3.1. Chemical Properties of Fresh and Dried Blackberry Fruits
Basic physico-chemical properties of fresh blackberry samples were determined (
Table 1). There are no significantly statistical differences among the two varieties. The obtained results for dry matter content, total soluble content, acidity (pH) and mineral content are either slightly lower or comparable to the previously published data [
10,
11,
12].
The chemical composition of fresh and dried blackberry fruits were analyzed and presented in
Table 2. Fresh fruits of Loch Ness contained significantly higher amount of bioactive compounds, such as total anthocyanins and total phenolics, compared to the fresh fruits of Triple Crown variety. Consequently the higher level of antioxidativity was performed by the Loch Ness samples.
Any kind of dehydration process resulted in a loss in content of bioactive compounds. Applying high temperatures certainly causes degradation, due to the high thermolability of polyphenolics, especially anthocyanins [
13]. Regarding our results, one can conclude that level of preservation of bioactive compounds is higher if higher temperature was applied, which is related to the duration of convective drying (
Table 2). Namely, convective drying of Loch Ness fruits at 50 °C and 70 °C lasted 9,629 min and 3,086 min, respectively, while drying of Triple Crown samples at the same temperatures lasted 9,903 min and 3,255 min, respectively. Although the sensitivity of polyphenolics increases with temperatures, duration of the processes at 50 °C is ~3 times longer, which prompted degradation to a greater extent at this thermal level.
In microwave drying, the highest level of bioactive compounds and antioxidativity were achieved at 180 W, while the most dominant degradation occurred during drying at 240 W, in both cultivars. Again, the duration of dehydration process played an important role in preservation of bioactive compounds, and thus the level of degradation was higher at the drying power of 90 W, compared to the 180 W. Namely, drying both blackberry varieties at 90 W and 180 W lasted 197 min and 71 min, respectively. Three times prolonged drying process, albeit at half the power, led to the higher level of degradation. Comparison between two drying methods led to the conclusion that microwave drying preserves the anthocyanins and polyphenols to a greater extent than convective drying. Such conclusion is supported by the previously published works [
7,
14].
3.2. Thin-Layer Convective and Microwave Drying of Blackberries
The fresh Loch Ness blackberries fruits’ initial moisture content was 5.53 ± 0.31 kg H
2O kg
−1 dm, and Triple Crown 5.57 ± 0.31 kg H
2O kg
−1 dm [
15]. During dehydration of fruits, moisture ratio (MR) over time was followed and the results are presented in Figure 1.
MR is defined as the following ratio: [(
Mt −
Me) / (
M0−
Me)], where
M0 is initial moisture content,
Me is equilibrium moisture content and
Mt is the moisture content at a given time on the dry basis. With increasing the temperature or power, the curves are steeper, which indicates a shorter time of fruit dehydration. If the drying temperature increases, the partial pressure of water vapor on the surface of the fruit also increases, resulting in a faster diffusion of moisture from the interior to the surface of the fruit. All dehydration curves had the same shape with different drying times to constant mass. Loch Ness fruits had the longest drying time at a temperature of 50 ⁰C (9,629 min), while drying at a microwave power of 240 W took the least time (59 min, for both varieties). The drying curves of the Triple Crown fruits using the microwave method were steeper compared to the Loch Ness curves and the drying processes were shorter. Irrespective of the dehydration technique employed, a swift reduction in water content was observed in the initial phase of the drying process. The dehydration time from the initial to the final moisture contents in
Eminoğlu`s at all. results were measured as 2040, 1350, 1050, and 930 min for air-drying temperatures of 54, 61, 68, and 75 °C, respectively [
16]. The drying experiments for blackberries using microwave and convective dehydration methods indicate a significantly reduced drying time of 92–99% with microwave dehydration. Similar results could be observed in the work of Pantelić, where the savings in microwave drying of raspberries were 86 – 96% [
17].
The
MR gauges the moisture level in a food item undergoing drying through a microwave and convective energy. This parameter plays a crucial role in the drying process as it dictates both the speed at which moisture is extracted from the product and the ultimate moisture content. A reduced MR leads to quicker drying and lower ultimate moisture content, whereas an elevated MR leads to a slower drying process and higher final moisture content [
18]. Typically, using a microwave with higher wattage and employing convective dehydration at a higher temperature range statistically significantly (
p < 0.05) will result in a quicker dehydration rate compared to the slower rate achieved with a lower-wattage microwave (
Table 3,
Figure 1).
Drying rate (
DR) represents the total mass loss of dehydrated materials (
Mi-1 −
Mi) between two consecutive measurements (
ti-1 −
ti) on a defined tray [DR = (
Mi-1 −
Mi)/(
ti-1 −
ti)]. With an increase in temperature and power,
DR was grown. The maximum
DR was achieved on the same dehydration time for both analyzed blackberries fruits, for the same dehydration model (
Figure 2). The maximum value of
DR for convective drying is achieved after 960 minutes of drying at a temperature of 50 degrees (
DRmax = 0.019 gmin
-1 for LN and
DRmax = 0.017 gmin
-1 for TC), 480 minutes of drying at a temperature of 70 °C (DR
max = 0.053 gmin
-1 for LN and
DRmax = 0.048 gmin
-1 for TC), 30 minutes of drying at a microwave power of 90 W (
DRmax = 0.651 gmin
-1 for LN and
DRmax = 0.891 gmin
-1 for TC), and 20 minutes of drying at a microwave power of 180 W (
DRmax = 2.049 gmin
-1 for LN and
DRmax = 1.916 gmin
-1 for TC) and 240 W (
DRmax = 2.261 gmin
-1 for LN and
DRmax = 2.456 gmin
-1 for TC).With an increase in temperature and microwave power, the
DRmax also increases. It can be concluded that the drying time, as well as the values of
MR and
DR, will depend statistically more (
p < 0.05) significantly on the chosen drying method (convective or microwave) and its parameters (temperature, power range), regardless the cultivars. Similar finding were found in Lackowicz's results [
14]. The minimum
DR ratio of blackberries dehydration was increased 12 – 119 times with microwave dehydration. Such an effective influence of microwave energy was found in the work of Pantelić, where the
DRmax was increased up to 19 times [
17].
3.3. Determination of Effective Moisture Diffusivity and Energy of Activation
The effective moisture diffusivity
Deff can be determined through the application of Fick's second law of diffusion, considering the fruit's spherical shape (Eq. 1) [
15]:
Deff is the effective moisture diffusivity (m
2s
-1),
t is time (s),
J0 is the roots of the Bessel function, and
r is the blackberries radius (sphere is the appropriate model for the berries). If the
Deff was constant in a relatively long drying period, Eq. 1 could be transformed in ln(
MR) = ln(
a) –
k ×
t. The linear relation ln(
MR) and t gives the possibility to calculate the equation slope which is equal to the drying constant (
k, Eq. 2):
An Arrhenius equation, Eq. 3 for convective drying, and Eq. 4 for microwave drying, could be used for the energy of activation calculation,
Ea [
19]:
Ea (kJ mol
–1) is the energy of activation,
R (8.3143 J mol
–1K
–1) is the universal gas constant,
T (K) is the absolute air temperature, and
D0 (m
2 s
–1) is the pre-exponential factor of the Arrhenius equation. The Eq. 3 and Eq. 4 could be transformed into the linear equations:
The linear relation ln(Deff) and T gives the possibility to calculate the equation slope which is equal to the drying constant k = Ea × R-1. The natural logarithm of Deff versus mass load m (g)/P (W) was used to calculate the Ea (W g-1) of microwave drying.
Elevated air-drying temperatures and higher microwave power statistically significantly (
p < 0.05) resulted in higher
Deff values due to enhanced moisture diffusion at elevated temperatures (
Table 3). The highest
Deff values were calculated for the experimental microwave drying on 240 W (1.48×10
-8 ± 1.10×10
-9 m
2s
-1 for Loch Ness and 1.66×10
-8 ± 9.48×10
-10 m
2s
-1 for Triple Crown). The presented
Deff values were within the specific ranges (10
-8 – 10
-11 m
2s
-1), according to the previous published data [15‒17,21]. The moisture diffusion and
Deff were not depended of the blackberry diameter, since the diameter of Loch Ness was 23.76 ± 0.75 mm and 24.66 ± 0.81mm for Triple Crown.
The energy of activation
Ea reflects the sensitivity of diffusivity to temperature and power range, indicating the energy required to initiate water diffusion. A higher
Ea signifies increased sensitivity of
Deff to changes in temperature and power.
Ea, for the convective drying, was calculated to be 54.45 kJ mol
-1 for both varieties, while for microwave drying was 16.66 ± 1.63 W g
-1 for Loch Ness and 12.06 ± 0.71 W g
-1 for Triple Crown. As could be concluded for
Deff,
Ea was not depended on the blackberry diameter, but on the type of drying and its parameters. A reduced
Ea implies enhanced effective moisture diffusivity (higher
Deff) and increased moisture diffusion with the radius (thickness) of the sphere. This suggests that lower energy consumption leads to the breaking of bonds between water molecules in the sample [
21] and was correlated with the results presented in the work of Pantelić [
17], where the diameter of raspberries was about 25 mm (
Ea = 65.22 kJ mol
-1). The calculated
Ea were within the specific ranges (12.7 to 110 kJmol
-1), according to the previous research by
Eminoğlu`s at all. in which the energy of activation was calculated as 42.25 kJmol
-1 [
16].
3.4. Determination of Energy Consumption
Evaluating the energy usage (
E), as well as the emission of CO
2, in dehydration procedures is crucial for gauging process efficiency and pinpointing potential energy‒saving avenues. One approach to this assessment involves direct measurement, wherein the energy consumption analysis of the dehydration process entails directly measuring the energy input into the system. The experimental findings in
Table 3 revealed a significant influence of the dehydration process on energy consumption (
E), directly correlating with the duration of the drying process. It was evident that there was a statistically significantly reduction in energy input (
p < 0.05) as the microwave energy for drying increased, accompanied by a subsequent decrease in drying time. The microwave drying on 180 and 240 W was the least energetically demanding (E = 0.19 – 0.23 kWh), while the convective drying was about 25 – 35 energetically demanding drying process. Additionally, the experimental findings indicated that convective drying of Loch Ness blackberries demanded a higher energy input compared to Triple Crown drying, whereas the opposite trend was observed for microwave drying. Microwave drying at power inputs of 180 and 240 W exhibited the shortest drying time and the highest
Deff, influenced by the lowest energy demand in the drying process. The previous results for drying organic blackberries showed that by increasing the microwave power decreased quadratically the amount of energy consumption [
22]. Also, the use of pretreatment (e.g. ultrasound assistance) can significantly reduce the energy required for convective drying of blackberries [
23,
24].
3.4. Statistical Analysis
The drying method (convective and microwave drying) and their parameters (temperature and microwave power) were used as independent variables, and PCA was applied to identify the structure in the correlation between these parameters and dependent variables, the drying time, effective moisture diffusivity, energy consumption / emission of CO
2, total anthocyanins and phenolics, antioxidant activity. The results of the PCA are shown in
Figure 3. A scatter plot was generated using the initial two principal components derived from the PCA of the data matrix. The first principal component was assigned to the x-axis, while the second principal component was assigned to the y-axis. The purpose was to illustrate patterns within the presented data and showcase the efficacy of the descriptors employed in distinguishing between different data points. The angles between corresponding variables reflect the extent of their correlations, with smaller angles indicating stronger correlations [
25]. A scatter plot was designed with the first two principal components (F1, F2) from the PCA data matrix. The first two components demonstrated 87.12% of the total variance in the experimental data. The contribution of the variables (%) showed that all variables except the effective moisture diffusivity (drying time, energy consumption / emission of CO
2, total anthocyanins and phenolics, antioxidant activity) equal participated in F1 (13.06 – 16.19 %). The drying time and energy consumption / emission of CO
2 most participated in F2 (22.60% and 16.07%, respectively). The position of the samples in
Figure 3 was primarily more influenced by the type of drying, than the drying parameters and blackberry species. Similar correlations were previously published [
13,
26]. Blackberries, regardless of their species, dried by microwave power were characterized by higher values of all analyzed parameters except energy consumption / emission of CO
2 (oriented on the positive side of the x-axis by the positive value of the F1 component), while the convective dried blackberries were oriented on the negative side of x-axis (by the negative value of the F1 component). Therefore, the Triple Crown dried by microwave power 180 W were characterized by the high values of the following parameters: effective moisture diffusivity, total anthocyanins, total phenols and antioxidant activity. The blackberries dried by convective method were characterized by energy consumption / emission of CO
2.The high concentrations of anthocyanins and phenols contributed to the higher antioxidant activity of dried blackberries as well.
The microwave drying proved to be more effective in terms of drying time, with a statistically significant shorter time of drying process. The Deff generally rises as temperature and energy input increase. This is attributed to the heightened mobility of moisture molecules at higher temperatures and energy input, leading to a faster diffusion rate. The findings presented in the paper affirm this observation, as the Deff values were found to be highest in the microwave drying associated with the highest microwave power range. As energy input escalates, there is a notable increase in the Deff. The experimental findings reveal a notable influence of drying process duration on energy consumption. In particular, the results indicate a statistically significant decrease in energy input with an input of microwave energy and a subsequent reduction in drying time. This implies that substantial energy savings can be achieved by shortening the drying process duration. It is crucial to acknowledge that various drying processes may exhibit diverse energy requirements. Additionally, the discussion underscores that microwave drying proved to be less energetically demanding for the drying of blackberries. This suggests that selecting an appropriate drying method tailored to a specific product can contribute to reducing overall energy consumption.
A visual representation in the form of a color correlation diagram
(Figure 4) was generated to illustrate the statistical significance of correlation coefficients between various variables and their corresponding responses (total anthocyanins and phenolics, antioxidative activity, drying time, effective moisture diffusivity, energy of activation and energy consumption/emission of CO
2). The graphical display employs circle size and color (blue indicating positive correlation and red indicating negative correlation) to represent the values of the correlation coefficients among the tested parameters (Figure 5) [
27]. A high level of positive correlation was shown between drying time and energy consumption / emission of CO
2 (
r = 0.8908, statistically significant at
p < 0.05), and total anthocyanins – total phenolics – antioxidative activity (
r = 0.9040 – 0.9167, statistically significant at
p < 0.05). These results are expected since there is a direct dependence between the drying model (convective, microwave), drying time, and total energy input. Also, antioxidative activity is directly dependent on the total anthocyanins and total phenolics content, as bioactive components.
A high level of negative correlation was shown between drying time /energy consumption (emission of CO
2) and antioxidant activity (
r = – 0.7452 to –0.7597, statistically significant at
p < 0.05). A lower level of negative correlationwas found between drying time time / energy consumption (emission of CO
2) and total anthocyanins and total phenolics content (
r = – 0.6307 to –0.7290, statistically significant at
p < 0.05).The bioactive components (anthocyanins, phenolics) are thermolabile, and their antioxidative activity will be decreased on a higher temperature or microwave power input, or longer dehydration time. The experimental results of this work are in a correaltion with the previously presented [
23,
28]. The results have implications for enhancing the drying process, particularly in sectors such as the food industry, where dehydration plays a crucial role in fruit processing and preservation.