Modeling Desorption Isotherms of Four Onion Varieties Related to Temperatures ()
1. Introduction
Onion consumption, estimated at around 13 kg/person/year, puts Senegal in second place among onion-consuming countries in West Africa, behind Niger (16 kg/person/year) [1]. However, despite record production of 435,000 tons in 2021 [2], satisfying annual household demand still depends on imports. The reasons for this dependence are the significant post-harvest losses (5% to 10% in the field, 20%, and up to 40% respectively for three and six months of storage) linked to the onions’ high moisture content, which varies between 80% and 95% depending on the variety. To overcome this dependence, some players are looking into the possibility of processing bulbs to increase shelf life [3]. This improvement in food preservation involves the partial or total inhibition, or even destruction, of degradation mechanisms dependent on water content, particularly its availability.
Various methods of stabilizing foodstuffs by reducing moisture content and lowering water activity are currently available. Among these recognized techniques, the oldest is dehydration, which consumes a great deal of energy and requires a certain amount of expertise [4] [5]. Consequently, the determination of the sorption isotherm, translating the correlation between moisture content and water activity, is of interest both thermodynamically (knowledge of sorption enthalpies and types of water binding) and technologically (better control of drying and prevention of certain deleterious effects during storage of products after drying, such as sticking and mass-setting), in order to predict the equilibrium moisture content of products at the end of drying and control their valorization by dehydration [6]-[8]. Among the many previous works on the modeling of sorption isotherms for various food products found in the literature, the following can be cited:
[9] established, in Alberta, adsorption and desorption isotherms for yellow onion at 10˚C, 30˚C, and 45˚C. The model validated is that of Brunauer-Emmett-Teller (BET).
[10] determined the isotherms of potato, carrot, pepper, tomato, and onion (85% mf) in the water activity range of 10% to 90%, at temperatures of 30˚C, 45˚C, and 60˚C, and equilibrium moisture content (Xeq) values between 10% and 30% db. The Guggenheim-Anderson-Boer (GAB) model was validated for all samples.
[11] determined isotherms for tomato and white onion at 30˚C, 40˚C, and 50˚C and RH 15% - 85%. The models validated for tomato and onion are Henderson-modified and Halsey-modified, respectively.
[12] has shown that the Oswin model best describes the desorption isotherms for temperatures of 25˚C and 30˚C - 70˚C in 10˚C steps.
[13] has shown that the GAB model better describes the desorption isotherm at 25˚C.
In the literature, research results on sorption isotherm modeling of onion and other foods all lead to different models depending on product characteristics [14]. The lack of data on local varieties and the importance of desorption isotherms in the control of the drying process and in the design of dryers justify the initiation of the present research work. The aim of this work is to establish desorption isotherms at different temperatures for each of the four onion varieties grown in Senegal, as well as for a mixture of the four, and to model these isotherms.
2. Material and Methods
2.1. Material
Plant Material
The onion varieties on which isotherms were determined were Violet of Galmi, Safari, Gandiol F1, and Orient F1. They came from the RAO cooperative in the Saint-Louis region of Senegal. The onions were collected directly from the field and transported to the laboratory to avoid any source of mixing with other varieties. The initial moisture content (% wet basis) and water activity of the four varieties were as follows:
Violet of Galmi: 85.56 ± 0.60/0.945 ± 0.01;
Safari 88.11 ± 0.61/0.950 ± 0.001;
Gandiol F1: 86.99 ± 0.10/0.940 ± 0.001;
Orient F1: 89.13 ± 0.69/0.947 ± 0.009.
Drying and Analysis Equipment
The drying and analysis equipment used to determine isotherms is:
An oven with an accuracy of 0.1˚C;
An aw meter (Rotronic HP 23);
A thermo-hygrometer;
A precision balance;
Pyrex capsules, glass jars with hermetic lids, and laboratory glassware;
Saturated salts.
Statistical Analysis and Modeling Tools
The various IT tools used for statistical analysis and modeling are:
R software version 3.4.0 for measurement concordance tests and variance analyses;
MATLAB software version 6.0.0 for mathematical modeling of desorption isotherms at different temperatures and resolution of the different models used to calculate R2 and χ2. The least-squares method was programmed in MATLAB.
2.2. Methods
Study of Desorption Isotherms
The desorption isotherms of onion varieties (Violet of Galmi, Safari, Gandiol F1, and Orient F1, grown in Senegal), taken separately, and of the varieties’ mixture, are determined gravimetrically in an oven with temperature and relative humidity control. Three randomly selected onion bulbs are peeled, washed with 100 ppm chlorinated water, rinsed three times with clear water, wrung out, and chopped with a mincer (thickness of around 1.7 mm). From the prepared bulbs, the test sample consists of ten grams (10 g of the same variety for separate monitoring and 2.5 g of each variety for the mixture). The onion samples taken are placed in dishes above seven saturated salt solutions with known water activities at different temperatures. For temperatures between 50˚C and 70˚C, the salt solutions used have water activity values between 0.05 and 0.96, enabling equilibrium relative moisture to be controlled (Table 1).
Table 1. Water activity at different temperatures of saturated salts used to establish the desorption isotherms of the onion varieties (Violet of Galmi, Safari, Gandiol F1, and Orient F1) separately and in their mixture.
Nature of salt |
Water activity (aw) of saturated salts used at different temperatures |
50˚C |
55˚C |
60˚C |
65˚C |
70˚C |
LiBr |
0.055 |
0.054 |
0.053 |
0.053 |
0.052 |
KOH |
0.057 |
0.056 |
0.055 |
0.054 |
0.053 |
MgCl2 |
0.305 |
0.299 |
0.293 |
0.285 |
0.278 |
K2CO3 |
0.41 |
|
0.39 |
|
0.37 |
NaNO3 |
0.690 |
|
0.67 |
|
0.65 |
NaCI |
0.744 |
0.744 |
0.745 |
0.747 |
0.751 |
KCl |
0.812 |
0.807 |
0.803 |
0.799 |
0.795 |
BaCl2 |
0.88 |
|
0.87 |
|
0.86 |
K2SO4 |
0.958 |
0.957 |
0.957 |
0.957 |
0.957 |
This less expensive static gravimetric method is the most widely used [9] [10] [15]-[17]. Experiments are carried out in triplicate without ventilation over a temperature range from 50˚C to 70˚C, with a step of +5˚C. The dishes are weighed three times a day at regular intervals until equilibrium is reached. The constant weight at this point corresponds to the wet mass (Xh) of the samples. After measuring water activity on the dried samples, their dry mass (Xs) is determined by drying at 105˚C for 2 hours. Moisture content and water activity are measured using the reference methods NF ISO 712:2009 and NF EN ISO 17025, respectively. The equilibrium moisture content (Xeq in kg∙H2O∙kg−1 db) is calculated according to the formula:
(1)
Desorption isotherms (for onion varieties: Violet of Galmi, Safari, Gandiol F1, and Orient F1, taken separately, and their mixture) at temperatures of 50, 55, 60, and 65˚C are obtained by plotting equilibrium content curves (Xeq in kg∙H2O per kg d.b.) as a function of water activity.
The evaluation of the reproducibility and the repeatability of the measurements is made by the numerical method, which is the LIN coefficient. Lin’s concordance coefficient varies between −1 and 1, where the values −1, 0, and +1, respectively, mean perfect discordance, zero concordance, and perfect match.
The Student’s t-test is used for comparisons between varieties and within the same variety at different temperatures.
Isotherm Modeling of the Onion Varieties (Violet of Galmi, Safari, Gandiol F1, and Orient F1) and Their Mixture at Different Temperatures
Eleven empirical mathematical models are tested to model desorption of isotherms at different temperatures for the four onion varieties, taken separately, and their mixture. The models used are Langmuir [18], Brunauer-Emmett-Teller (BET) [13], Henderson [12] [19], Halsey [12], Iglesias-Chirife [20], Oswin [12] [19], Caurie [12], Smith [21], Peleg [22], and Chung-Pfost [19]. Equations are presented in Table 2.
Table 2. Mathematical models tested and their equations.
Model name |
Model equation |
Area of aw Validity |
Langmuir |
|
Complete curve |
Brunauer-
Emmett-Teller (BET) |
|
0 - 0.45 |
Guggenheim-
Anderson-Boer (GAB) |
|
0 - 0.93 |
Halsey |
|
0.10 - 0.80 |
Henderson |
|
Complete curve |
Iglesias & Chirife |
|
0.10 - 0.80 |
Oswin |
|
Complete curve |
Caurie |
|
0 - 0.85 |
Smith |
|
Complete curve |
Peleg |
|
Complete curve |
Chung-Pfost |
|
|
The least squares method is used to determine the best model. The statistical parameters are R2, which must be close to 1, and χ2, which must be close to 0, for the best model with:
(2)
(3)
where N is the number of parameters for each model, and n is the number of experimental points.
3. Results and Discussion
Lin’s coefficients between 0.997355 and 0.999817 for the concordance test of equilibrium moisture content and water activity measurements reveal a perfect agreement between the measurements carried out.
3.1. Determination of Desorption Isotherms for the Onion
Varieties: Violet of Galmi, Safari, Gandiol F1, and Orient F1
The evolution of equilibrium moisture content (calculated from Equation (1)) as a function of water activity reflects the fact that the desorption isotherms of the four onion varieties are virtually identical. The equilibrium moisture content and water activity values shown are mean values of the three measurements carried out, with standard deviations ranging from 0.0028 to 0.0047 and from 0.002 to 0.005, respectively.
Figure 1. Desorption isotherms of the onion varieties: Violet of Galmi, Safari, Gandiol F1, and Orient F1 at temperatures of 50˚C, 55˚C, 60˚C, and 65˚C.
Both within and between varieties, tests comparing the average equilibrium moisture content at different temperatures show no significant differences (p-values > 5%).
Desorption isotherms for the onion varieties: Violet of Galmi, Safari, Gandiol F1 and Orient F1, established at 50˚C, 55˚C, 60˚C and 65˚C (Figure 1), show that, at constant temperature, the lower the equilibrium water content, the lower the water activity. This is due to the fact that the more desorption proceeds at constant temperature, the more water is bound to onion constituents. Increasing temperature leads to a decrease in equilibrium moisture content for fixed water activity values. This effect of temperature is explained by the increased agitation of water molecules, facilitating desorption. This has also been demonstrated by previous work on numerous food products, such as lemon citron [23], spearmint [16], pumpkin [24], garlic [25] and different varieties of onion [10] [11] [13] [26].
Furthermore, at identical temperatures, the decrease in equilibrium moisture content is more pronounced for Orient F1, followed by Gandiol F1, Safari, and Violet of Galmi. The impact of variety on isotherms is linked to differences in dry matter content (14.44%, 11.89%, 13.01%, and 10.87%, respectively, for Violet of Galmi, Safari, Gandiol F1, and Orient F1). Indeed, the higher the dry matter content, the more hydrogen bonds there are, slowing down desorption. However, an exception was noted between Gandiol F1 and Safari, due to the presence of soluble compounds such as sugars, which are probably more important in Safari, slowing down desorption compared with Gandiol F1 [14]. As shown by [27], the influence of the variety on desorption isotherms is more marked for aw above 0.6.
3.2. Modeling Desorption Isotherms for the Onion Varieties: Violet
of Galmi, Safari, Gandiol F1, and Orient F1
Of the eleven mathematical models tested, only four (Table 3) are presented for the selection of the best model, as the other seven (BET, GAB, Halsey, Iglesias-Chirfie, Caurie, Smith, and Chung-Pfost) have mean R2 values below 0.6 for all temperatures combined.
Table 3. Statistical parameters determined with the different models tested for modeling the desorption isotherms of the onion varieties: Violet of Galmi, Safari, Gandiol F1, and Orient F1.
Model |
Varieties |
Violet of Galmi |
Safari |
Gandiol F1 |
Orient F1 |
Average statistical parameters |
R2 |
χ2 |
R2 |
χ2 |
R2 |
χ2 |
R2 |
χ2 |
Henderson |
0.9903 |
0.0016 |
0.9922 |
0.0079 |
0.9940 |
0.0017 |
0.9799 |
0.0292 |
Oswin |
0.9915 |
0.0020 |
0.9644 |
0.0319 |
0.9848 |
0.0121 |
0.9381 |
0.0786 |
Peleg |
0.9509 |
0.0283 |
0.9876 |
0.0079 |
0.9585 |
0.0151 |
0.9956 |
0.0023 |
Langmuir |
0.9737 |
0.0104 |
0.9444 |
0.0086 |
0.7841 |
0.5399 |
0.9276 |
0.0218 |
The mean R2 and mean χ2 values (Table 3) obtained with the different models show that, whatever the temperature, the best models are Henderson for the Safari and Gandiol F1 varieties, Oswin for the Violet of Galmi, and Peleg for the Orient F1 variety. The comparison between the R2 of the Henderson and Oswin models tested on the Violet of Galmi variety shows a non-significant difference, with a p-value (0.67) > 5%, while that between the R2 of the Henderson and Peleg models on the Orient F1 variety reveals a significant difference, with a p-value (4.94 × 10−5) < 5%. Despite this significant difference, the Henderson model (R2 of 0.9799, close to 1) can also be retained as the best model for the Orient F1 variety. Thus, only the Henderson, Oswin, and Peleg models achieve less dispersion and a better fit, with R2 values between 0.97 and 0.99 and χ2 values between 0.0016 and 0.029, respectively (Table 3). The Henderson model describes the isotherms of all four varieties well, while the other two do not fit all of them (Oswin model for the Violet of Galmi and Gandiol F1 varieties, and the Peleg model for the Safari and Orient F1 varieties).
This model differs from those found in the literature on modeling onion isotherms [9]-[13] [26]. This difference corroborates the importance of cultivation practices, variety, shape, and size on isotherms [14] [15] [27]. However, the sigmoidal shape of the four onion varieties’ isotherms (Figure 2) studied in our experiments is identical to that of the isotherms of several food products. The different zones observed are [17]:
Figure 2. Experimental and predicted desorption isotherms with the best Henderson model for the onion varieties: Violet of Galmi, Safari, Gandiol F1, and Orient F1.
Zone 1: aw < 0.2, monolayer with hydrogen bonding between water molecules and polar groups of onion constituents;
Zone 2: 0.2 < aw < 0.65, poly-molecular layer linked to the monolayer by hydrogen bonds;
Zone 3: aw > 0.65: water molecules are easily held in the spaces between the various constituents by Van der Waals bonds, weaker than hydrogen bonds [26] [28].
The equation of the Henderson model, which provides less dispersion and a better fit with experimental data, is:
(4)
The modeling of desorption isotherms at temperatures of 50˚C, 55˚C, 60˚C, and 65˚C with the best Henderson model is shown in Figure 2.
Whatever the desorption temperature, the curves in Figure 2 show an almost perfect match between experimental equilibrium moisture contents and those predicted by the Henderson model.
For all combined temperatures and varieties, the average equilibrium time is between 9 and 13 days.
The desorption isotherms predicted with the Henderson model reflect that, for fixed equilibrium moisture contents, each 5˚C increase in temperature leads to an increase in water activity. However, an exception is observed with equilibrium moisture contents < 1 kg water/kg db (for the varieties: Violet of Galmi and Gandiol F1) and < 0.7 kg water/kg db (for the varieties Safari and Orient F1). For these low equilibrium moisture contents, water activity is identical regardless of the desorption temperature. The Henderson model parameters (Table 4) show that B parameter values increase with temperature, whereas A parameter values decrease for all four varieties.
Table 4. Henderson model parameters for the onion varieties: Violet of Galmi, Safari, Gandiol F1, and Orient F1.
Temperature (˚C) |
Varieties |
Violet of Galmi |
Safari |
Gandiol F1 |
Orient F1 |
Henderson model Parameters |
B |
A |
B |
A |
B |
A |
B |
A |
50 |
0.178 |
1.705 |
0.093 |
1.736 |
0.166 |
1.491 |
0.091 |
1.635 |
55 |
0.256 |
1.523 |
0.142 |
1.547 |
0.219 |
1.372 |
0.136 |
1.482 |
60 |
0.367 |
1.302 |
0.196 |
1.401 |
0.301 |
1.218 |
0.198 |
1.337 |
65 |
0.468 |
1.175 |
0.249 |
1.292 |
0.365 |
1.124 |
0.245 |
1.275 |
The parameters of the Henderson model evolve linearly with temperature. With each 5˚C step increase in temperature, the B parameter of the Violet of Galmi variety, which is the highest, rises faster (on average +0.097), followed by that of the Gandiol F1 variety (on average +0.067), while those of the lower Safari and Orient F1 varieties are virtually identical (on average +0.052). As for parameter A, those of the Violet of Galmi, Safari, and Orient F1 varieties, which are almost identical, are higher than those of the Gandiol F1 variety, with decreases of −0.177, −0.148, −0.120, and −0.122, respectively. However, from one variety to another, there was no significant difference between the evolution of the B and A parameters as a function of temperature (p-values > 5%).
3.3. Determination and Modeling of Desorption Isotherms for a
Mixture of the Four Onion Varieties: Violet of Galmi, Safari,
Gandiol F1, and Orient F1
According to the work on drying kinetics modeling [29], the variety Violet of Galmi, with the slowest reduced drying speed across all temperatures, is the limiting variety for drying the four varieties’ mixture. To this end, the two best models (Henderson, followed by the Oswin model) of the Violet of Galmi variety were tested on desorption isotherm data from the four varieties’ mixture. The statistical parameters are shown in Table 5.
Table 5. Statistical parameters determined with the Henderson and Oswin models tested for the modeling of the four onion varieties mixture desorption isotherms.
Model |
Mixture of Violet of Galmi, Safari Gandiol F1, and Orient F1 varieties |
Average statistical parameters |
R2 |
χ2 |
Henderson |
0.9930 |
0.0363 |
Oswin |
0.9676 |
0.1284 |
Table 5 shows that the Henderson model, with mean R2 and mean χ2 values of 0.9930 and 0.0363, respectively, is the best model for the mixture of the four varieties.
Figure 3. Experimental desorption isotherms and those predicted with the best Henderson model for the four onion varieties mixture.
Experimental desorption isotherms for the four-variety mixture at temperatures of 50˚C, 55˚C, 60˚C and 65˚C and those predicted by modeling with the best Henderson model are shown in Figure 3. These desorption isotherms for the mixture of the four varieties, compared with those for the varieties taken separately (Figure 2), reflect a fairly similar trend. Furthermore, tests comparing mean equilibrium moisture contents at different temperatures between the mixture and the separate varieties reveal no significant difference (p-value > 5%).
As observed for individual varieties (Figure 1), as temperature increases, equilibrium moisture content and water activity decrease for the four-variety mixture (Figure 3).
It can be seen from the predicted isotherms that, for fixed equilibrium moisture contents, each 5˚C step increase in temperature leads to an increase in water activity in the mixture of the four onion varieties, except for equilibrium moisture contents < 0.4 kg water/kg db. The Henderson model parameters for the mixture of the four onion varieties are shown in Table 6.
Table 6. Henderson model parameters for the mixture of the four onion varieties (Violet of Galmi, Safari, Gandiol F1, and Orient F1) at different temperatures.
Temperature (˚C) |
Mixture of Violet of Galmi, Safari Gandiol F1,
and Orient F1 varieties |
Henderson model parameters |
Β |
A |
50 |
0.1095 |
1.6639 |
55 |
0.1482 |
1.5819 |
60 |
0.2258 |
1.3882 |
65 |
0.2794 |
1.3011 |
The evolution of the A and B parameters of the mixture of four onion varieties as a function of temperature is similar to that of the individual varieties. In fact, the B parameter increases with temperature, while the opposite is observed for A. With each 5˚C step increase in temperature, the B parameter increases on average by +0.057, and the A parameter decreases by −0.121.
According to Figure 3 and Table 6, it appears that the desorption isotherms of the four onion varieties mixture between 50˚C and 60˚C are closer to those of the Safari variety (p < 5%). This can be attributed to the compositional dominance of the Safari variety within this temperature range. The Safari variety exhibits a water retention capacity and desorption dynamics that are shared, or largely dominated, by the mixture at these temperatures. Specifically, Safari has unique cell wall structures and hygroscopic properties that facilitate relatively higher water retention at moderate temperatures. This explains why, as the temperature increases within this range, the mixture tends to follow a similar moisture content and water activity pattern as Safari. Additionally, a water balance between the Violet of Galmi and Orient F1 varieties could also explain why the moisture content and dry matter values of the four onion varieties mixture tend towards those of the Safari variety between 50˚C and 60˚C.
At 65˚C, the elimination of water leads to an increase in dry matter for the four onion varieties mixture, which becomes similar to that of Gandiol F1. In fact, a significant difference (p > 5%) was observed between the predicted moisture contents of the four onion varieties mixture and those of Orient F1 and Violet of Galmi at different temperatures. This situation can be attributed to a more pronounced water elimination at higher temperatures. The Gandiol F1 variety, known for its resistance to dehydration and its ability to maintain dry matter at elevated temperatures, likely influences the behavior of the mixture at 65˚C. At this higher temperature, the water retention properties of the other varieties become less significant, and the mixture’s behavior aligns more closely with that of Gandiol F1, which shows greater stability in dry matter and moisture content at 65˚C. The observed increase in dry matter and decrease in moisture content at this temperature are therefore a direct result of this transition.
4. Conclusions
This study investigated the desorption isotherms of four onion varieties, which are Violet of Galmi, Safari, Gandiol F1, Orient F1 and their mixture. All the varieties followed sigmoidal type II behavior, with both temperature and variety influencing the equilibrium moisture content (Xeq) and water activity (aw). As temperature increased, Xeq decreased at a fixed aw, while aw increased for the same moisture content, which can lead to quality degradation. The most significant decrease in Xeq was observed for Orient F1 (Xeq < 0.7 kg/kg db at 65˚C), followed by Gandiol F1 and Safari (Xeq < 0.7 kg/kg db), and Violet of Galmi (Xeq < 1 kg/kg db). For the mixture of the four varieties, the desorption isotherms closely resembled those of the individual varieties, with temperature having a similar impact. However, the effect of temperature on aw and Xeq was less pronounced at the end of desorption (aw < 0.2; Xeq < 1 kg/kg db for Violet of Galmi and Gandiol F1, 0.7 kg/kg db for Safari and Orient F1, and <0.4 kg of water/kg db for the mixture). These results show that Safari and Gandiol F1 primarily control the desorption behavior of the mixture at 50˚C, 60˚C and 65˚C, respectively.
The use of the Henderson model to describe the desorption isotherms allows to predict the behavior of all varieties and their mixture during industrial-level’s drying. By accurately predicting the desorption behavior across different temperatures, onion producers in Senegal could adjust drying protocols to maximize efficiency while minimizing energy consumption. Furthermore, understanding the specific temperature ranges where different varieties dominate the desorption behavior, such as Safari at 50˚C - 60˚C and Gandiol F1 at 65˚C, could help adapt drying strategies to maintain quality and prevent excessive loss of moisture or degradation of water activity.
The practical implications of these findings extend beyond drying optimization. By applying the Henderson model to predict moisture content and water activity dynamics, storage stability for onions can also be improved. In these conditions, producers can extend the shelf life of onions, reducing post-harvest losses, improving marketability, and enhancing both the economic stability of farmers and the availability of quality produce in local markets.
Acknowledgements
The authors thank the Center for Studies on Food Safety and Functional Molecules (CESAM-RESCIF) and the Laboratory of Water, Energy, Environment, and Industrial Processes (L3EPI) of the Polytechnic School (ESP) in Dakar for technical support during this research.
Authors’ Contributions
Ngoné Fall Beye: Conceptualization, methodology, investigation, supervision, writing—original draft, writing—review and editing, validation, and data curation. Cheikhou Kane: Writing—original draft, statistical analyses and editing, and data curation. Alé Kane: Writing—original draft and editing. Francisca Nadège Sètondji Vodounnou: Investigation, writing—original draft, and writing—review. Nicolas Cyrille Ayessou: Resources and supervision. Abdou Sene: Statistical analyses. Codou Mar Diop: Resources and supervision.