<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article  PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article"><front><journal-meta><journal-id journal-id-type="publisher-id">IJMNTA</journal-id><journal-title-group><journal-title>International Journal of Modern Nonlinear Theory and Application</journal-title></journal-title-group><issn pub-type="epub">2167-9479</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/ijmnta.2014.33009</article-id><article-id pub-id-type="publisher-id">IJMNTA-47822</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>ENGINEERING</subject><subject>PHYSICS &amp; MATHEMATICS</subject></subj-group></article-categories><title-group><article-title>Dehydration of Agro Products in a Hybrid Solar Dryer Controlled through a Fuzzy Logic System</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Alejandro</surname><given-names>Reyes</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Francisco</surname><given-names>Cubillos</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>Andrea</surname><given-names>Mahn</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>José</surname><given-names>Vásquez</given-names></name><xref ref-type="aff" rid="aff1"><sup>1</sup></xref></contrib></contrib-group><aff id="aff1"><addr-line>Departamento de Ingeniería Química, Universidad de Santiago de Chile, Santiago, Chile</addr-line></aff><author-notes><corresp id="cor1">* E-mail:<email>alejandro.reyes@usach.cl(AR)</email>;</corresp></author-notes><pub-date pub-type="epub"><day>14</day><month>07</month><year>2014</year></pub-date><volume>03</volume><issue>03</issue><fpage>66</fpage><lpage>76</lpage><history><date date-type="received"><day>25</day>	<month>May</month>	<year>2014</year></date><date date-type="rev-recd"><day>22</day>	<month>June</month>	<year>2014</year>	</date><date date-type="accepted"><day>3</day>	<month>July</month>	<year>2014</year></date></history><permissions><copyright-statement>&#169; Copyright  2014 by authors and Scientific Research Publishing Inc. </copyright-statement><copyright-year>2014</copyright-year><license><license-p>This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/</license-p></license></permissions><abstract><p>
	Drying is one of the most energy-intensive processes in agro-products industry.
For this reason, using solar energy appears as an attractive not polluting alternative
to be used in drying processes. However, the daily and seasonal fluctuations in
the radiation level require using energy accumulators with phase change materials
(paraffin wax), to have a continuous drying processes. In hybrid solar dryers with
energy accumulation system, a control system is essential to coordinate the control
valves that allow the income of air that comes from the solar panel or from the
energy accumulator. In this work, we implemented an advances multivariable control
system that uses fuzzy logic in the hybrid solar dryer. The dryer includes an energy
accumulator panel with paraffin wax as phase change material. The input variables
were ambient temperature and solar radiation, both not controllable. The controlled
variables were the opening level of the solar panel and accumulator energy valves.
The control program consisted in an algorithm implemented with the “Fuzzy” toolbox
in Matlab. Data were acquired with OPTO 22. The control system performed adequately
when used to dehydrate mushroom slices and plums. Closing or opening the respective
valves as a response to the variations of solar radiation and ambient air temperature
allowed optimizing the use of solar energy.


	 
</p></abstract><kwd-group><kwd>Hybrid Solar Dryer</kwd><kwd> Fuzzy Logic</kwd><kwd> Control System</kwd><kwd> Mushroom</kwd><kwd> Plums</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><sec id="s1_1"><title>1.1. Drying of Agro-Products</title><p>The main goal of drying of foodstuff is to reduce the moisture content of the solid up to a level where microbial growth and enzymatic reactions are minimum. Agro-products represent a significant part of the seasonal crops. In order to extend their shelf life, drying is a mayor technology; however, it implies high energy consumption [<xref ref-type="bibr" rid="scirp.47822-ref1">1</xref>] . The energy necessary for drying usually comes from fossil fuels, whose price is continuously rising. Drying consists in heat transfer from the heating source to the humid substrate, resulting in water transfer from the inner of the substrate to the surface, and then to the surrounding air [<xref ref-type="bibr" rid="scirp.47822-ref2">2</xref>] . The heat and mass transfer rates are closely related with the flow rate, temperature and relative humidity content of the drying air [<xref ref-type="bibr" rid="scirp.47822-ref3">3</xref>] .</p></sec><sec id="s1_2"><title>1.2. Solar Drying</title><p>Solar drying is the use of solar radiation as unique or partial energy source, in a drying process. Since ancient time, humanity used solar radiation to dehydrate and preserve food, initially by exposing directly the products to the sun. Using solar energy reduces the energy cost and additionally the CO<sub>2</sub> emission. In solar drying, the dry- ing rate depends on non controllable external factors such as solar radiation, ambient air temperature, wind speed and relative humidity of the air. Besides it depends also on the substrate characteristics such as initial moisture content, physical properties and surface exposed to the drying air [<xref ref-type="bibr" rid="scirp.47822-ref4">4</xref>] . Direct exposure to sun is a very simple drying method, but does not allow managing the weather conditions, and therefore does not yield homo- geneous and adequate quality products. In addition, since foods are exposed to radiation without any shield, contamination with insects, dust and microorganisms is frequent [<xref ref-type="bibr" rid="scirp.47822-ref3">3</xref>] . Some of those disadvantaged can be avoided with indirect solar dryers, where heating of the drying air occurs by passing through a solar panel and then coming in a drying chamber. Nevertheless the hindrance of solar radiation variations remains.</p><p>Solar dryers have lower operation costs with respect to conventional dryers, being an economically feasible alternative to conventional drying systems [<xref ref-type="bibr" rid="scirp.47822-ref5">5</xref>] . Using solar energy in a drying process of agroproducts can result in a reduction in energy consumption between 27% and 80%, depending on the type of dryer and the meteoro- logical conditions [<xref ref-type="bibr" rid="scirp.47822-ref6">6</xref>] -[<xref ref-type="bibr" rid="scirp.47822-ref8">8</xref>] .</p><p>Optimization of the cost associated to the usage of solar dryers requires an analysis of the local sola radiation, temperature and air relative humidity. The optimal drying period is of 8 hours for drying temperatures between 30˚C and 70˚C [<xref ref-type="bibr" rid="scirp.47822-ref9">9</xref>] .</p><p>Smitabhindu [<xref ref-type="bibr" rid="scirp.47822-ref10">10</xref>] calculated the annual cost of drying per dry product unit (banana), optimizing of the geometry and operational parameters of the drying system aiming to minimize the drying cost.</p></sec><sec id="s1_3"><title>1.3. Thermal Energy Accumulation</title><p>Thermal energy storage allows using solar energy in low or null radiation periods. This energy accumulation can be performed by storing sensible and/or phase change heat. Phase change heat present advantages due to its high heat density and a minimum temperature variation during charge and discharge periods [<xref ref-type="bibr" rid="scirp.47822-ref11">11</xref>] .</p><p>Phase change materials (PCM) receive great attention in recent years for using them to store solar energy for industrial and household applications.</p><p>The latent heat of the accumulation system stores energy during fusion and delivers it during solidification of PCM. These materials are classified in organic and inorganic PCM. Organic PCM have the advantage of keep- ing their properties independently of how many times they melt or solidify [<xref ref-type="bibr" rid="scirp.47822-ref12">12</xref>] .</p><p>In recent years several publications inform the use of PCM in solar equipments for drying of agroproducts [<xref ref-type="bibr" rid="scirp.47822-ref13">13</xref>] [<xref ref-type="bibr" rid="scirp.47822-ref14">14</xref>] . These systems have a higher energy accumulation capacity with respect to systems that store sensible heat [<xref ref-type="bibr" rid="scirp.47822-ref15">15</xref>] [<xref ref-type="bibr" rid="scirp.47822-ref16">16</xref>] .</p><p>The choice of the most appropriate PCM should consider the cost, thermal conductivity (in liquid and solid phase), the energy storage capacity and the phase change temperature [<xref ref-type="bibr" rid="scirp.47822-ref17">17</xref>] . For drying of agroproducts, the pre- ferred PCM is paraffin wax [<xref ref-type="bibr" rid="scirp.47822-ref15">15</xref>] [<xref ref-type="bibr" rid="scirp.47822-ref18">18</xref>] .</p><p>In order to enhance thermal conductivity of paraffin wax, the encapsulation of PCM has been studied using different geometries being spherical the most promising [<xref ref-type="bibr" rid="scirp.47822-ref15">15</xref>] [<xref ref-type="bibr" rid="scirp.47822-ref19">19</xref>] .</p></sec><sec id="s1_4"><title>1.4. Fuzzy Logic</title><p>Classic automatic systems operate according to logic of fixed values, and do not allow representing intermediate values which are commonly found in real processes. Fuzzy logic theory permits automating the control of real processes through computer algorithms. In this work, an automatic system to control valves was implemented based on fuzzy logic theory.</p><p>Control strategies based on fuzzy logic is currently in development. Levente and Hungerbuhler [<xref ref-type="bibr" rid="scirp.47822-ref20">20</xref>] suc- ceeded in the application of neural networks and a fuzzy model to quantify drying time and its variation during a production period.</p><p>Atthajariyakul and Leephakpreeda [<xref ref-type="bibr" rid="scirp.47822-ref21">21</xref>] determined the optimal drying conditions of rice in a fluidized bed, using a fuzzy logic control system, achieving a high quality substrate and an efficient energy consumption. Al- varez [<xref ref-type="bibr" rid="scirp.47822-ref22">22</xref>] applied a fuzzy logic system to drying of tobacco leaves, with good results.</p></sec></sec><sec id="s2"><title>2. Experimental</title><p>The hybrid solar dryer (HSD) (<xref ref-type="fig" rid="fig1">Figure 1</xref>) consisted of a 3 m length and 1 m width solar panel, composed by a glass sheet (2.5 mm thickness) and a black wavy zinc plate. To increase the expose surface 40 zinc fins (3 cm height and 3 m length) were introduced, then the total surface exposed to solar radiation was 10 m<sup>2</sup>. Below this zinc plate it was placed a thermal insulating material (50 mm thickness). The air passes through the free space (30 to 50 mm height) between the glass and the zinc plate until reaching the mixing point with the recycled air (<xref ref-type="fig" rid="fig2">Figure 2</xref>). After that, the air enters the drying chamber (0.5 m &#215; 0.5 m &#215; 1.2 m), where it distributes to pass over 10 perforated plate trays made of stainless steel (0.45 m &#215; 0.5 m), located in two sections of 5 trays each one (<xref ref-type="fig" rid="fig3">Figure 3</xref>).</p><p>The solar energy accumulator (<xref ref-type="fig" rid="fig4">Figure 4</xref>), placed beside the solar panel, contained 14 (kg) of paraffin wax (PCM) distributed in 100 copper pipes (inner diameter of 14 mm) with aluminum fins in order to favor heat transfer to the drying air. Fusion temperature of paraffin wax is 56˚C and a latent heat of 213 (kJ/kg). This panel is thermally isolated and the upper side has a 7 mm thickness glass cover.</p><p>The valve (6) regulates the air flow from the solar panel and valve (7) regulates the flow from the solar energy accumulator.</p></sec><sec id="s3"><title>3. Implementation of OPTO22 Control System</title><p>OPTO22 allow monitoring data in real time by the PAC Display Configurator, which develops a graphical in- ter-phase [<xref ref-type="bibr" rid="scirp.47822-ref23">23</xref>] .</p><fig id="fig1"><label>Figure 1</label><caption><p> Hybrid-solar dryer. 1) Chamber drying; 2) Centrifugal fan; 3) Vent valve; 4) Vent; 5)Recirculation valve; 6) Panel valve; 7) Accu- mulator valve; 8) Solar energy accumulator; 9) Solar panel; 10) Air fresh inlet</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\2-2340127x\e825a6e6-397f-4506-9dbb-0253367dbfcd.png"/></fig><fig id="fig2"><label>Figure 2</label><caption><p> Solar panel</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\2-2340127x\ad620256-d999-4604-bfc6-882ea795ccf4.png"/></fig><fig id="fig3"><label>Figure 3</label><caption><p> Drying chamber with mushrooms</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\2-2340127x\48899cf3-879c-44e4-98dd-4f69e14c287c.png"/></fig><fig id="fig4"><label>Figure 4</label><caption><p> Solar energy accumulator</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\2-2340127x\d332a34b-1e71-4875-9952-eb1375ca965c.png"/></fig><sec id="s3_1"><title>Implementation of the Valves Opening Controller</title><p>The control system regulates the air flow rate from the solar panel and form the energy accumulator. When radi- ation level and ambient temperature are high, the drying air is heated only by the solar panel; while simulta- neously the PCM in the energy accumulator melts, thus storing the energy. As radiation decreases, the energy input from the solar panel is insufficient to heat the drying air. Then it is necessary to use the accumulated ener- gy. To accomplish this, the fresh air passes through the accumulator [<xref ref-type="bibr" rid="scirp.47822-ref24">24</xref>] .</p><p>The control program consisted in an algorithm implemented with the “Fuzzy” toolbox in Matlab™. The ne- cessary rules were based on previous experimental data obtained with the hybrid solar dryer. <xref ref-type="table" rid="table1">Table 1</xref> shows nine rules that combine the radiation variable and ambient temperature, both in three levels (high, medium and low). Also the valves of the solar panel and the accumulator were adjusted to high, medium or low levels (<xref ref-type="table" rid="table1">Table 1</xref>).</p><p>Among the membership functions offered by Matlab we selected trapezoidal (trapmf), Gaussian (gaussmf) and triangular (trimf). The membership function and the parameters of each input and output variable were se- lected based on empirical knowledge of the hybrid solar dryer.</p><p>Each variable has its own membership function. Radiation is an input variable that fluctuates between 0 and 10000 (0 - 1200 (W/m<sup>2</sup>)). The parameters are given in <xref ref-type="table" rid="table2">Table 2</xref>.</p><p>The ambient temperature is an input variable and fluctuates between 0˚C and 40˚C. The parameters are given in <xref ref-type="table" rid="table3">Table 3</xref>.</p><p>Panel valve and accumulator valve are output variables that fluctuate between 0 and 100. The parameters are given in <xref ref-type="table" rid="table4">Table 4</xref>.</p><table-wrap id="table1"  position="float"><object-id pub-id-type="pii">Table 1</object-id><label>Table 1</label><caption><p>. Rules for the fuzzy logic controller</p></caption><table><thead><tr><th align="center" valign="middle" >Radiation</th><th align="center" valign="middle" >Air temperature</th><th align="center" valign="middle" >Panel valve</th><th align="center" valign="middle" >Accumulator valve</th></tr></thead><tbody><tr><td align="center" valign="middle" >High</td><td align="center" valign="middle" >High</td><td align="center" valign="middle" >High</td><td align="center" valign="middle" >Low</td></tr><tr><td align="center" valign="middle" >High</td><td align="center" valign="middle" >Medium</td><td align="center" valign="middle" >High</td><td align="center" valign="middle" >Low</td></tr><tr><td align="center" valign="middle" >High</td><td align="center" valign="middle" >Low</td><td align="center" valign="middle" >High</td><td align="center" valign="middle" >Low</td></tr><tr><td align="center" valign="middle" >Medium</td><td align="center" valign="middle" >High</td><td align="center" valign="middle" >High</td><td align="center" valign="middle" >Low</td></tr><tr><td align="center" valign="middle" >Medium</td><td align="center" valign="middle" >Medium</td><td align="center" valign="middle" >High</td><td align="center" valign="middle" >Low</td></tr><tr><td align="center" valign="middle" >Medium</td><td align="center" valign="middle" >Low</td><td align="center" valign="middle" >High</td><td align="center" valign="middle" >Low</td></tr><tr><td align="center" valign="middle" >Low</td><td align="center" valign="middle" >High</td><td align="center" valign="middle" >High</td><td align="center" valign="middle" >Low</td></tr><tr><td align="center" valign="middle" >Low</td><td align="center" valign="middle" >Medium</td><td align="center" valign="middle" >Medium</td><td align="center" valign="middle" >Medium</td></tr><tr><td align="center" valign="middle" >Low</td><td align="center" valign="middle" >Low</td><td align="center" valign="middle" >Low</td><td align="center" valign="middle" >High</td></tr></tbody></table></table-wrap><table-wrap id="table2"  position="float"><object-id pub-id-type="pii">Table 2</object-id><label>Table 2</label><caption><p>. Membership function for radiation</p></caption><table><thead><tr><th align="center" valign="middle" >Level</th><th align="center" valign="middle" >Type</th><th align="center" valign="middle" >Parameters</th></tr></thead><tbody><tr><td align="center" valign="middle" >Low</td><td align="center" valign="middle" >trapmf</td><td align="center" valign="middle" >[−200; −100; 200; 000]&quot;&gt;3000]</td></tr><tr><td align="center" valign="middle" >Medium</td><td align="center" valign="middle" >gaussmf</td><td align="center" valign="middle" >[1000; 000]&quot;&gt;4000]</td></tr><tr><td align="center" valign="middle" >High</td><td align="center" valign="middle" >trapmf</td><td align="center" valign="middle" >[5000; 7000; 20,000; 25,000]</td></tr></tbody></table></table-wrap><table-wrap id="table3"  position="float"><object-id pub-id-type="pii">Table 3</object-id><label>Table 3</label><caption><p>. Membership function for ambient temperature</p></caption><table><thead><tr><th align="center" valign="middle" >Level</th><th align="center" valign="middle" >Type</th><th align="center" valign="middle" >Parameters</th></tr></thead><tbody><tr><td align="center" valign="middle" >Low</td><td align="center" valign="middle" >trapmf</td><td align="center" valign="middle" >[−10; −5; 20; 25]</td></tr><tr><td align="center" valign="middle" >Medium</td><td align="center" valign="middle" >trimf</td><td align="center" valign="middle" >[22; 25; 28]</td></tr><tr><td align="center" valign="middle" >High</td><td align="center" valign="middle" >trapmf</td><td align="center" valign="middle" >[25; 30; 45; 50]</td></tr></tbody></table></table-wrap><p><xref ref-type="fig" rid="fig5">Figure 5</xref> depicts a scheme that represents the main steps of the control system. First, OPTO22 takes in the va- riables values and send them to the Matlab algorithm. After that, the control strategy is built in Simulink™, which sends the signals that order the opening of the valves. Finally, OPTO22 operates as final control element.</p></sec></sec><sec id="s4"><title>4. Results</title><sec id="s4_1"><title>4.1. Control of the Valves Opening</title><p><xref ref-type="fig" rid="fig6">Figure 6</xref> shows the behavior of the accumulator and panel valves as a function of solar radiation and ambient temperature in time. These data correspond to January 22th, 2013, starting at 9:30 (corresponding to time 0 hours) and 21:30 (corresponding to time 12 hours), in a sunny day with a maximum solar radiation of 900 (W/m<sup>2</sup>) and a maximum ambient temperature of 30˚C.</p><p>In the first 8 hours the solar panel valve was completely open, while the accumulator valve was completely closed. In this period the paraffin wax melted owing to the solar energy absorption. From the 8th hour until the 10th hour the panel valve begins to close and the accumulator valve opens gradually. In this period the stored energy is withdrawn by the drying air. Then the drying air temperature equals ambient temperature.</p><table-wrap id="table4"  position="float"><object-id pub-id-type="pii">Table 4</object-id><label>Table 4</label><caption><p>. Membership function for panel valve and accumulator valve</p></caption><table><thead><tr><th align="center" valign="middle" >Level</th><th align="center" valign="middle" >Type</th><th align="center" valign="middle" >Parameters</th></tr></thead><tbody><tr><td align="center" valign="middle" >Low</td><td align="center" valign="middle" >trimf</td><td align="center" valign="middle" >[−40; 0; 20]</td></tr><tr><td align="center" valign="middle" >Medium</td><td align="center" valign="middle" >trimf</td><td align="center" valign="middle" >[10; 50; 90]</td></tr><tr><td align="center" valign="middle" >High</td><td align="center" valign="middle" >trimf</td><td align="center" valign="middle" >[80; 100; 140]</td></tr></tbody></table></table-wrap><fig id="fig5"><label>Figure 5</label><caption><p> Fuzzy logic control system</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\2-2340127x\23ac8ee7-b09c-4da6-a201-abec0b5bccec.png"/></fig><fig id="fig6"><label>Figure 6</label><caption><p> Behavior of the accumulator and panel valves in a sunny day</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\2-2340127x\110c3df2-b12a-4b2b-bff0-0a30121c3f36.png"/></fig><p><xref ref-type="fig" rid="fig7">Figure 7</xref> shows the behavior of the accumulator and panel valves in a partially cloudy day. These data cor- respond to January 21th, 2013, from 9:30 to 21:30, where radiation reached 400 (W/m<sup>2</sup>) and an ambient tempera- ture of 27˚C.</p><p>The opening of the valves followed a trend according to solar radiation level. After the first hour of drying, solar radiation decreased sharply, observing a notorious change in valve opening. From the 6th hour onwards radiation decreased up to 300 (W/m<sup>2</sup>) and again the valves change their opening level.</p></sec><sec id="s4_2"><title>4.2. Mushroom Drying</title><p>In order to evaluate the performance of the hybrid solar dryer using the fuzzy logic control system, 8-mm mu- shroom slices were dehydrated using only solar energy. Initial load was 15 (kg) and the drying period was 11 hours, diminishing the moisture content from 93% to 6% (<xref ref-type="fig" rid="fig8">Figure 8</xref>).</p><p>The fuzzy logic controller adequately controlled air flow rate (<xref ref-type="fig" rid="fig9">Figure 9</xref>). During the first 8 hours, fresh air was heated only with the solar panel, and afterwards during the 3 final hours the drying air was heated with the panel and solar accumulator, as shown in <xref ref-type="fig" rid="fig6">Figure 6</xref>.</p><p><xref ref-type="fig" rid="fig10">Figure 10</xref> shows that in the solar panel the air reaches a maximum temperature of 70˚C and an average temperature of 58˚C during the first 8 hours. After that, the accumulator valve starts to open, thus increasing the temperature of the fresh air that passes through the accumulator panel in 15˚C above the ambient temperature. The stored energy allowed heating the air during 3 hours. Finally, <xref ref-type="fig" rid="fig11">Figure 11</xref> shows the drying kinetics of mushroom slices.</p><fig id="fig7"><label>Figure 7</label><caption><p> Behavior of the accumulator and panel valves in a partially cloudy day</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\2-2340127x\5c83f54e-37ba-491e-89e8-7a262c8f18c1.png"/></fig><fig-group id="fig8"><caption><title>Figure 8</title><p> Mushrooms. (a) Fresh; (b) Dehydrated</p></caption><fig id ="fig8_1"><label>(a) (b)</label><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\2-2340127x\2f944e02-fd39-4f8f-b99c-55176ced64ae.png"/></fig></fig-group><fig id="fig9"><label>Figure 9</label><caption><p> Behavior of the accumulator and panel valves during mu- shroom drying</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\2-2340127x\6196bee5-ce43-452e-9de6-96c36565b3e5.png"/></fig><fig id="fig10"><label>Figure 10</label><caption><p> Temperature in the outlet of the solar panel and energy accumulator, during mushroom drying</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\2-2340127x\d88d95a4-67f7-486a-aa88-8681f70f71ad.png"/></fig><fig id="fig11"><label>Figure 11</label><caption><p> Drying kinetics of mushroom slices, using control system</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\2-2340127x\5bb8a1a8-f095-4557-8ffc-64796bb65cc5.png"/></fig></sec><sec id="s4_3"><title>4.3. Plum Drying</title><p>Charges of 10 kg plums were dehydrated using only solar energy to heat drying air. The total drying period was 10 hours, coinciding the first 7 hours with the highest solar radiation period, and after that (the last 3 hours) the energy was taken from the solar accumulator. The initial moisture content of plums was 80%, reaching a 71% after 10 hours of drying. Plum skin avoided a higher moisture loss in this period. Since the final moisture is too high for preservation, the drying process should continue in the following days.</p><p>As shown in <xref ref-type="fig" rid="fig12">Figure 12</xref> and <xref ref-type="fig" rid="fig13">Figure 13</xref>, fuzzy logic controller used to regulate the fresh air flow together with worked adequately together with the sir humidity controller at the outlet of the drying chamber. This allowed an efficient use of solar energy. In this application, the air flow controller showed a similar behavior to that ob- served in mushroom drying.</p><p><xref ref-type="fig" rid="fig13">Figure 13</xref> shows that during the first 7 hours, the air at the outlet of the solar panel reached a maximum tem- perature of 72˚C, and an average of 59˚C. After that the solar accumulator valve begins to open, thus increasing the fresh air temperature in 13˚C above the average ambient temperature.</p><p>The fluctuations of the air temperature at the outlet of the solar panel (<xref ref-type="fig" rid="fig10">Figure 10</xref> and <xref ref-type="fig" rid="fig13">Figure 13</xref>) obey to the regular opening of the drying chamber for sampling.</p><fig id="fig12"><label>Figure 12</label><caption><p> Behavior of the accumulator and panel valves during plum drying</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\2-2340127x\505bc904-b4ea-46db-b9df-c815d655bb1a.png"/></fig><fig id="fig13"><label>Figure 13</label><caption><p> Air temperature in the outlet of the solar panel and energy accumulator during plum drying</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\2-2340127x\88bc726c-e5f1-428e-a9c5-704937d99133.png"/></fig><fig id="fig14"><label>Figure 14</label><caption><p> Drying kinetics of plum</p></caption><graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://file.scirp.org/Html/htmlimages\2-2340127x\a5221fbe-2f98-4c85-8620-1ac286ffb7d2.png"/></fig><p>Comparing mushroom (<xref ref-type="fig" rid="fig11">Figure 11</xref>) and plum (<xref ref-type="fig" rid="fig14">Figure 14</xref>) drying, the first reached lower final moisture con- tent due to the plum skin that acts as an impermeable barrier, obstructing water pass.</p></sec></sec><sec id="s5"><title>5. Conclusions</title><p>We implemented an advanced control system based on fuzzy logic in a hybrid solar dryer to control the opening of solar panel valve and energy accumulator valve in function of solar radiation and ambient temperature.</p><p>The fuzzy logic controller performed adequately during the drying of mushroom slices. This resulted in an in- crease of thermal efficiency of the process. During 11 hours of drying, the moisture content of slices mushroom diminished from 93% to 6%. During 10 hours of drying, the moisture content of plum diminished from 80% to 71%.</p><p>The communication system based on OPC technology works in a very good way for programming fuzzy logic control implemented in Matlab with the data acquisition program OPTO22.</p></sec><sec id="s6"><title>Acknowledgements</title><p>The authors thank the financial support of CONICYT through grant Fondecyt 1110101.</p></sec></body><back><ref-list><title>References</title><ref id="scirp.47822-ref1"><label>1</label><mixed-citation publication-type="journal" xlink:type="simple"><name name-style="western"><surname>SODHA</surname><given-names> M. </given-names></name>,<etal>et al</etal>. 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