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Análisis multitemporal de la dinámica de cobertura= /uso de suelo de la cuenca del río Esmeraldas

Multi-temporal analysis of the land cover/use dynamics in the Esmeraldas River basin

= ¹=	Jesmar Jandry Corozo Hurta= do ⁼	<= /span>	https://orcid.org/0009-0003-0908-129X
<= /span>	Universidad Técnica Luis Vargas Torres, Estación Experimental Mutile, Esmeraldas, Ecuador. j= esmar.corozo@utelvt.edu.ec
= ²=	Patricio Alejan= dro Merino Córdova	<= /span>	https://orcid.org/0000-0001-5068-8673
<= /span>	Universidad Técnica Luis Vargas Torres, Estación Experimental Mutile, Esmeraldas, Ecuador. patricio.merino@utelvt.edu.ec=
= ³=	Byron Fabricio Estupińán Cox	<= /span>	https://orcid.org/0000-0001-6523-667X
<= /span>	Universidad Técnica Luis Vargas Torres, Estación Experimental Mutile, Esmeraldas, Ecuador. byron.estu= pinan@utelvt.edu.ec
= ⁴=	Joel <= span class=3DSpellE>Darvin Velasco Quińónez	<= /span>	https://orcid.org/0000-0001-88= 64-9557
<= /span>	Universidad Técnica Luis Vargas Torres, Estación Experimental Mutile, Esmeraldas, Ecuador. jo= el.velasco@utelvt.edu.ec

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	Artículo = de Investigación Científica y Tecnológica Enviado: = 20/01/2024 Revisado: 22/02/2024 Aceptado:= 15/03/2024 Publicado= :25/04/2024 DOI: https://doi.org/10.33262/concienciadigi= tal.v7i2.3021
	&= nbsp;
Cítese:		Corozo Hurtado, J. J., Meri= no Córdova, P. A., Estupińán Cox, B. F., & V= elasco Quińónez , J. D. (2024). Análisis multitemporal de la dinámica de cobertura/uso de su= elo de la cuenca del río Esmeraldas. ConcienciaDigital, 7(2), 178-195. https://doi.org/10.33262/concienciadigital.v7i2.3021<= /span>
		*CONCIENCIA DIGITAL,* e<= /i>s una revista multidisciplinar, trimestral, que se publicará en soporte electrónico tiene como misión contribuir a la formación de profesionales competentes con visión humanística y crítica q= ue sean capaces de exponer sus resultados investigativos y científicos en la misma medida que se promueva mediante su intervención cambios positivos e= n la sociedad. https= ://concienciadigital.org <= /span> La revista es editada por la Editorial Ciencia Digital (Editorial de prestigio registrada en la Cámara Ecuatoriana de Li= bro con No de Afiliación 663) www.c= elibro.org.ec <= /u>
		Esta revista está protegida bajo una licencia Creative Commons AttributionNonCommercialNoDerivatives 4.0 International. Copia de la licencia: http://creativecommons.org/licenses/by-nc-nd/4.0/
Palabras claves: Cuenca hidrográfica del río Esmeraldas, uso de suelo, zona antrópic= a, análisis multitemporal, proyección.		Resumen Introducción: El análisis multitemporal de la cobertura y uso de suelo= de la cuenca del río Esmeraldas se realizó para el periodo del ańo 2000 al <= /span>2022, junto con una proyección para = el ańo 2044 que fue elaborada en el software Idrisi Selva v.17 y ArcGIS 10.8. Objetivo: Analizar los cambios de cobertura y el uso del suelo de la cuenca del río Esmeraldas para el periodo del ańo 2000 al 2022 con proyección para el ańo 2044. Metodología: Para esta investigación se establecieron 2 etapas: Delimitación del área de estudio, seguido de la obtención de la información cartográfica de las coberturas y uso de suelo, las que fueron adquiridas del portal del ministerio de ambiente, agua y transición ecológica. Resultados: La tasa de cambio de cobertura y uso de suelo fue= la siguiente: Bosque -73.94%, tierra agropecuaria 12.= 68%, zona antrópica 100= .00%, Vegetación Arb y Herb -98.70%, Otras Tierras -82.48%, Cuerpo de Agua -89.21%. Conclus= ión: El análisis multitemporal demostró los cambios que tuvieron las coberturas de la cuenca del río Esmeraldas en un periodo de 22 ańos con el fin de dar a conocer como las actividades humanas influyen en los cambios de cobertura y el uso del sue= lo. Área de estudio general: Ecología y medio ambiente. Área de estudio específica: Hidrología. =
Keywords:Esmeraldas River watershed, land use, anthropic zone, multitemporal analysis, proje= ction.<= /o:p>		Abstract Introduction: The multitempora= l analysis of the land cover and land use of the Esmeraldas River basin was conducted for the period from = 2000 to 2022, along with a projection for the year 2044 that was prepared in the Idrisi Selva v.17 and ArcGIS 10.8 software. Objective: To analyze changes in land cover and land use= in the Esmeraldas River basin for the period from 2000 to 2022 with a projec= tion for 2044. Methodology: For this research, 2 stages were established: Delimitation of the study area, followed by obtaining cartographic information on land cover and use, which were acquired from the portal of= the Ministry of Environment, Water and Ecological Transition. Results: The rate of change in = land cover and land use was as follows: Forest -73.94%, Agricultural Land 12.68%, Anthropic Zone 100.00%, Arb and Herb Vegetation -98.70%, Other Land -82.48%, Water Body -89.21%. Conclusion: The multitemporal an= alysis demonstrated the changes in the coverage of the Esmeraldas River basin ov= er a period of 22 years to show how human activities influence changes in land cover and land use. General area= of study: Ecology and environment. Specific area of study: Hydrology. &= nbsp;

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Introdu= cción

En Ecuador por medio de la agricultura y la expansión de zonas urbanas se han experimentado intensos cambios de cobertura y el uso del suelo, el aumento demográfico está actuan= do directamente sobre estas áreas, porque cada vez se tienen que sacrificar más área para establecer cultivos y zonas urbanas (Pinos, 2016).

la cobertura y el uso del suelo de la cuenca hidrográfica del río Esmeraldas es un asunto de interés común debido al crecimiento demográfico que ha tenido la sociedad en los últimos ańos y como resultado de esto se ha producido variaciones entre las coberturas y uso del suelo (García, 2022).

El análisis multitemporal = es un proceso que nos permite predecir futuros escenarios y determinar como el avance de la sociedad está relacionada con la perdida de áreas naturales, E= n la actualidad con las herramientas SIG podemos realizar análisis de las cobert= uras y obtener información de los usos que tiene el suelo, al mismo tiempo se bu= sca demostrar a la sociedad que la degradación del suelo y la contaminación del= agua es un problema irreversible (Pesantez, 2015).

Según Harbaugh (1972 citado en Vásconez et al., 2019), la cuenca hidrográfica es= un área definida topográficamente, drenada por un curso de agua o un sistema conectado de cursos de agua, que dispone de una salida simple para que todo= el caudal efluente sea descargado.

La cuenca del río Esmerald= as corresponde a la vertiente del Pacífico, está formada por tres grandes afluentes como son: el río Guayllabamba, el río Blanco y el río Quinindé, c= on una superficie de 21.669 km˛. En e= sta unidad territorial drenan aproximadamente 70 ríos y numerosas quebradas. Su= cauce es navegable desde la confluencia con el río Guayllabamba hasta su desembocadura en el océano Pacífico (Reyes et al., 2022).

El presente trabajo tiene = como objetivo realizar el análisis multitemporal de la cobertura y uso de suelo = de la cuenca hidrográfica del rio Esmeraldas en el periodo de los ańos 2000 al 2022 con una proyección para el ańo 2044 utilizando los sistemas de informa= ción geográfica, a través de las herramientas Idrisi= Selva v.17 y ArcGIS 10.8, al mismo tiempo esta investigación busca dar a conocer = a la ciudadanía como las influyen actividades humanas al cambio y uso de suelo.<= o:p>

Metodología

Área de estudio

La cuenca hidrográfica del= río Esmeraldas está ubicada al noroeste de la Provincia de Esmeraldas abarca territorio de Pichincha, Santo Domingo, Imbabura, Manabí y Cotopaxi, la topografía de la cuenca hidrográfica = va desde 0 Hasta 5896 m s.n.m, ocupa el 5to lugar = en las cuencas nacionales, esta unidad territorial posee una área de 21 658.4 Km2 donde se encuentran las fuentes hídricas: el Blanco, Guayllabamba, Toachi, Pilatón y Esmeraldas, cabe destacar que el rio Esmeraldas desemboca en el o= céano Pacífico (Dorigo, 2012). =

Figura 1=

Localización de área de trabajo

= Obtención de información cartográfica

La información cartográfica de la cobertura y uso = de suelo se obtuvo del portal del ministerio de ambiente, agua y transición ecológica (MAATE), La selección de la cobertura se realizó en el mapa inter= activo del (MAATE) Procediendo a escoger la capa de cobertura y uso de suelo del a= ńo 2000 y 2022 considerando que estas coberturas están en escala 1:100 000 para luego descargarlas en formato Shapefile = para procesar la información en el software ArcGIS 1= 0.8, Una vez cargada la información en ArcGIS se pro= cedió a recortar la cobertura general con base a Shapefil= e de la cuenca del río Esmeraldas, continuando con el procesamiento de la información seleccionamos las cobe= rturas y nos dirigimos a propiedades de capa en la opción en simbología para luego en categorías colocar las coberturas que en este caso son: bosque , tierra agropecuaria, otras tierras , vegetación arbustiva y herbácea, zona antrópicas y cuerpo de agua, una vez categorizada y simbolizadas las cap= as se elaboró el mapa de coberturas y usos de suelo para el ańos 2000 y 2022.

La proyección de cobertura para el ańo 2044 se rea= lizó con las de cobertura y uso de suelo del ańo 2000 y 2022 convirtiendo los archivos de formato Shapefile a ráster para reclasificarlos y convertirlos en archivo= s de formato ASCII para procesarlos en software Idrisi selva v.17.

En el software Idrisi = selva v.17 se cargaron las capas de formato ASCII del ańo 2000 y 2022, para convertirlas archivos de formato (RST), para utilizarlas con la cadena de Márkov para realizar la predicción del cambio a futuro que puede tener la cobertura y el uso del suelo para el ańo 2044.

El análisis multitemporal se realizó comparando las coberturas del ańo 2000-2022 y la proyección del ańo 2044 con el fin de comparar los cambios de coberturas y el uso del suelo que han ocurrido en e= stos periodos de tiempo. con los resultados del procesamiento de los datos se realizó la matriz de transición con el software Excel (tabla 1), para la ma= triz de transición se asignará un código para cada cobertura teniendo en cuenta = que las filas corresponden a las coberturas del primer periodo (tiempo 1), y las columnas corresponden al segundo periodo (tiempo 2), al completar la matriz= de transición los valores de cobertura que se muestran diagonales son que no h= an sufrido cambios en este periodo de tiempo (Nińo, 2020).

Tabla 1

Matr= iz de códigos de la tabulación cruzada entre los ańos 2000-2022

Cobertura/Uso de suelo	Código	Ańo 2
Bosque	Tierra Agropecuaria	Vegetación Arb y Herb	Zona Antrópica <= /o:p>	Otras Tierras	Cuerpo de Agua
10<= /i>	20<= /i>	30<= /i>	40<= /i>	50<= /i>	60<= /i>
Ańo 1	Bosque	1	11<= /i>	21<= /i>	31<= /i>	41<= /i>	51<= /i>	61<= /i>
Tierra Agropecuaria	2	12<= /i>	22<= /i>	32<= /i>	42<= /i>	52<= /i>	62<= /i>

Tabla 1

Matriz de códigos de la tabulación cruzada entre los ańos 2000-2022 (continuación)

Cobertura/Uso de suel= o	Código<= /i>	Ańo 2
Bosque =	Tierra Agropecuaria	Vegetación Arb y Herb	Zona Antrópica	Otras Tierras	Cuerpo de Agua
10<= /i>	20<= /i>	30<= /i>	40<= /i>	50<= /i>	60<= /i>
Ańo 1	Vegetación Arb y Herb	3	13<= /i>	23<= /i>	33<= /i>	43<= /i>	53<= /i>	63<= /i>
Zona Antrópica <= /o:p>	4	14<= /i>	24<= /i>	34<= /i>	44<= /i>	54<= /i>	64<= /i>
Otras Tierras	5	15<= /i>	25<= /i>	35<= /i>	45<= /i>	55<= /i>	65<= /i>
Cuerpo de Agua	6	16<= /i>	26<= /i>	36<= /i>	46<= /i>	56<= /i>	66<= /i>

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Resultados

Cobertura vegetal y uso del suelo 2000 2022=

En la cobertura y uso de s= uelo del ańo 2000 (figura 2), se puede observar que la categoría de tierra agropecuaria fue la categoría que tenía mayor proporción para ese ańo con u= n área de 1163157.20 hectáreas, la que corresponde a 53.71% del área total de la cuenca. La segunda categoría con mayor superficie correspondió a bosque con 681048.22 hectárea, que sería el 31.45% de la superficie total, la categorí= a de vegetación arbustiva y herbácea ocupó el 3er lugar contando con 265309.25 hectáreas, que en porcentaje corresponde al 12.25% del área, la categoría z= ona antrópica en el ańo 2000 tenía 31480.92 hectáreas o 1.45% del área de la cuenca, otras tierras tuvieron un área de 11925.31 hectáreas, que en porcen= taje es el 0.55% y la categoría cuerpo de agua tuvo 0.60% del área total de la cuenca, que son 12900.76 hectáreas (tabla 2).

En la cobertura y uso de s= uelo del ańo 2022 (figura 3) se puede apreciar que la categoría de tierra agrope= cuaria continuó siendo la categoría con mayor superficie de la cuenca del río Esmeraldas, la categoría de tierra agropecuaria en 2022 tuvo una superficie= de 1310623.06 hectáreas, que corresponde a un 60.51% de las coberturas, la categoría de bosque cuenta con el 23,25% de la cobertura de la cuenca, que = son 503584.00 hectáreas, vegetación arbustiva y herbácea tuvo para el ańo 2022 261865,37 hectáreas, que seria 12.09 %. Estos datos se pueden comprobar en = la tabla 2. Siguiendo con las coberturas tenemos la zona antrópica con 68395.52 hectáreas, que corresponde al 3.16% de la superficie total, otras tierras t= ienen 9845.50 hectáreas que corresponde a 0,45% de la cuenca y la categoría de cuerpo de agua cuenta co= n 11508.21 hectáreas que es el 0.53% = del área de la cuenca.

Figura 2 = Figura 3

Cobertura y uso de suelo del ańo 2000 Cobertura y uso de suelo del ańo 2022

= Cambio de cobertura vegetal y uso del suelo 2000 2022

El cambio de cobertura par= a el periodo 2000-2022 (tabla 2), se observa que la categoría de tierra agropecu= aria tiene un cambio neto de 147465.86 hectáreas y una tasa de cambio de 12.68%,= la cobertura de bosque en 2000-2022 tuvo un cambio neto de 177464.22 hectáreas= con una tasa de cambio -73.94%, la categoría de veget= ación arbustiva y herbácea tuvo un cambio neto de 3443.88 hectáreas, con una tasa= de cambio de -98.70%, la categoría de zona antrópica tiene un cambio neto de 36914.60 hectáreas y una tasa de cambio <= /span>>100%, la cobertura de otras tierras en tiene un cambio neto de superficie 2079.81 hectáreas con una tasa de cambio de -82.56 %, cuerpo de agua tiene un cambi= o de 1392.55 hectáreas con una tasa de -89.21% (tabla 2 y figura 4).

Tabla 2<= /b>

Cambio de cobertura y uso de suelo ańo 2000-2022=

Categoría=

Bosque

Tierra Agropecuaria

Vegetació= n Arb y Herb

Zona Antrópica

Otras Tie= rras

Cuerpo de Agua

Cobertura= y uso de suelo ańo 2000 (Ha)

681048.22=

1163157.2= 0

265309.25=

31480.92<= o:p>

11925.31<= o:p>

12900.76<= o:p>

Cobertura= y uso de suelo ańo 2022 (Ha)

503584.00=

1310623.0= 6

261865.37=

68395.52<= o:p>

9845.50

11508.21<= o:p>

Tabla 2<= /b>

Cambio de cobertura y uso de suelo ańo 2000-2022= (continuación)

Categoría=

Bosque

Tierra Agropecuaria

Vegetació= n Arb y Herb

Zona Antrópica

Otras Tie= rras

Cuerpo de Agua

Cambio neto entre 2000-2022 (Ha)

177464.22=

147465.86=

3443.88

36914.60<= o:p>

2079.81

1392.55

Tasa de cambio (%)

-73.94%

12.68%

-98.70%

100.00%

-82.56%

-89.21%

Figura 4                                                  =                               Figura 5

Tasa de cambio 2000-2022 =                                       Cambio o persistencia 2000-2022

Perdida y ganancia de cobertura y uso de suelo 2000-2022

Los resultados de la tabla 3, corresponde a la mat= riz de transición del ańo 2000-2022, Las superficies que se muestran en la fila= de tiempo 1 (2000), corresponde perdida superficie de las siguientes categoría= s: Bosque ha perdido en 22 ańos 221570.10 hectáreas, la categoría de tierra agropecua= ria ha perdido 106354.80 hectáreas, vegetación arbustiva y herbácea 48680.50 hectáreas, la categoría de zona antrópica no ha perdido superficie 0.00 hectáreas, la categoría de Otras tierras perdió una superficies de 5288.90 hectáreas y cuerpos de agua perdió una superficie de 4020.20 hectáreas. Las superficies de la columna tiempo 2 (2022) correspond= en las Ganancia que han tenido las siguientes categorías: Bosque ha ganado 441= 13.20 hectáreas, Tierra agropecuaria 253822.30 hectáreas, vegetación arbustiva y herbácea, 47103.76 hectáreas, zona antrópica 36914.60 hectáreas, otras tier= ras 1332.96 hectáreas y cuerpo de agua gano 2667.64 hectáreas.

Tabla 3<= /b>

Matriz de códigos de la tabulación cruzada entre los ańos 2000-2022

Cobertura / Uso suelo

Tiempo 2 (2022)

Bosque

Tierra Agropecuaria

Vegetació= n Arb y Herb

Zona Antrópica

Otras Tie= rras

Cuerpo de agua

Tiempo 1 (2000)

Bosque

459478.10

208204.20=

11094.20<= o:p>

1836.60

223.30

211.90

Tierra Agropecuaria

40460.90<= o:p>

1056802.40

31419.60<= o:p>

31621.70<= o:p>

551.30

2301.40

Vegetació= n   Arb y Herb

3507.30

41249.50<= o:p>

214761.60

3283.70

551.30

88.80

Zona Antrópica

0.00=

0.00=

0.00=

31480.90

0.00=

0.00=

Otras Tie= rras

92.50

683.50

4452.10

35.20

6636.50

25.60

Cuerpos de Agua

52.60

3685.20

137.80

137.50

7.10=

8880.60

Total 200= 0

681048.20=

1163157.2= 0

263442.10=

31480.90<= o:p>

11925.30<= o:p>

12900.80<= o:p>

Total 202= 2

503591.30=

1310624.7= 0

261865.40=

68395.50<= o:p>

7969.40

11508.20<= o:p>

Perdida

221570.10=

106354.80=

48680.50<= o:p>

0.00=

5288.90

4020.20

Ganancia =

44113.20<= o:p>

253822.30=

47103.76<= o:p>

36914.60<= o:p>

1332.96

2627.60

Figura 6

Perdida - ganancia cobertu= ra y uso de suelo 2000-2022

Cobertura vegetal y uso del suelo 2022 -2044

En la cobertura y uso de s= uelo del ańo 2022 se puede observar que la categoría de tierra agropecuaria es l= a superficie que se encuentra en mayor proporción con un área de 1310623,06 hectáreas, q= ue corresponde al 60.51 % del área de la cuenca. La segunda categoría con mayor área son los bosques con 503584.00 hectárea que corresponde a un 23.25% de = la superficie total. En 3er lugar está la categoría de vegetación arbustiva y herbácea con 261865.37 hectáreas, que en porcentaje corresponde al 12.09% d= el área.                 En 4to lugar = está la categoría zona antrópica con 68395.52 hectáreas o 3.16% del área total d= e la cuenca, categoría de otras tierras tiene un área de 9845.50 hectáreas que s= ería 0.45% del área total, y la cobertura de cuerpo de agua tiene el 0.53% de ár= ea total que en hectáreas sería de 11508= .21 (tabla 4).

En la cobertura y uso de suelo del ańo 2044 se puede apreciar que el 1er lugar lo tend= rá la categoría de tierra agropecuaria con una superficie para el 2044 de 1294589.49 hectáreas, q= ue corresponderá al 59.77 % del área; el 2do lugar lo tendrá la categoría de bosque que contará con 411372.71 hectáreas, que corresponde al 18.99%; 3er lugar lo tendrá la categorí= a de vegetación arbustiva y herbácea que contará p= ara el ańo 2044 con 288465.83 hectáreas, que en porcentaje seria 13.31%, datos que= se pueden comprobar en la tabla 4. En 4to lugar esta las coberturas de zona antrópica con 147758.47 hectáreas, que corresponde al 6.92 % del área de la cuenca, la categoría de otras tierras tendrá 9672.86 hectáreas, esta superf= icie corresponde a 0.44 % del área de la cuenca, la categoría de cuerpo de agua tendrá 13962.30 hectáreas, que en porcentajes es 0.64% del área total de la cuenca del río Esmeraldas para el ańo 2044.

Figura 7                                                         Figura 8

Cobertura y uso de suelo del ańo = 2022         Cobertura y uso de suelo del ańo = 2044

=

Cambio de cobertura vege= tal y uso del suelo 2022 2044

El cambio de cobertura para el periodo 2022-2044 (= tabla 4), se observa que la categoría de tierra agropecuaria tendrá un cambio neto de 16033= .57 hectáreas y una tasa de cambio de -98.7= 8%, en la cobertura de bosque se logra apreciar que del 2022-2044 disminuirá 92211= .28 hectáreas con una tasa de cambio -81.69%, la categoría de vegetación arbustiva y herbácea reducirá 26600.46 hectáreas con una tasa de cambio de 10.16%, en la categoría de zona antrópica tiene un cambio de 79362.95 hectáreas y una tasa de cambio del 100%, la cober= tura de otras tierra hará un cambio de superficie para 2044 de 172,64 hectáreas = con una tasa de cambio de -98.25%, cuerpo de agua tendrá un cambio de 2454.09 hectáreas con una tasa de 21.32% (figura 9 y 10).

Tabla 4<= /b>

Cambio de cobertura y uso = de suelo ańo 2022-2044

Cat= egoría

Bos= que

Tie= rra Agropecuaria

Veg= etación Arb y Herb

Zona Antrópica

Otr= as Tierras

Cue= rpo de Agua

Cob= ertura y uso de suelo ańo 2022 (Ha)

503584,00<= /span>

1310623,06=

261865,37<= /span>

68395,52

9845,50

11508,21

Cob= ertura y uso de suelo ańo 2044 (Ha)

411372,71<= /span>

1294589,49=

288465,83<= /span>

147758,47<= /span>

9672,86

13962,30

Cam= bio neto entre 2022-2044 (Ha)

92211,28

16033,57

26600,46

79362,95

172,64

2454,09

Tas= a de cambio

-81,69%

-98,78%

10,16%

100,00%

-98,25%

21,32%

Figura 9         =                                                Figura 10

Tasa de cambio (%) 2022-2044                    Cambio o persistencia 2022-204= 4



Perdida y ganancia de cobertura y uso de suelo 2022-2044

Los resultados que se observan en el (tabla 5), corresponde a la matriz de transición del ańo 2022-2044, las superficies qu= e se muestran en la fila de tiempo 1 (2022), corresponde a la superficie de la siguientes categorías: bosque perderá en 22 ańos 156973.98 hectáreas, la categoría de tierra agropecuaria perderá en 2044 187852.35 hectáreas, vegetación arbustiva y herbácea perderá 35052.43 hectáreas, zona antrópica perderá 11360.99 hectáreas, la categoría de otras tierras perderá una super= ficies 4753.13 hectáreas, cuerpos de agua perderá una superficie de 8498.17 hectár= eas. Las superficies que se observa en la columna de tiempo 2 (2044) corresponde= n las ganancias que han tenido las siguientes categorías: bosque ganara en 22 ańos 65442.26 hectáreas, tierra agropecuaria ganara 171617.48 hectáreas, vegetac= ión arbustiva y herbácea 61447.89 hectáreas, zona antrópica ganara 90525.45 hectáreas, otras tierras ganara 4640.75 hectáreas y cuerpo de agua ganara 10817.21 hectáreas. Con base a la proyección realizado de la perdida y gana= ncia de cobertura y uso de suelo para el ańo 2044, teniendo en cuenta que los resultados obtenidos del cambio de uso de suelo son escenarios son preocupa= ntes porque en 22 ańos desaparecerá una gran superficie de los bosques por los aumentos demográficos. Según Mieles & Jaramillo (2020), un descontrolado aumento demográfico lleva a la desforestación del bosque con el objetivo de obtener madera para construcciones, áreas para tierras de pastoreo o actividades agrícolas.

Tabla 5

Matriz de transición de las categorías de uso de suelo entre 2022- 2044

Tiempo 2 (2044)

Cobertura / Uso suelo

Bosque

Tierra Agropecuaria

Vegetació= n Arb y Herb

Zona Antrópica

Otras Tie= rras

Cuerpo de agua

Tiempo 1 (2022)

Bosque

343675,58<= /span>

138906,56

11856,04

4879,03

125,48

1206,88

Tierra Agropecuaria

59275,96

1119268,24=

42746,29

77486,17

1033,13

7310,79

Vegetació= n Arb y Herb

4487,00

20740,45

224194,54<= /span>

7545,50

1949,95

329,53

Zona Antrópica

1050,33

4107,85

2711,36

56756,52

1532,19

1959,26

Otras Tie= rras

85,81

1031,12

3610,67

14,78

4819,90=

10,75

Cuerpos de Agua

543,16

6831,51

523,54

599,96

0,00

3000,19=

Total 200= 0

500649,56

1307120,59

259246,97

68117,51

9573,03

11498,36

Total 202= 2

409117,84

1290885,72

285642,44

147281,96

9460,65

13817,40

Perdida

156973,98

187852,35

35052,43

11360,99

4753,13

8498,17

Ganancia =

65442,26

171617,48

61447,89

90525,45

4640,75

10817,21

Figura 11

Perdida o ganancia cobertura y us= o de suelo 2022-2044

=

= Discusión

El análisis multitemporal de la cobertura y uso de suelo de la cuenca del río Esmeraldas permitió conocer, que la cuenca del r= ío Esmeraldas en el ańo 2000 tuvo una superficie de 681048.22 hectáreas de bos= que, que para el 2022 fue de 503584.00 hectáreas, por lo tanto tuvo un cambio ne= to de 177464.22 hectáreas, estos resultados representan un caso preocupante po= r la pérdida de bosque teniendo en cuen= ta los que mencionó García (2016), los bosques tienen gran importancia en la segur= idad alimentaria, por el motivo que son parte esencial para reservar alimentos p= ara cubrir las necesidades alimentarias en el futuro, al afectar nuestros bosques en consecuencia tendremos que m= igrar a otras tierras fértiles y con disponibilidad de agua con el fin de cubrir nuestras necesidades esenciales = pero debemos recordar que la búsqueda de= otras tierras por causa de las desforestación y desertificación son situaciones c= ada vez más comunes a la que nos enfrentamos si no tomamos las debidas precauci= ones al manejar los bosques (Falc= ón, 2014).
La categoría de tierra agropecuaria al contrario d= el bosque ha aumento la superficie de 1163157.20 hectáreas en el ańo 2000 a 1310623.06 hectáreas para el ańo 2022. Cuando nos referimos al uso de la tierra se con= oce que cada vez se necesita más superficie para la producción agropecuaria, pe= ro debemos tener en cuenta que el sector agropecuario en Ecuador es esencial p= ara la economía del país por el motivo de que representa el 29,4% la población económicamente activa (Pino et al. 2018).

La categoría zona antrópica en 22 ańos pasaron a t= ener 31480.92 hectáreas a 68395.52 hectáreas, por tanto dentro de las categorías= de coberturas y usos de suelo considero que estas tres son las que tienen mayor influencia en los cambio de coberturas y uso de suelo que se dan en la cuen= ca del Río Esmeraldas, por el motivo que los porcentajes de desforestación de bosq= ue que se han dado el Ecuador están ligados en un 99,4% a la transformación de bosque en áreas agropecuaria, 0,37% a la creación de infraestructuras, zonas urbanas, zonas rurales y 0,37% a otros (Sierra, 2013). A medida que la soci= edad aumenta los bosques pierdan superficie y las tierras agropecuarias y antróp= icas aumenta su área, por otra parte considero que las categorías analizadas como son: vegetación arbustiva y herbácea, otras tierras y cuerpos de agua no ti= ene gran influencia en los cambios de categoría y uso de suelo de la cuenca del= río Esmeraldas.

La pérdida de superficie de la cobertura y uso de suelo se realizó comparando las coberturas del periodo 2000-2022, según el análisis multitemporal tenemos que los bosques perdieron 221570.13 hectárea= s, tierras agropecuarias 106354,82 hectáreas, vegetación arbustiva y herbácea 48680.46, zona antrópica no perdió superficie, la categoría otras tierras perdió 5288= .86 hectáreas y cuerpo de agua perdió 4020,19 hectáreas estos resultados se obtuvieron por medio de la matriz de transición dado que en un análisis de cobertura/ uso de suelo la matriz de transición identifica los cambios o la persistencia de cada una las coberturas considerando que es una metodología donde se comparan dos mapas o coberturas de diferentes periodos (García, 20= 16). Analizando las coberturas 2000 y 2022 donde se obtuvieron los resultados de perdida de suelo, considerando que el análisis está en un intervalo de 22 a= ńos, la sociedad ha influido en las coberturas y el uso suelo se sabe que la población que se encuentra dentro de esta cuenca aprovecha los recursos que ofrece la cuenca, pero al mismo tiempo la población está produciendo afectacion= es que pueden ser irreversibles para la c= uenca hidrográfica como menciona Blacio (2015), la contaminación de las cuencas hidrográficas = se produce por la gestión inadecuada de los desechos humanos, acumulación de aguas residuales, agroquímicos, el sector minero, falta de un sistema de potabilización del agua para el consumo humano y falta de progra= mas de educación ambiental para mitigar la contaminación cuencas hidrográficas.=

Las ganancias de superfici= e de la cobertura para el periodo 2000-2022 según el análisis multitemporal tene= mos que los bosques ganaron 44113.19 hectáreas, tierras agropecuarias 253822.30 hectáreas, veg= etación arbustiva y herbácea 47103.76, zona antrópica gano 36914= .60, la categoría otras tierras gano 1332.96 hectáreas y cu= erpo de agua 2627.64 hectáreas. En = este caso se puede notar que la cobertura de bosque, vegetación arbustiva y herbácea, otras tierra y cuerpo de agua han perdido más área de la que gana= ron, pero en el caso de tierra agropecuaria y zonas antrópica ganaron más área d= e lo que perdieron considerando que los asentamientos humanos han provocado afectaciones en el uso del suelo, los habitantes de las cuencas hidrográfic= as al construir sus viviendas cerca de los pozos de agua y los productores agrícolas que construyen en estas zonas sistemas de riego para los sembríos= por sus actividades pueden provocar degradación del suelo, a su vez afectacione= s a la flora y fauna (Pérez & Oviedo, 2019). Por lo tanto, tierra agropecua= ria y zona antrópica son las coberturas que más beneficiadas los cambio que se producen en la cuenca.

La proyección del 2044 se realizó con las cobertur= as del 2000 y 2022 proyectándolo para= el 2044 las categorías y uso de suelo tendrán las siguientes superficies: tier= ra agropecuaria tendrá 1294589.49 hectáreas, los bosque tendrán 411372.71 hectáreas, vegetación arbustiva y herbácea contara para el ańo 2044 con 288= 465.83 hectáreas también tendremos la zona antrópica con 147758.465 hectáreas, “ot= ras tierras” tendrá 9672,858 hectáreas y cuerpo de agua tendrá 13962.299, esta proyección para el 2044 es preocupante porque en 22 ańos según la proyección se perderán 156973.98 hectáreas de bosque = por lo tanto tendremos problemas grabes con las áreas naturales, por este motivo e= n la actualidad el territorio es uno de elementos más importantes por esta razón= los recursos naturales que hay dentro de este territorio se pueden aprovechar c= on la condición de que no se afecte la sostenibilidad de lo contrario se podría producir incr= emento descontrolado en el cambio y uso de suelo, crisis alimentarias, contaminaci= ón y desforestación (Vidal, 2023).

= Conclusión

·      =    En el estudio multitemporal se demostr= ó y se proyectó el cambio que tendrán la cobertura / uso de suelo de la cuenca = del rio Esmeraldas en periodos de 22 ańos, 2000-2022, 2022-2044 para comprobar = como las actividades influyen en los cambios de cobertura, esto se respaldaron c= on los mapas realizados en Arcgis y con la proyecc= ión con software Idrisi v17, lo cual permitió model= ar para el 2044 la cantidad de hectáreas que tendrá cada categoría de cobertura/uso de suelo.

·      =    El estudio se realizó con la ayuda de = los (SIG) sistemas de información geográficos que son herramientas que cada día= van teniendo mayor importancia para la ingeniería y otra área las cuales se encargan del estudio de la tierra.

·      =    Este estudio también tiene como objeti= vo para demostrarle a la sociedad como las cuencas hidrográficas puede cambiar= a medida que pasa el tiempo y por las actividades que realizan los habitantes= .

Conflicto de intereses

Los autores declaran que no existe conflicto de intereses en relación con el artículo presentado.

= Referencias Bibliográficas

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Dorigo<= /span> Bravo, L. (2012). Técnicas regionales hidrológicas para la estimación de caudales máximos aplicadas a = la cuenca del río Esmeraldas [Tesis de pregrado, Universidad Santia= go de Guayaquil, Guayaquil, Ecuador].

Falcón García, O. (2014). Diná= mica de cambio en la cobertura uso del suelo, en una región del estado de Quinta= na Roo, México: el impacto de las políticas gubernamentales sobre el manejo forestal comunitario [Tesis de maestría, Universidad Nacional Autónoma = de México, México]. http://132.248.9.195/ptd2014/enero/0707773/0707773.pdf

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ISSN: 2600-5859<= /span>

Vol. 7 No. 2, pp. 178 – 195, abril= - junio 2024

=

www= .concienciadigital.org

Estado del Arte Página 178 | 195

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Categoría=	Bosque	Tierra Agropecuaria	Vegetació= n Arb y Herb	Zona Antrópica	Otras Tie= rras	Cuerpo de Agua
Cobertura= y uso de suelo ańo 2000 (Ha)	681048.22=	1163157.2= 0	265309.25=	31480.92<= o:p>	11925.31<= o:p>	12900.76<= o:p>
Cobertura= y uso de suelo ańo 2022 (Ha)	503584.00=	1310623.0= 6	261865.37=	68395.52<= o:p>	9845.50	11508.21<= o:p>

Cobertura / Uso suelo	Tiempo 2 (2022)
Bosque	Tierra Agropecuaria	Vegetació= n Arb y Herb	Zona Antrópica	Otras Tie= rras	Cuerpo de agua
Tiempo 1 (2000)	Bosque	459478.10	208204.20=	11094.20<= o:p>	1836.60	223.30	211.90
Tierra Agropecuaria	40460.90<= o:p>	1056802.40	31419.60<= o:p>	31621.70<= o:p>	551.30	2301.40
Vegetació= n Arb y Herb	3507.30	41249.50<= o:p>	214761.60	3283.70	551.30	88.80
Zona Antrópica	0.00=	0.00=	0.00=	31480.90	0.00=	0.00=
Otras Tie= rras	92.50	683.50	4452.10	35.20	6636.50	25.60
Cuerpos de Agua	52.60	3685.20	137.80	137.50	7.10=	8880.60
Total 200= 0	681048.20=	1163157.2= 0	263442.10=	31480.90<= o:p>	11925.30<= o:p>	12900.80<= o:p>
Total 202= 2	503591.30=	1310624.7= 0	261865.40=	68395.50<= o:p>	7969.40	11508.20<= o:p>
	Perdida	221570.10=	106354.80=	48680.50<= o:p>	0.00=	5288.90	4020.20
	Ganancia =	44113.20<= o:p>	253822.30=	47103.76<= o:p>	36914.60<= o:p>	1332.96	2627.60

Cat= egoría	Bos= que	Tie= rra Agropecuaria	Veg= etación Arb y Herb	Zona Antrópica	Otr= as Tierras	Cue= rpo de Agua
Cob= ertura y uso de suelo ańo 2022 (Ha)	503584,00<= /span>	1310623,06=	261865,37<= /span>	68395,52	9845,50	11508,21
Cob= ertura y uso de suelo ańo 2044 (Ha)	411372,71<= /span>	1294589,49=	288465,83<= /span>	147758,47<= /span>	9672,86	13962,30
Cam= bio neto entre 2022-2044 (Ha)	92211,28	16033,57	26600,46	79362,95	172,64	2454,09
Tas= a de cambio	-81,69%	-98,78%	10,16%	100,00%	-98,25%	21,32%

Tiempo 2 (2044)
Cobertura / Uso suelo	Bosque	Tierra Agropecuaria	Vegetació= n Arb y Herb	Zona Antrópica	Otras Tie= rras	Cuerpo de agua
Tiempo 1 (2022)	Bosque	343675,58<= /span>	138906,56	11856,04	4879,03	125,48	1206,88
Tierra Agropecuaria	59275,96	1119268,24=	42746,29	77486,17	1033,13	7310,79
Vegetació= n Arb y Herb	4487,00	20740,45	224194,54<= /span>	7545,50	1949,95	329,53
Zona Antrópica	1050,33	4107,85	2711,36	56756,52	1532,19	1959,26
Otras Tie= rras	85,81	1031,12	3610,67	14,78	4819,90=	10,75
Cuerpos de Agua	543,16	6831,51	523,54	599,96	0,00	3000,19=
Total 200= 0	500649,56	1307120,59	259246,97	68117,51	9573,03	11498,36
Total 202= 2	409117,84	1290885,72	285642,44	147281,96	9460,65	13817,40
Perdida	156973,98	187852,35	35052,43	11360,99	4753,13	8498,17
Ganancia =	65442,26	171617,48	61447,89	90525,45	4640,75	10817,21