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Cálculo numérico de integrales dobles con regiones= no rectangulares<= /p>

 

 Numerical calculation of double integrals with non-rectangular regions

 

 


= 1=

Rómel Manolo Insuasti Castelo

 <= /span>

 https:/= /orcid.org/0000-0002-4170-1511 

 

 <= /span>

Escuela Superior Politécnica de Chimborazo (ESPOCH), Riobamba, Ecuador.

rinsuasti@espoch.edu.= ec =

= 2=

Javier Roberto Mendoza Castillo

 <= /span>

 https:/= /orcid.org/0000-0003-3148-0193 

 

 <= /span>

 Escuela Superior Politécnica de Chimbo= razo (ESPOCH), Riobamba, Ecuador

jmendoza@espoch.edu.e= c =

 

 

 

 

 

 

 

 

 =

 

Artículo de Investigación Científica y Tecnológica

Enviado: 12/05/2023

Revisado: 20/06/2023

Aceptado: 04/07/2023

Publicado:15/08/2023

DOI: https://d= oi.org/10.33262/concienciadigital.v6i3.1.2641         

<= span lang=3DEN-US style=3D'font-family:"Times New Roman",serif;mso-fareast-fon= t-family: "Times New Roman";color:blue;mso-ansi-language:EN-US;mso-fareast-language: ES'> <= /u>

 

 =

Cítese:

 

 

Insuasti Castelo, R. M., & Mendoza Castillo, J. R. (2023). Cálculo numérico de integrales dobles con regiones no rectangulares. ConcienciaDigital, 6(3.1), 6-20. https://d= oi.org/10.33262/concienciadigital.v6i3.1.2641

 

 

 =

CONCIENCIA DIGITAL, es una revista multidisciplinar, trimestral, que se publicará en soporte electrón= ico tiene como misión contribuir a la   formación de profesionales competentes con visión humanística y crítica que sean capac= es de exponer sus resultados investigativos y científicos en la misma medida= que se promueva mediante su intervención cambios positivos en la sociedad.&nb= sp;https://concienciadigital.org  

La revista es editada por la Editorial Ciencia Digital (Editorial de prestigio registrada en la Cámara Ecuatoriana de Libro con No de Afiliaci= ón 663) www.celibro.org.ec

 <= /u>

 

 =

Esta revista está protegida bajo una licencia Creative Commons Attribution Non Commercial No Derivatives 4.0 International. Copia de la licencia: http://creativecommons.org/licenses/by-nc-= nd/4.0/

 

Palabras claves:

Integrales dobles; aproximación numérica; region= es no rectangulares.

 =

Resumen =

Introducción: En análisis matemático en ocasiones las integrales resultan complicadas resolverlas p= or métodos de integración, por esta razón es necesario pensar en métodos numéricos para resolverlas, siempre que estas sean integrales definidas, = más aún cuando se trata de integrales dobles. El objetivo: La habilidad para resolver estas integrales depende mucho del conocimiento de solución y de la experiencia, por esta razón el presente estudio presenta una alternativa de solución por métodos numéric= os. Metodología: Una integral doble conceptualmente calcula el volumen limitado por una superficie sobre una región, la región puede ser rectangular o no rectangular. El presente est= udio resuelve indiferentemente el tipo de región, para lo cual se realiza particiones a lo largo de  e  de la r= egión, generando de esta manera una malla de puntos  dentro = de la región, los cuales se evalúan en la función , que representa la superficie, Resultados: con estos valores se resuelve en forma horizontal= la integral mediante el método de Simpson. Con el resultado de estos se resu= elve en sentido vertical con el mismo método, obteniéndose el resultado de la integral doble con excelente precisión. Conclusiones: se propone entonces un método de cálculo de integrales dobles con cálculo numérico para regiones de rectangulares o no rectangulares.

Área de estudio general: Matemática. Á= rea de estudio específica: Cálculo numérico.

&= nbsp;

Keywords:<= /span>

Double integrals; numerical approximatio= n; non-rectangular regions.<= span lang=3DEN-US style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-hei= ght: 115%;font-family:"Times New Roman",serif;mso-fareast-font-family:"Times N= ew Roman"; mso-ansi-language:EN-US;mso-fareast-language:ES'>

 =

Abstract=

Introduction. - In Mathemati= cal Analysis, integrals are sometimes difficult to solve by integration metho= ds, for this reason it is necessary to think of numerical methods to solve th= em, if these are definite integrals, even more so when it comes to double integrals. Objective: The ability to solve these integrals depends= a lot on the solution knowledge and experience, for this reason the present study presents an alternative solution by numerical methods. Methodolo= gy: A double integral conceptually calculates the volume bounded by a surface over a region, the region may be rectangular or non-rectangular. The pres= ent study solves the type of indifferently, for which partitions are made alo= ng x and y of the region, thus showing a mesh within points (x,y) of the regio= n, which are evaluated in the function f(x,y), which represents the surface,= Results: with these values the integral is solved horizontally using the Simpson method and with the result of these it is solved vertically with the same method, obtaining the result of the double integral with excellent precis= ion, Conclusions: a method of calculating double integrals  is then proposed with numerical calcu= lation for rectangular or non-rectangular regions.

&= nbsp;

&n= bsp;

&n= bsp;

&n= bsp;

Introdu= cción

La resolución de integrales definidas en ocasiones= se torna difícil al realizarlo por medio de procesos de integración convencionales, puesto que estos procesos no son aplicables y por ende la posibilidad de resolver se ve imposibilitado (Araujo, 2018), más aún si estas integrales son dobles, en donde= en donde necesariamente la integral más interna siempre debe ser realizada, pa= ra en lo posterior encontrar la integral más externa. Conceptualmente una inte= gral doble es el volumen generado por una superficie y una región que se encuent= ra en uno de los planos coordenados. La comprensión espacial de esto conlleva = un conocimiento pormenorizado de las gráficas en tres dimensiones, una vez definido el volumen se procede a calcular por métodos de integración pero e= sto en ocasiones resulta complejo. Por esta razón es necesario definir un procedimiento numérico que permita resolver dichas integrales.

Para esto se ha pensado en la utilización de integración numérica en este caso por el método de Simpson para integrales simples, que es uno de los métodos que converge rápidamente, aplicándolo en= las dos direcciones de la integral doble, obteniendo resultados con muy poco er= ror, desde luego esto dependerá del número de particiones, la metodología está desarrollada para integración doble para regiones no rectangulares, notándo= se que la aplicación es similar cuando la región es rectangular. La parte impo= rtante de la metodología propuesta es realizar una malla con valores de x e y sobr= e la región, y luego evaluar para cada uno de los puntos que se encuentran dentr= o de la región en la función correspondiente a la superficie, para luego aplicar= el método de Simpson en la dirección de x posteriormente con esto resultados c= on una nueva aplicación de Simpson, esta vez en la dirección de y calcular el valor del volumen. Es de gran importancia el cálculo numérico pues este per= mite obtener la solución por un procedimiento ordenado y preciso, lo que permite evitar contratiempos en los procesos de integración.

El objetivo de la presente investigación es resolv= er integrales dobles en regiones no rectangulares, utilizando una solución por métodos numéricos para tener una alternativa de solución general y precisa.=

Metodología

Para dar solución a esta problemática se ha desarrollado una metodología que contempla una solución numérica la cual ha sido aplicada para integrales simples como es el método de Simpson el cual = tiene una rápida convergencia, este ha sido incorporado a las integrales dobles t= eniendo en cuenta que este cálculo se realiza en dos sentidos: a lo largo de x y ot= ro a lo largo de y o viceversa. La primera integración numérica corresponde teóricamente al cálculo de áreas a lo largo de x, y la segunda integración numérica corresponde al cálculo del volumen (Rodríguez et al., 1996).

El cálculo numérico de integrales dobles esta implementado para resolver regiones no rectangulares, lo que pueden conduci= r a obtener funciones complejas para obtener el resultado por métodos de integración. Al resolverlo por integración numérica esta se simplifica nota= blemente y el cálculo de volúmenes puede ser tratado con más confianza sean cuales s= ean las funciones que limitan a la región. Se debe considerar que el concepto de que una integral siempre se calcula para estrictamente funciones algebraica= s (Wrtaques, 2012). El caso de integrales con regiones rectangulares= es un caso particular de cuando se tiene regiones no rectangulares (Strang & Herman, 2023= ).

Resultados

La metodología empleada en este estudio es la utilización de la integración numérica de integrales simples, las cuales se combinan apropiadamente para el cálculo de integrales dobles con regiones no rectangulares. Para esto se utiliza Excel como hoja de cálculo permitiendo = de esta manera las iteraciones y cálculo necesarios para converger a la respue= sta (Briones, 2015).

Una integral definida se la pueda calcular por aproximación numérica, utilizando el concepto de la integral que correspond= e al área bajo la curva respecto a un eje en un intervalo determinado, lo que implica que al calcular el área bajo la curva (función) se puede encontrar = el valor de la integral. Para esto podemos utilizar el método de Simpson el que calcula el área bajo una función utilizando sectores de parábolas que al sumarlas nos entrega el valor aproximado de la integral (Campuzano, 2016), así:

 

 

 

Figura 1=

Aproximación del área bajo= la curva por Simpson

Como se puede observar el área bajo la curva de es= te sector de parábola está dado por:

        (1)

Donde:                                                        (2)

 es la partición a lo largo del eje x de igual tamaño en el intervalo de evaluació= n de la integral

El método acepta n particiones siendo n un número = par, con esto la exactitud del cálculo es mayor, la fórmula para n particiones quedaría de la siguiente manera:

              (3)

Es importante señalar el significado geométrico de= una integral doble sobre una región .  Esto es el volumen generado por una superficie sobre una región, donde =  es la superficie sobre la región = (Villena, 2009).

         = (4)

La superficie debe comprobarse que se encuentre totalmente sobre la región a calcular, si no es así, se debe redefinir la región a partir de las secciones que se encuentran sobre el plano de la reg= ión, esto implica el conocimiento sobre graficas en tres dimensiones (Lehman, 1989). El proceso de integración de una integral doble = se lo realiza por integrales sucesivas, esto es, se debe calcular la integral = más interna para luego calcular la más externa. Esto implica que en la primera integral se debe considerar constante la variable que no se encuentra en el diferencial y lo que se calcula es el área en función de x:

         =    (5)

Si a esta área le multiplicamos por la diferencia = de  podemos encontrar el diferencial de volu= men, que al integrar en los límites del intervalo en x, encontraremos el volumen= del solido limitado.

                      (6)

De esta manera la doble integral es el volumen lim= itado por la superficie =  y la región  (Leithold, 1998).

Figura 2=

Integración a lo largo de = x

Los límites de la integral pueden cambiar de posic= ión para poder calcular el volumen, esto se puede realizar sin mayor análisis, cuando la región es rectangular. Entonces sería equivalente calcular la dob= le integral de la siguiente manera:

 

 

 

 

Figura 3

Integración a lo largo de y

        (7)

Se necesita entonces generalizar el análisis para cuando la región no es rectangular, teniéndose lo siguiente:

Figura 4

Volumen de una superficie sobre una región no rectangular

Como se puede observar en la gráfica la región no = es rectangular y más bien está limitada por dos curvas determinadas por  y  El área  se entiende varia a lo largo de y en est= e caso el valor de y es constante para calcular su valor se emplea

                    (8)<= /p>

El volumen será calculado de la siguiente manera:<= o:p>

               (9)

En este caso al cambiar el orden de las integrales= , ya no se puede intercambiar fácilmente, para hacer esto es necesario analizar correctamente como quedan los límites de las integrales, en cualquier caso estos límites deben representar en forma clara la región que se pretende calcular (Thomas, 2012).

Discusión

De lo expuesto podemos intuir que el cálculo de una integral doble por medios numéricos aproximados implica el cálculo en dos direcciones, esto es en el eje x y en el eje y. Si es del caso en el eje x encontraríamos el equivalente a las áreas cuando un valor de y es constante= , y posteriormente encontraríamos el volumen a lo largo de y, como se puede observar (Hurtado & Sánchez, 2014).

El cálculo se realiza de la siguiente manera. Se genera una malla de particiones con valores de x e y se evalúa a la función= de la superficie sobre la región a través de =  en cada punto. Tanto en él eje x como en= él y se realiza el proceso de integración por aproximación numérica utilizando el método de Simpson.

Veamos la integral doble en una sección rectangula= r, como la siguiente

         (10)

Las particiones seleccionadas son según la figura = 5.

 

 

 

 

 

 

 

 

Figura 5

 Partición de una región rectangular

Los valores de la función evaluada en los puntos de las particiones son los que parecen en la tabla 1.

                  =                                          Tabla 1

Valores de la función evaluada en la superficie

­­y.          / =      x.     

-1=

0<= /o:p>

1<= /o:p>

Simpson=

3=

-7=

-9=

-7=

2=

-4=

-6=

-4=

1=

-1=

-3=

-1=

Simpson=

-8=

-12

-8=

-21.33<= o:p>

 

Se aplica Simpson a los valores de la columna y posteriormente se evalúa la última fila con Simpson para encontrar el valor= de la integral doble (Font, 2010).

Como podemos ver el valor por aproximación es igua= l al evaluar la integral directamente.

    (11)

Veamos una integral con región no rectangular dond= e se aplique el método de cálculo aproximado:

    (12)

Donde la región está limitada por la circunferencia  <= ![if !msEquation]> .<= /span>

La grafica de la superficie sobre la región es simétrica al eje x y al eje y. Además la región es simétrica al eje x y al = eje y, determinándose de esta manera que el volumen a calcularse también es simétrico a los ejes x y, por tanto se procede a integrar solo en el octante x(+), y(+), z(+), la ecuación que permite el cálculo es:<= /p>

<= span lang=3DES-MX style=3D'font-size:11.0pt;line-height:107%;font-family:"Calibr= i",sans-serif; mso-ascii-theme-font:minor-latin;mso-fareast-font-family:Calibri;mso-fareas= t-theme-font: minor-latin;mso-hansi-theme-font:minor-latin;mso-bidi-font-family:"Times Ne= w Roman"; mso-bidi-theme-font:minor-bidi;position:relative;top:6.0pt;mso-text-raise:-= 6.0pt; mso-ansi-language:ES-MX;mso-fareast-language:EN-US;mso-bidi-language:AR-SA'= >           =     (13)

La gráfica que corresponde a la integral debe estar clara después de un análisis de las superficies que se tiene en el problema= es, para esto nos podemos ayudar de programas para graficar que ayudan a conceptualizar mejor el problema, tales como el Geogebra  (GeoGebra Team, 2023).

Figura 6

Volumen generado por dos superficies

Los cálculos de la aproximación se detallan en la tabla 2.

Tabla 2<= /b>

Número y tamaño de partici= ones

Son los intervalos de x e y

x0

0=

y0

0=

xn

3=

ym

3=

Δx=

0.188

Δy=

0.188

n=

16

m=

16

Tabla 3<= /b>

Hoja de cálculo de la inte= gral doble

REGION:

 =

VALORES DE LA FUNCIONES DE LA REGIÓN

f(x)=3D

 =

3

2.994

2.976

2.947

2.905

2.850<= /p>

2.781<= /p>

2.698<= /p>

2.598

2.480<= /p>

2.342

2.179<= /p>

1.984<= /p>

1.749<= /p>

1.452<= /p>

1.044<= /p>

0

 =

 =

 =

 =

g(x)=3D

 =

-3

0=

0

0

0

0

0

0

0

0

0

0

0

0

0

0

0

 =

 =

 =

 =

VALORES DE LA FUNCIÓN CORRESPONDIENTE A LA SUPERFICIE

 =

 =

x0

x1

x2

x3

x4

x5

x6

x7

x8

x9

x10

x11

x12

x13

x14

x15

x16

simpson horizontal

Simpson  vertical<= /span>

 =

 =

0=

0.1875<= /o:p>

0.375

0.5625

0.75

0.9375<= /o:p>

1.125

1.3125

1.5

1.6875<= /o:p>

1.875

2.0625<= /o:p>

2.25

2.4375

2.625

2.8125

3=

y16

3=

0=

0=

0

0

0

0=

0

0

0

0=

0

0=

0

0

0

0

0=

0=

0=

 =

 =

y15

2.813

0=

0.037

0.147

0.330

0.587

0.918

0

0

0

0=

0

0=

0

0

0

0

0=

0.413

 =

0.413

 =

y14

2.625

0=

0.051

0.204

0.460

0.817

1.276

1.838

2.502

0

0=

0

0=

0

0

0

0

0=

1.430

 =

 

1.430

y13

2.438

0=

0.061

0.246

0.553

0.984

1.537

2.213

3.013

3.935

4.980

0

0=

0

0

0

0

0=

3.458

 =

3.458

 

y12

2.250

0=

0.070

0.279

0.628

1.116

1.744

2.511

3.418

4.465

5.651

6.976

0=

0

0

0

0

0=

4.796

 =

 

4.796

y11

2.063

0=

0.077

0.306

0.689

1.225

1.915

2.757

3.753

4.902

6.204

7.659

9.267

0

0

0

0

0=

7.582

 =

7.582

 

y10

1.875

0=

0.082

0.329

0.741

1.317

2.058

2.964

4.034

5.269

6.669

8.233

9.962

11.856

0

0

0

0=

9.633

 =

 

9.633

y9

1.688

0=

0.087

0.349

0.785

1.395

2.180

3.139

4.273

5.581

7.063

8.720

10.551<= /o:p>

12.557

14.737

0

0

0=

13.887<= /o:p>

 =

13.887

 

y8

1.500

0=

0.091

0.365

0.822

1.461

2.283

3.288

4.476

5.846

7.398

9.134

11.052<= /o:p>

13.153

15.436

0

0

0=

14.546<= /o:p>

 =

 

14.546

y7

1.313

0=

0.095

0.379

0.854

1.517

2.371

3.414

4.647

6.070

7.682

9.484

11.476<= /o:p>

13.657

16.028

18.589

0

0=

17.427<= /o:p>

 =

17.427

 

y6

1.125

0=

0.098

0.391

0.880

1.564

2.444

3.520

4.791

6.257

7.920

9.777

11.830<= /o:p>

14.079

16.523

19.163

0

0=

17.966<= /o:p>

 =

 

17.966

y5

0.938

0=

0.100

0.401

0.902

1.603

2.505

3.607

4.909

6.412

8.115

10.019

12.123<= /o:p>

14.427

16.932

19.637

22.542

0=

24.045<= /o:p>

 =

24.045

 

y4

0.750

0=

0.102

0.408

0.919

1.634

2.553

3.676

5.004

6.536

8.272

10.212

12.356<= /o:p>

14.705

17.258

20.015

22.977

0=

24.509<= /o:p>

 =

 

24.509

y3

0.563

0=

0.104

0.414

0.932

1.658

2.590

3.730

5.076

6.630

8.391

10.360

12.535<= /o:p>

14.918

17.508

20.305

23.310

0=

24.864<= /o:p>

 =

24.864

 

y2

0.375

0=

0.105

0.419

0.942

1.674

2.616

3.767

5.127

6.697

8.476

10.464

12.662<= /o:p>

15.068

17.684

20.510

23.544

0=

25.114<= /o:p>

 =

 

25.114

y1

0.188

0=

0.105

0.421

0.947

1.684

2.632

3.789

5.158

6.737

8.526

10.526

12.737<= /o:p>

15.158

17.789

20.631

23.684

0=

25.263<= /o:p>

 =

25.263

 

y0

0=

0=

0.105

0.422

0.949

1.688

2.637

3.797

5.168

6.750

8.543

10.547

12.762<= /o:p>

15.188

17.824

20.672

23.730

27

27

27

 

 

 =

 =

 =

 

 

 =

 

 =

 =

 =

 =

 =

 =

 =

 =

 =

 =

 =

27

116.939

97.993

 =

 =

 =

 =

 =

 =

 =

 =

 =

valor exacto

43.200

valor calc.

43.171

 =

 =

 =

 =

 =

 =

43.171

 =

 

Del cálculo por aproximación se obtiene un valor de 43.171, el cual es la cuarta parte de lo calculado por lo tanto el volumen total es 4 veces este valor es decir 172.685.

Al realizar el cálculo aproximado mediante la tabl= a 3 de Excel se obtiene después de algunas comprobaciones con una partición de = 16 unidades en los dos ejes x e y, que los resultados obtenidos ofrecen una precisión considerable menor al 1% (Cortés et al., 2019)<= !--[if supportFields]>, lo que indica que el método o modelo de cálculo funciona adecuadamente.

Los valores externos de la segunda fila y columna representan los valores correspondientes a las particiones en x e y respectivamente. Los valores intermedios de la tabla 3 representan los valo= res evaluados en la función que corresponde a la superficie sobre la región, aq= uí se filtran todos los valores  que no se encuentran en la región,  con los cuales se calcula a partir de S= impson en forma horizontal, y luego con estos valores se calcula en forma vertical, también con Simpson (Chapra & Canale, 2015= ).   <= /o:p>

Los resultados obtenidos, dan una gran confiabilid= ad y permite el cálculo de integrales dobles de procesos de integración complejo= .

Conclusiones<= /b>

·      =    En la utilización del método es import= ante el conocimiento y manejo de los conceptos de integrales dobles, para determ= inar en forma correcta los límites de las integrales.

·      =    El cálculo de los valores que correspo= nde a la función se efectúa a partir de la hoja de cálculo, en la cual se debe definir correctamente la función que representa la superficie y las funcion= es que delimitan las funciones, el resto del cálculo lo hace empleando Simpson= en dos direcciones esto es en sentido horizontal y con los resultados de estos calcula en forma vertical por Simpson el valor total de la integral.

·      =    Se debe hacer notar que las funciones empleadas en el cálculo deben ser estrictamente funciones, esto en realidad corresponde al análisis de la integral doble con sus límites.

·      =    El cálculo realizado con n=3D16 entrega resultados muy cercanos a los calculados por métodos de integración o teóricos., por tal razón se acepta al método de cálculo aproximado de este estudio como una alternativa válida para el cálculo de integrales dobles.

Conflicto de intereses

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

Referencias Bibliográficas

= Araujo, F. (2018). Cálc= ulo Integral. Editorial Universal Abya-Yala. https://dspace.ups.edu.ec/bitstream/123456789/17058/1/Calculo%20integral.pd= f

= Briones, J. (2015). Guía de Microsoft Excel. Revista Plena Inclusión, 3. https://www.plenainclusion.org/wp-content/uploads/2022/02/Plena-inclusion-M= urcia.-Guia-de-Excel.pdf

= Campuzano, A. (2016). C= alculo Numérico Teoría, problemas y algunos programas con Máxima (Primera). https://repositorio.upct.es/bitstream/handle/10317/5377/isbn9788460878674.p= df

= Chapra, S., & Canale, = R. (2015). Métodos numéricos para ingenieros (Séptima Edición). = Mc Graw Hill Education. https://www.academia.edu/40452797/M%C3%A9todos_num%C3%A9ricos_para_Ingenier= os_7ma_Edici%C3%B3n_Chapra

= Cortés Rosas, J. J., González Cárdenas, M. E., Pinilla Morán, V. D., Salazar Moreno, A., & T= ovar Pérez, V. H. (2019). Aproximación numérica y errores. Revista UNAM, 1-16. https://www.ingenieria.unam.mx/pinilla/PE105117/pdfs/tema1/1_aproximacion_n= umerica_y_errores.pdf

= Font, J. (2010). Integr= ales dobles y triples (pp. 206-209). ESP Ghostscript (Ed.). https://repositori.uji.es/xmlui/bitstream/handle/10234/7274/integraldoble09= 10.pdf?sequence=3D1

= GeoGebra Team. (2023, agos= to 5). Vista 3D - GeoGebra Manual. Vista 3D - GeoGebra Manual. https://wiki.geogebra.org/es/Vista_3D

= Hurtado, N., & Sánchez= , D. (2014). Métodos numéricos aplicados a la Ingeniería. Grupo Editorial Patria. https://www.academia.edu/35215572/Metodos_Numericos_Aplicados_a_La_Ingenier= ia_4a_Nieves

= Lehman, C. (1989). Geom= etría Analítica (Decimatercera Edición). Limusa. https://www.cimat.mx/ciencia_para_jovenes/bachillerato/libros/[Lehmann]Geom= etriaAnalitica.pdf

= Leithold, L. (1998). El cálculo (Séptima Edición). Oxford University Press. http://kali.azc.uam.mx/cl= c/03_docencia/leithold.pdf

Rodríguez Gómez, G., Gil Flores, J., & García Jiménez, E. (1996). Metodología de = la investigación cualitativa. Ed. Aljibe, Málaga. https://www.researchgate.net/publication/44376485_Metodologia_de_la_investi= gacion_cualitativa_Gregorio_Rodriguez_Gomez_Javier_Gil_Flores_Eduardo_Garci= a_Jimenez

= Strang, G., & Herman, = E. (2023). Integrales dobles sobre regiones rectangulares—Cálculo volumen 3= | OpenStax. https://openstax.org/books/cálculo-volumen-3/pages/5-1-integr= ales-dobles-sobre-regiones-rectangulares

= Thomas, G. (2012). Cálc= ulo Varias Variables (Decimosegunda Edición). Pearson Educación. https://robertocastellanos.com/Libros/Calculo%20Varias%20Variables%20-%20Th= omas%2012Edicion.pdf

= Villena, M. (2009). Int= egración Múltiple (pp. 150-152). Acrobat Distiller (Ed.). https://www.dspace.espol.edu.ec/bitstream/123456789/7287/5/5-Integraci%C3%B= 3n%20M%C3%BAltiple.pdf

= Wrtaques. (2012). Funcione= s. En Funciones gráficas. PDFCreator (Ed.). http://biblio3.url.edu.gt/Libros/2012/calc/1.pdf

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