciencias Económicas y Empresariales, 123-149.

Pascual, P., Santos, M., y López, J. (2014). Facto= res determinantes en el éxito del desarrollo del nuevo servicio. Tourism & Management Studies, 10(2), 67-74.

Paz y Mińo, J. (2016). La crisis bancaria de 1999:= el retorno de la plutocracia. Historia y economía, 1-21.

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Segura, S. (2015). El aporte de la actividad turís= tica y el ingreso de divisas para el Ecuador. Revista Empresarial, ICE-FEE-UCSG, 35-43.

 

 

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Para citar el artículo indexado.=

 

 

=  

Moreno F., Montejo P. & Polanco A. (2019) Sistema Automático para Cultivos Hidropónicos Domésticos, a través de= la Medición de Iones Inorgánicos.

 Re= vista electrónica Ciencia Digital 3(2), 281-291. Recuperado desde: http://cienciadigital.org/revistacienciadig= ital2/index.php/CienciaDigital/article/view/409/931

 


 

 

 

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 revist= a y, por tanto, su publicación parcial y/o total en otro medio tiene que ser autorizado por el director de la R= evista Ciencia Digital.

 

 

 

 

 



[1]   Facultad de Informática y Electrónica, Escuela Superior Politécnica de Chimborazo, C= himborazo, Ecuador, fmoreno@espoch.edu.ec

[2]    Universidad Tecnológica de la Habana José Antonio Echeverría, CUJAE. = Centro de Investigaciones en Microelectrónica, Facultad de Ingeniería Eléctrica, La Haba, Cuba, decano.tele@tesla.cujae.edu.cu

[3]    Universidad Tecnológica de la Habana José Antonio Echeverría, CUJAE. = Centro de Investigaciones en Microelectrónica, Facultad de Ingeniería Eléctrica La Haba, Cuba, alicia.polanco@cime.cujae.edu.cu

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//////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////////////////AAAAAP///wAAAP////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////wAAAAD///8AAAD///////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////8AAAD///////////////////////////8AAAD///// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////8AAAD///8AAAD///////////////8A AAD///////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////8AAAAA////AAAA//// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////////////////////////AAAAAAAAAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAA////////AAAAAAAA////////AAAAAAAAAAAAAAAA////////AAAA AAAA////AAAAAAAAAAAAAAAAAAAAAAAA////////////AAAAAAAAAAAAAAAA////////AAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA////AAAAAAAAAAAAAAAAAAAAAAAAAAAA////////AAAA ////AAAAAAAAAAAA////AAAA////AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA////////AAAAAAAA AAAAAAAAAAAA////////AAAAAAAAAAAAAAAAAAAA////AAAAAAAAAAAA////////AAAA////AAAA AAAA////AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA////AAAAAAAA //////////////////////////////////////////////////////////////////////////// ////////////////////////AAAAAP///wAAAP////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////wAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAP///////wAA AAAAAP///////wAAAAAAAAAAAAAAAP///////wAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAP// /////////wAAAAAAAAAAAAAAAP///////wAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAP// 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//////////////////////////////////////////////////////////////////////////// //////////////////////////////8AAAAA////AAAA//////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////////////////////////////////////AAAA AP///wAAAP////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////wAAAAD///8AAAD///////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //8AAAAA////AAAA//////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// AAAA//////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////AAAA////////////////////////////AAAA//////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// 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//////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////8AAAAA////AAAA//////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////////////////////////////////////AAAA AAAA//////////////////////////////////////////////////////////////////////// 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//////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /wAAAAD///8AAAD///////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////8AAAAA////AAAA//////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////////////////////AAAA//////////////// //////////////////////////////////////////////////////////////////////////// ////////////////AAAA//////////////////////////////////////////////////////// ////////////////AAAA//////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////////AAAA//////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////AAAAAP///wAAAP////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// 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//////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////8AAAAA////AAAA //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////AAAAAP///wAAAP////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////wAAAP////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////////////////////////wAAAAD/ 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//////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////wAAAAD///8AAAD///////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////8AAAAA////AAAA//////////////////////////////////////////////////////// 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//////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////8AAAAA////AAAA//////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// 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//////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////8AAAAA//// AAAA//////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////AAAAAP///wAAAP////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////////////////////wAAAP////// /////wAAAP////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////wAAAAAAAP////////////////// /////////////////////////////////wAAAP////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////////////////////////////wAA AAD///8AAAD///////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////8A AAD///8AAAAAAAAAAAD///////////8AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAD///////8A AAAAAAAAAAAAAAAAAAAAAAAAAAD///////8AAAAAAAAAAAD///8AAAAAAAAAAAAAAAD///8AAAAA AAAAAAAAAAD///8AAAD///8AAAAAAAD///8AAAD///8AAAAAAAAAAAAAAAD///8AAAAAAAAAAAAA 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//////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////8AAAAA////AAAA//////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////////////////AAAAAP///wAAAP////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////wAAAAD///8AAAD///////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////8AAAAA////AAAA//// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////AAAAAP///wAAAP////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////8AAP////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////8AAP////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////////////////////wAAAAD///8A AAD///////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////8AAAAAAAD/ //8AAAAAAAD///8AAAAAAAAAAAAAAAAAAAD///8AAAD///////////////////////////////// //////////////////////////////////////////////////////////////////////////8A AAAAAAAAAAAAAAAAAAD/////////////AAD/AAD/AAD/////AAD/////AAD/////AAD/AAD///// AAD/////////AAD/////////AAD/////AAD/AAD/////AAD/AAD/AAD/////AAD/AAD/////AAD/ ////AAD/AAD/////AAD/////AAD/////AAD/AAD/////////AAD/AAD/////////AAD/////AAD/ AAD/////AAD/AAD/////AAD/////AAD/////AAD/AAD/AAD/////AAD///////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////8AAAAA////AAAA//////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////AAAA////AAAAAAAA////AAAAAAAAAAAAAAAAAAAA AAAAAAAA//////////////////////////////////////////////////////////////////// ////////////////////////////////////////AAAAAAAAAAAAAAAAAAAA/////wAA/////wAA /wAA//////////////////////////////////////////////////////////////////////// /wAA/////wAA/////wAA/////wAA/wAA/////wAA/////wAA//////////////////////////// /////////////////////////////////////wAA/////////wAA/////////wAA/////wAA//// /////////wAA/////wAA//////////////////////////////////////////////////////// ////////////////////////////////////////////////////////////////////////AAAA AP///wAAAP////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /wAAAP///wAAAP////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////wAAAAD///8AAAD///////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //8AAAAA////AAAA//////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////////AAAAAP///wAAAP////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////wAAAAD///8AAAD///////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////8AAAAA////AAAA//////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////AAAAAP///wAAAP////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////72BT/////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////////////wAAAAD///8AAAD///// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////+9gU////+9gU+9gU////+9gU////+9 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/////////////////////////////wAAAAD///8AAAD///////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////8AAAAA ////AAAA//////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////AAAAAP///wAAAP////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /wAAAAD///8AAAD///////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////8AAAAA////AAAA//////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////AAAAAP///wAAAP////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////wAAAAD///8AAAD///////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////8AAAAA////AAAA//////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// ////////////////////////////////////////////////////////AAAAAP///wAAAP////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////////////////////////////////////////////////////wAA AAAAAP///////////////////wAAAP////////////////////////////////////////////// /////////////////////////////////wAAAP////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////////wAAAP////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// /////////////////////wAAAAD///8AAAD///////////////////////////////////////// //////////////////////////////////////////////////////////8AAAD///8AAAAAAAAA AAAAAAAAAAD///8AAAAAAAAAAAD///////8AAAAAAAAAAAAAAAAAAAAAAAD///8AAAD///8AAAAA AAAAAAAAAAD///8AAAAAAAAAAAD///8AAAAAAAD///8AAAAAAAAAAAAAAAAAAAD///8AAAAAAAAA AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAD///8AAAAAAAAAAAAAAAD///////////// 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//////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////8AAAAA////AAAA//////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// //////////////////////////////////////////////////////////////////////////// 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www.cienciadigital.o= rg

                                                 =                                                                 ISSN: 2602-8085

                        = Vol. 3, N°2, p. 98-112, abril - junio, 201 9

 EMPRENDIMIENTO  =                                                                                                      =                    Página 1 de 16

 

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