SciELO - Scientific Electronic Library Online

 
vol.8 número8Rendimiento de materia seca y concentración de fósforo de una asociación Brachiaria humidicola-Stylosanthes guianensisEmisión de gases de efecto invernadero de la fertilización nitrogenada en México índice de autoresíndice de materiabúsqueda de artículos
Home Pagelista alfabética de revistas  

Servicios Personalizados

Revista

Articulo

Indicadores

Links relacionados

  • No hay artículos similaresSimilares en SciELO

Compartir


Revista mexicana de ciencias agrícolas

versión impresa ISSN 2007-0934

Rev. Mex. Cienc. Agríc vol.8 no.8 Texcoco nov./dic. 2017

https://doi.org/10.29312/remexca.v8i8.697 

Articles

Design, construction and evaluation of a solar dryer for Ataulfo mango

Roilan Iglesias Díaz1  § 

Reynaldo Alonso José Gómez1 

Orlando Lastres Danguillecourt1 

Pascual López de Paz1 

Nein Farrera Vázquez1 

Guillermo Rogelio Ibáñez Duharte1 

1Universidad de Ciencias y Artes de Chiapas-Centro de Investigación y Desarrollo Tecnológico en Energías Renovables. Edificio 24, Libramiento Norte Poniente Núm. 1150. Ciudad Universitaria, Tuxtla Gutiérrez, Chiapas. CP. 29039. Tel. 6170440, ext. 4290. (jreynaldoalonso@gmail.com; orlando.lastres@unicach.mx; pascualdepaz@gmail.com; nein.farrera68@hotmail.com; guibdu@gmail.com.


Abstract

The design, construction and evaluation of a solar dryer for Ataulfo mango harvested in the Soconusco region in the state of Chiapas is reported. In this region, 15% of the mango is lost due to its super production and because it does not have a postharvest conservation method. For the design, the specifications of the product to be dried, the registration of the climatic conditions of the place and the experimental drying tests carried out were used in the UNICACH. The proposed methodology is based on the systematic combination of the application of the basic concepts of design and general rules of heat and mass transfer, presenting the results of these calculations in a table. The average vacuum and humidity values in the drying chamber of 5% and 45 °C respectively were obtained from the vacuum evaluation of the dryer. The average temperature of the ambient air was 25 °C and the average solar radiation of 500 W m-2. The drying time was 8 hours, drying to 8.4% from an initial humidity of 80%. The curves are presented in vacuum evaluation; In addition to the variation of weight, humidity and free moisture of the handle with respect to time. It was demonstrated that it is possible to give post-harvest treatment of the Ataulfo mango and take advantage of the one that is lost in the fields. This solar dryer design is very flexible in its operation.

Keywords: design; mango conservation; solar dehydration

Resumen

Se reporta el diseño, construcción y evaluación de un secador solar para mango Ataulfo cosechado en la región del Soconusco en el estado de Chiapas. En esta región se pierde 15% del mango ya sea por súper producción y por no tener un método de conservación poscosecha. Para el diseño se utilizaron las especificaciones del producto a secar, el registro de las condiciones climáticas del lugar y los ensayos experimentales de secado realizados en la UNICACH. La metodología propuesta se basa en la sistemática combinación de la aplicación de los conceptos básicos de diseño y reglas generales de la transferencia de calor y masa, presentándose los resultados de dichos cálculos en un cuadro. Se obtuvieron de la evaluación en vacío del secador valores promedios de humedad y temperatura del aire en la cámara de secado de 5% y 45 °C respectivamente. La temperatura promedio del aire ambiente fue de 25 °C y la radiación solar promedio de 500 W m-2. El tiempo de secado fue de 8 horas sol, secándose hasta 8.4% desde una humedad inicial de 80%. Se presentan las curvas la evaluación en vacío; además de la variación del peso, humedad y la humedad libre del mango respecto al tiempo. Se demostró que es posible dar tratamiento poscosecha del mango Ataulfo y aprovechar el que se pierde en los campos. Este diseño de secador solar es muy flexible en su funcionamiento.

Palabras clave: conservación de mango; deshidratación solar; diseño

Introduction

There is a great diversity of systems and facilities that use solar thermal energy for the conservation of agricultural products and specifically tropical fruits and one of the greatest challenges of these technologies is their design.

A review of the parameters involved in the design of solar dryers can be found in Forson et al. (2007). A design method is presented based on the characteristics of the product to be dehydrated and in experimental tests supported by general principles of thermodynamics. Saravia et al. (2008) presented a design method based on the product drying curves obtained experimentally, based on the computational calculation of the behavior of the dryer through a simulation program named SIMUSOL.

Corp (1998) in Cuba presented a graphic design method based on a nomogram, which although it only determines the fundamental parameters, such as the area of the absorber sheet, the volume of the dryer and the air flow necessary to dehydrate the material, reports advantages for its ease of use and speed of design calculation. All these methods have obtained good results in the design of solar dryers for the dehydration of agricultural products.

The Soconusco Fruit Growers Association of the state of Chiapas, Mexico revealed that Chiapas ranks sixth in mango production worldwide and the first to export Ataulfo mango to the United States of America and Canada. In this region, up to 15% of the fruit is lost due to overproduction or because it does not have good export quality. So, one of the ways to take advantage of at least one percent of this mango is by giving it a timely post-harvest treatment to be able to market it. The most appropriate treatment for its low costs and efficiency is solar drying.

Therefore, in this research aims at the design, construction and evaluation of a solar dryer for Ataulfo mango, where was used a methodology based on the laws of thermodynamics, heat and mass transfer, mathematical expressions used in designs of dryers solar and other design considerations. In addition, a vacuum evaluation (without product) of the dryer prototype and a load evaluation (with product) was carried out, which resulted in the drying curve of the Ataulfo mango. In addition, the vacuum evaluation (without product) of the dryer prototype and an evaluation with load (with product) that resulted in the drying curve of the Ataulfo mango were carried out.

It is hypothesized that the implementation of a solar dehydration system would provide the possibility of taking advantage of the Ataulfo mango that is lost in the Soconusco zone due to overproduction or lack of exportable quality and that could be marketed as a dry product in the national market.

Said dryer must carry the Ataulfo handle from its initial humidity 80% to the conservation or equilibrium of 10% and to do it with efficiency, being this a friendly technology with the environment, simple in its construction and recommendable for the post-harvest treatment of the mango.

Materials and methods

Dryer design

The design of the dryer is based on some meteorological conditions on the day of the trial and experimental characteristics of the Ataulfo mango. For the conditions of the trial day (April 21), an actinometric station was used at the Center for Research and Development of Renewable Energies (CIDTER) of the University of Sciences and Arts of Chiapas (UNICACH), where the dryer was developed solar. This station registers a large number of ambient parameters, only interested for this study the solar radiation, the ambient temperature and relative humidity, through its WatchDog Data Logger 450 recorder. This recorder includes clock and internal memory to record the time and day of the readings. Measurements were made to the variables every half hour. Registers temperatures between -20 °F to 70 °F and relative humidity between 20% to 100%, with accuracies of ±0.7 °F and ±3% respectively. Solar radiation was recorded with a pyranometer attached to it, with a range between 300 and 1100 W m-2 and an accuracy margin of ± 5%. The data that was useful for the design were.

Average solar radiation: It= 500 W m-2; average ambient air temperature: Ta= 298 K; average relative humidity of the ambient air HR= 47%. Mango data were obtained from the bibliography referenced below: initial humidity of mango: Miwb= 80% (fresh product) (Buitrago, 2014); final humidity of mango: Mfwb= 10% (equilibrium moisture) (Buitrago, 2014); density of the ataulfo mango: ρ=1 050 kg m-3 (González et al., 2015). Porosity of mango: ξ= 0.9 (Ramírez et al., 2010).

The handle goes through a pre-treatment consisting of washing, peeling and slicing. These slices are submerged in a solution with 2% citric acid to avoid oxidation, obtaining a clean initial mass of mango: Ww= 100 kg.

Calculation of the air flow required for drying

Hematian et al. (2012) stated that the increase in ambient air temperature when passing through a solar collector is:

ΔT=2β Tb-TcIt/Io 1)

Where: ΔT is the temperature difference between the air leaving the collector and the environment; β is a dimensionless parameter that is between 0.14 - 0.25 and the value of 0.2 was assumed; Tb is the boiling temperature of water at atmospheric pressure (100 ℃); Tc; is the freezing temperature of water at atmospheric pressure(0 ℃); It is the intensity of the average incident solar radiation on the collector plane and Io is the solar constant (1 367 W m-2).

The amount of water that must be extracted to the product to bring it to the final humidity is according to Forson et al. (2007).

Mw=Ww(Miwb-Mfwb)(1-Mfwb) 2)

Where: Ww is the initial mass; Miwb is the initial moisture base humidity of the mango; Mfwb is the final moisture of the wet base mango.

Forson et al. (2007) proposes that the total volume of air needed (Va), to eliminate the amount of water to the product is evaluated from the equation.

Va=MwLtRaTaCpaPaTo-Tf 3)

Where: Ra= 283 kJ kg-1 K-1 (constant of the ideal gases); Pa is the partial pressure of the dry air in the atmosphere; Cpa= 1.012 kJ kg-1 K-1 (specific heat of air at constant pressure), Tf is the average temperature of the air that comes out of the drying chamber; Lt is latent heat of evaporation. Tf= Ta + 0.25(ΔT), where: Ta a is the average temperature of the ambient air and To= 323 K (collector air output temperature) (Cengel and Boles, 2011).

The average temperature of the product during drying (Tpt)was estimated as the weighted average of the temperatures To and Ta: Tpt= 0.25(3To+Ta)= 316.5 K (Aquino et al., 2009).

Chavez (2012) proposes that the value of the latent heat of evaporation of equation (3) can be estimated by the following expression.

Lt=RgTcTblnPc105Tc-Tpt0.38Tc-Tb1.38 4)

Where: Rg is the gas constant for water vapor (461 J kg-1 K-1); Tb is the boiling point of water (373 K); Pc is the critical water pressure (22.1 MPa); Tc is the critical water temperature (647.4 K) (Hernández, 2014).

The air flow necessary for drying the product was obtained by:

G=Va/t 5)

Where: t is the time needed to dry the mango to its equilibrium moisture, according to the experimental tests it was t=8 h.

Calculation of the drying area inside the chamber

Forson et al. (2007)states that the effective area for drying (A) can be calculated by:

A=Wwph1ξ1-εv 6)

Where: ρ= density of the product in wet conditions, hl= thickness of the product layer in the tray (0.01 m); ξ= porosity of the product; εv= fraction of the empty tray determined experimentally (εv= 0.3).

The loading density of the trays is determined by:

L=ρh1ξ1-εv 7)

Calculation of the catchment area of incident solar energy

The catchment area of a solar collector is related to the efficiency of the drying system (ηs)that is given by the equation: (Duffie and Beckman, 1980).

ns=Mw LtIt Ac 8)

Where: Ac is the total catchment area; It is the energy incident on the dryer.

Determination of the drying curve

To trace the curve of the drying kinetics of a product it is necessary to measure its loss of weight at fixed intervals of time. The drying ratio was determined with the following expression (García et al., 2015; Doymaz, 2004).

DR=dM/dt 9)

DR=Mt+dt-Mt/dt 10)

DR shows the drying curve (kgagua kg-1 seco); (Mt+dt - Mt) is the variation of the mass of the product (kg) and dt is the variation of time.

Agricultural products are hygroscopic, so they always have a residual moisture content, which for each storage environment is called “equilibrium moisture” (Ekechukwu, 1999).

Description of the experiment

First a vacuum evaluation was carried out (without product) to test the thermodynamic behavior of the drying installation, where thermodynamic performance parameters of the dryer were obtained. For this evaluation, instruments that are detailed below were placed.

Thermocouples for measuring temperature, placed in: drying chamber, upper adsorber plate, lower adsorber plate, damp air outlet door of the chamber to the environment, in the product, to the air inlet to the collector and to the collector air outlet. They are “K” type thermocouples that are connected to a STEREN multimeter hook type MUL - 100 (with range up to 750 oC). Relative humidity sensor, in the drying chamber, brand HANNA HI-6838.

For the experimentation with loading (with product), a pre-preparation of the mango was carried out, consisting of washing, peeling and cutting in 0.01 m thick flakes, these were submerged in a 2% citric acid solution to avoid oxidation, so I’m ready to put it in a single layer in the dryer trays. These were built with the wire mesh background. They were allowed to drain for half an hour before placing it inside the dryer. Once the entire handle was placed inside the dryer the entire mango began recording the weight loss of a 21.2 g sample of mango with an American Weigh electronic scale. For the processing of data a personal computer was used.

Results and discussion

In the Table 1 shows the results of the solar dryer design calculations, according to the methodology described in the previous section. This is fundamentally for the calculation of the solar collection area and the effective drying area, which help to obtain the bases of the dimensioning of the dryer and to be able to make the necessary design considerations for the final proposal of the solar dryer.

Table 1 Design calculation results. 

The air flow needed to dry the handle was G= 0.042 kg s-1 and the product loading density per tray of L= 6.61 kg prod. m-2, these are amounts that are in the ranges proposed by Forson et al. (2007) and Zuluaga et al. (2010). Plate that should be G= 0.02 to 0.9 kg s-1 and the loading density per tray between the values of 5 to 18 kg prod. m-2. Buitrago (2014) in his work determined that the air flow for the drying of the control is G= 0.0115 kg s-1, something somewhat lower than the results of this investigation because the air temperature is higher and as for the loading density per tray of 5.5 kg prod. m-2, a quantity very similar to this article.

Design considerations of the solar dryer

With the results of the design calculations the type of dryer is selected and it is decided to make a dryer with two collectors one of natural convection (primary) in the lower part and one convection blanket (secondary) in the top or ceiling of the dryer. This configuration is to give you more flexibility in its operation, since this way you can work the dryer only by natural convection in places where electrical power is lacking in the network just by leaving open the compound ones (6) and in case if there is electrical energy, the dryer can use the two collectors to heat the air and only the composite ones open (6) when the air in the chamber is saturated.

In addition, this secondary collector in the ceiling of the dryer substantially reduces heat losses through the roof, where they are usually significant, even in the case that forced air does not circulate through this, also contribute to increase the thermal efficiency of the dryer as it would heat its absorber sheet and transmit that heat by natural convection to the drying chamber and thus constitutes a thermal barrier.

According to the result of the catchment area (Ac= 5.8 m2), it was decided to make a dryer with 1.5 m width, with this starting measure the areas between the two collectors were distributed. Taking into account that the heat transfer in forced fluids is more intense than in convective fluids, an area greater than 3.6 m2 (2.4*1.5 m) was assigned to the secondary collector and to the primary collector 1.25 m2 (1.5*1.5 m).

Between both they add 5.85 m2 of collection area, which represents 8.6% greater than the calculated catchment area, which is assumed as security rank. Respecting that the dryer has a width of 1.5 m and that the effective drying area is A= 15.12 m2, the dimensions of the chamber will be 1.5 m*2.3 m and height 1 m on the front and 1.65 m on the back. This guarantees the inclination of the secondary collector (ceiling of the dryer) of 18°, which gives an approximate volume of the drying chamber of 3.8 m3. With these dimensions it will be possible to accommodate 12 trays of 1.26 m2 each, with dimensions of 0.9*1.4 m, arranged in two rows of 6, separated 0.1 m between them. The general dimensions are presented in Figure 1.

Figure 1 Main dimensions of the solar dryer. 

To ensure its transportation and assembly of the mango solar dryer is built in such a way that the parts can be coupled by means of screws. The assembled parts are the two collectors, the chamber is formed by screwing the walls to a frame, the doors are assembled by the hinges. Once formed in this way, the guides for trays or tray carriers previously assembled by screws are introduced. Figure 2.

Figure 2 Photos of the solar dryer.  

To guarantee the separation of the floor and the appropriate inclination of the primary collector, a base is available in the lower part of the chamber with a height of 0.35 m. To allow access to the interior of the drying chamber, two side doors are designed in the form of two sheets.

Description of the dryer

In the Figure 3 shows a diagram of a side cut of the solar dryer. It is composed of the primary (1) and secondary (9) collector and the drying chamber (4). It also has an axial fan (7) on the back, which has the function of recirculating the air forcedly through the secondary collector and the drying chamber. The primary collector is in the lower part where the ambient air passes through it under a thermosyphonic regime. Solar energy for through the covers of both collectors (3) and (8).

Figure 3 Side cut of the solar dryer. 

In the back part there are two openings (6) for the renewal from the saturated air chamber and ambient air inlet with diameter of 0.1 m, made of 4” PVC pipes, with their plugs. The product is placed in the trays (5). The entire body of the collectors and the drying chamber is made of insulated multimide panels (2). The movement of the air inside the dryer is described with arrows.

In the Figure 4 shows the results of the vacuum evaluation of the dryer, the variation of solar radiation over time is observed with a maximum radiation value of 910 W m-2, between 1:00 pm to 2:00 pm. The average solar radiation in the hours with the highest solar incidence (10:00 and 16:00 h) is 500 W m-2, this being a very good value from the spring season in which the research was carried out (April 21, sunny day with few clouds).

Figure 4 Results of the vacuum evaluation of the dryer. 

The variation of the temperatures of the ambient air, of the air in the drying chamber and of an average of the two absorber plates of the two collectors are also appreciated. The temperature of the air (drying agent) increases during the day to the same extent that solar radiation increases. The average room temperature was 25 °C and in the drying chamber it reached 52 °C. This increase of 27 °C is very appropriate for this type of installation and suitable for the process of drying the handle. The upper absorber plate reaches maximum temperatures of 70 °C in the hours of highest radiation, this indicates that there are few heat losses in the solar collectors, a good hermeticity and a suitable design, since it is a high temperature for the spring time. These values are similar to those of Iglesias et al. (2011).

In the Figure 5 shows the variation of the relative humidity of the ambient air and inside the drying chamber as a function of time. This drops from 52% to a minimum of 1.5% (no load) at noon, according to the variation of the incident radiation. An average value of 5.5% is obtained between 10:00 and 16:00 h, a very appropriate value for drying agricultural products, since this air exhibits a great avidity for the humidity of said product.

Figure 5 Variation of the relative humidity of the air in the drying chamber and the environment.  

In the Figure 6 shows the variation of the weight of a sample of 21.2 g of Ataulfo mango on the day of experimentation. The weight begins to decrease gradually. As of 2:00 pm, the decreases are smaller, until at 5:00 pm equilibrium humidity is reached and the weight remains constant.

Figure 6 Variation of the weight of the Ataulfo mango sample. 

In the Figure 7 shows the variation of mango moisture, from its initial humidity of 80% to 8%, which is 1.6% below its equilibrium humidity, according to Buitrago (2014).

Figure 7 Variation of humidity percent of Ataulfo mango. 

As shown in Figures 6 and 7, the curves behave very similar to the curve because the product (mango) when dehydrating is losing water (moisture) and therefore weight. Since that is the process of drying, in the extraction of water from a product that is part of its mass.

A typical drying curve is obtained by plotting the free moisture content (X) (kg of water/kg of dry solids) versus the drying time as shown in Figure 8. In equation (13) the form is exposed to calculate this free moisture (Aviara et al., 2002).

Figure 8 Variation of the free humidity of the Ataulfo mango.  

X=Xt- Xeq 11)

Where: Xt is the humidity that is registered in time and Xeq is the equilibrium humidity.

Conclusions

A solar dryer prototype was designed, built and evaluated, in which the Ataulfo mango dehydration tests were carried out.

The 100 kg of mango flakes were dehydrated in a dryer with 5.8 m2 of catchment area. The drying area in the chamber is 15.12 m2 distributed in 12 trays, in each one 8.33 kg of mango was placed, this amount of mango flakes corresponds to 190 kg fresh mango since the rest is shell and seed. The mango was reduced the initial humidity of 80% to a final humidity of 8.4%, 1.6% lower equilibrium moisture reported by Ocampo (2006) of 10%.

For solar dehydration, 8 h of sun was used, obtaining a dry magician with very good organoleptic characteristics, which exceed the objectives of this article.

This type of solar dryer design is very flexible in its operation, since it can work autonomously without supplying electrical power if necessary, just by opening the ducts (6). The novelty of combining in the same installation two types of collectors one of natural circulation and another of forced circulation offers a lot of versatility and flexibility in its operation as a dehydrator of agricultural products.

These results indicate that this dryer is a real solution to take advantage of the Ataulfo mango that is lost in the area of Soconusco due to overproduction or lack of exportable quality and offers an option to market mango as a dry product in the national market; it also offers a solution to the problem addressed in this article. At the same time, it helps the economy of the command-producing families and the economic development of the region, also offering employment opportunities.

These results are valid only for the Ataulfo mango product harvested in the Soconusco area in the state of Chiapas, Mexico, under the conditions set forth herein.

Literatura citada

Aquino, L.; Rodríguez, J.; Méndez, L. y Sandoval, S. 2009. Evaluación de programas de secado para madera de chalamite (Pinus pseudostrobus). Rev. Madera y Bosques. 16(2):35-46. [ Links ]

Aviara, N. A.; Ajibola O. y Dairo, U. 2002. Termodinámica de las curvas de sorción en semilla de sésamo. 4ta (Ed.). McGraw-Hill Interamericana Editores. SA. de CV. México. 15 p. [ Links ]

Buitrago, C. A. 2014. Estudio preliminar para deshidratación solar de mango (Mangifera Indica L. var. Comun) en Colombia. Tesis de licenciatura en la Universidad Nacional Abierta y a Distancia. Bogotá, Colombia. 107 p. [ Links ]

Cengel, Y. y Boles, M. A. 2011. Termodinámica. 2da edición. Tomo I y II. Séptima edición. McGraw-Hill Interamericana Editores. SA. de CV. México, D. F. 982 p. [ Links ]

Chávez, J. 2012. Calculo del calor latente. Termodinámica experimental. Bogotá, Colombia. 1-7 pp. [ Links ]

Corp, L. S. 1998. Diseño de secadores solares. Instituto Superior Politécnico José A. Echevarría (ISPJAE). Grupo de energías renovables. Cuba energía. La Habana, Cuba. 6 p. [ Links ]

Doymaz, I. 2004. Cinética de secado de la morera blanca. Rev. J. Food Eng. 61:341-346. [ Links ]

Duffie, J. A. y Beckman, W. A. 1980. Procesos térmicos de la ingeniería solar. 2da edición. Editorial John Wiley & Sons, Interscience. EUA. 165 p. [ Links ]

Ekechukwu, O. V. 1999. Estudios de sistemas de secado solar y principios y teorías del secado. 6ta (Ed.). Convention of Energy. 40 p. [ Links ]

Forson, F. K.; Nazhab, A.; Akuffoa, F. and Rajakarunab, H. 2007. Design of mixed-mode natural convection solar crop dryers: Application of principles and rules of thumb. J. Renewable Energy. 32:2306-2319. [ Links ]

García, M.; Alvis, A. y García, C. 2015. Modelado de la cinética de secado de mango pre-tratadas con deshidratación osmótica y microondas. Rev. Biotecnol. Sector Agropecuario y Agroindustrial. 13(2):22-29. [ Links ]

González, K. D.; Daza, D.; Caballero, P. A. y Martínez, C. 2015. Valuación de las propiedades físicas y químicas de residuos sólidos orgánicos a emplearse en la elaboración de papel. Rev. Luna Azul. 43:499-517. [ Links ]

Hematian, A.; Ajabshirchi, Y. and Bakhtiari, A. A. 2012. Experimental analysis of flat plate solar air collector efficiency. Indian J. Sci. Technol. University of Tabriz, Iran: 5(8):3183-3187. [ Links ]

Hernández, G. 2014. Presión de vapor y entalpía de vaporización del agua. Universidad Nacional Autónoma de México (UNAM)- Facultad de Química. 21 p. [ Links ]

Iglesias, R.; Pantoja, J.; Moreira, J.; Farrera, N. y Ibáñez, G. 2011. Diseño de un secador solar con circulación forzada. Rev. Lacandonia. 5(11):79-88. [ Links ]

Ocampo, A. 2006. Modelo cinético del secado de la pulpa de mango. Revista EIA. Colombia. 5:119-128. [ Links ]

Ramírez, R.; Quijada, O.; Castellano, G.; Burgos, M. E.; Camacho, R. y Marin, C. 2010. Características físicas y químicas de frutos de trece cultivares de mango en el municipio Mara en la planicie de Maracaibo. Rev. Iberoam. Tecnol. Postcosecha. 10(2):65-72. [ Links ]

Saravia, L.; Saravia, D. y Sánchez, B. 2008. El diseño de secadores solares usando las curvas de secado del producto. Avances en Energías Renovables y Medio Ambiente Argentina. 11:201-207. [ Links ]

Zuluaga, J.; Cortes M. y Rodríguez E. 2010. Evaluación de las características físicas de mango deshidratado aplicando secado por aire caliente y deshidratación osmótica. Rev. Facultad de Ingeniería UCV. 25(4):127-135. [ Links ]

Received: August 2017; Accepted: October 2017

Creative Commons License Este es un artículo publicado en acceso abierto bajo una licencia Creative Commons