Introduction
The purpose of the grounding system is to protect the electrical networks, devices and people from any fault occurring in the electrical power system [1], [2]. The behavior of grounding electrodes against high-frequency lightning is completely different from that of the steady state or power frequency faults. The lightning current stroke causes the most severe fault in the electrical power networks. Usually this type of strokes has large amount of current that changes the electrical performance and achievement of the grounding electrodes surrounding by the soil and causes the soil ionization. A typical grounding system contains vertical or horizontal electrodes. On the other hand, in medium and high voltages substations can be designed as a grounding grid that was buried in the soil. When high transient current discharges into the earth through the grounding system the soil breakdown phenomenon occurs [2]. It has been found in the literatures [3]–[8] that the injection of high impulse current in the soil determines the degree of soil resistance non-linearity and reduction done by soil ionization and consequently the transient ground potential rise of the ground surface decreases. Therefore, it is noticed that the soil breakdown improves the efficiency of the grounding systems.
There are two main processes that have been advanced to explain the increase of soil conduction during high impulse current discharges. The first one is the thermal heating and the second is the soil ionization process. In the thermal heating process, the discharge current increases the temperature of the existing water filling among the soil grains. Therefore, the resistivity of the heated water decreases, which in turn reduces the resistivity of the bulk soil and consequently the grounding electrode resistance [2]. In the soil ionization process, the performance of the soil electrical parameters such as the conductivity and permittivity cause the change in grounding system performance due to lightning current with high frequency content [3]–[12]. In the opinion of the present article authors, there is another factor affecting the soil ionization process, which is the variation in the solubility and ionisability of the electrolytes contained in the site natural soil. This suggested factor has to be investigated by the authors in the future. Cavka et al. [12], [13], Djamel et al. [14], Grcev [15], Grcev et al. [16], Alipio et al. [17], Pedrosa et al. [18], and Visacro [4] studied the performance of the grounding electrodes in uniform soil when lightning current took place in the network. They considered the frequency impact on the surrounding soil in their researches. Many methods based on different theories in the frequency domain with an appropriate fast Fourier Transform have been developed. Such methods are circuit theory [19], [20], transmission line model [21]–[23], electromagnetic field theory [24]–[26], hybrid methods [27] and the generalized modified mesh current method [28]–[30]. CIGRE grounding electrode resistance model is widely used to determine the minimum grounding electrode resistance obtained at current peak [31].
In the current work, the critical electric field intensity as a function of the soil electrical conductivity, soil permittivity and the frequency content of lightning impulse were studied. The effective radius of the soil ionization when lightning impulse frequency content and soil resistivity variations were considered. The reflection factor effect on the transient grounding potential rise (TGPR), transient earth surface potential (TESP) and transient impedance of the grounding electrode (TIGE) have been investigated and the soil permittivity and conductivity variations with time were included. It can be concluded that the reflection factor has significant impact on the equivalent radius of the electrode. It was observed that the transient voltage peak value decreases sharply when the soil ionization phenomenon is considered and the value of impulse impedance of the soil that has negative reflection factor is lower than that in case of positive reflection factor.
Soil Ionization Modeling Under Lightning Stroke
In the soil ionization process, the electric field enhancement in air voids enclosure among the soil grains, causing the soil breakdown occurrence [2]. Since the resistance of the ionized air is much smaller than the resistance of the soil grains, the equivalent soil resistance decreases. Hence, it is concluded that the soil ionization is mostly accepted as the main factor in the soil breakdown phenomenon. The performance of grounding system when soil ionization phenomenon occurs in uniform soil is investigated by references [2]–[13], and in non-uniform soil in [30]. CIGRE Working Group proposed an empirical model to calculate the grounding resistance as a function of high impulse current when the soil ionization influence is considered. This Group suggested equation to compute the grounding electrode resistance with soil ionization consideration as the following [31].\begin{equation*} \boldsymbol {R}_{ \boldsymbol {i}}=\frac { \boldsymbol {R}}{\sqrt { \boldsymbol {1}+\raise 0.7ex\hbox {${ \boldsymbol {i} \boldsymbol {(t)}}$} \!\mathord {\left /{ {\vphantom {{ \boldsymbol {i} \boldsymbol {(t)}} \boldsymbol {I}_{ \boldsymbol {g}}}}}\right. }\!\lower 0.7ex\hbox {$\boldsymbol {I}_{ \boldsymbol {g}}$}} }\tag{1}\end{equation*}
\begin{equation*} \boldsymbol {I}_{ \boldsymbol {g}}=\frac { \boldsymbol {E}_{ \boldsymbol {c}} \boldsymbol {\rho }}{ \boldsymbol {2} \boldsymbol {\pi } \boldsymbol {R}^{ \boldsymbol {2}}}\tag{2}\end{equation*}
Bellaschi [2] proposed a model taking into account the geometry of the ionized zone as the new geometry of the grounding electrode. This is happened because the arc resistance is considered to be zero due to the dissipation of large current through the earth. Discharge channels near to the electrode will be formed when the electric field exceeds its critical value and formed the enlargement of the dissipation area.
Soil Characteristics Under Lightning Stroke
A. Apparent Resistivity of Two Soil Horizontal Layers
In two soil horizontal layers, the apparent soil resistivity \begin{align*} \rho _{a}=&\frac {\rho _{1}}{\left [{ 1+\left [{ \left({\frac {\rho _{1}}{\rho _{2}}}\right)-1 }\right]\left[{1-e^{\frac {1}{k(z+2h)}}}\right] }\right]}~ \text {For }\rho _{2}< \rho _{1}\tag{3}\\ \rho _{a}=&\rho _{2}\left[{1+\left [{ \left({\frac {\rho _{2}}{\rho _{1}}}\right)-1 }\right]\left[{1-e^{\frac {-1}{k(z+2h)}}}\right]}\right]~ \text {For }\rho _{2}>\rho _{1}\tag{4}\end{align*}
B. Critical Breakdown Field Strength in Uniform and Two Soil Horizontal Layers
The critical breakdown field strength (\begin{equation*} E_{c}=241\rho ^{0.215}\tag{5}\end{equation*}
Recently, some researchers included the effect of frequency content on the performance of the grounding system when soil ionization phenomenon occurs in uniform and non- uniform soils [30]. Manna and Chowdhuri [37] proposed a relation between the critical breakdown field strength (\begin{equation*} E_{c}=8.6083\varepsilon _{g}^{-0.0103}\mathrm { }\sigma _{g}^{-0.15264}\tag{6}\end{equation*}
Moisture content in a soil is a major factor in the change of the soil relative permittivity. The water has permittivity value close to 80, as compared to the dry soil permittivity, which ranges from 3 to 15.The measurement of the soil permittivity is highly dependent on its moisture content, which varies from place to place and from time to time [38].
Fig. 1 presents the critical breakdown field strength using Scott expression, Messier expression and Visacro and Portela expression. In this figure the following values are considered, \begin{equation*} \varepsilon _{r}(f)={10}^{D}\tag{7}\end{equation*}
\begin{align*} D=&5.491+0.946{log}_{10\mathrm { }}\left ({\sigma _{100Hz} }\right)-1.097{log}_{10}\left ({f }\right) \\&+\,0.069{log}_{10}^{2}\left ({\sigma _{100Hz} }\right) \\&-\,0.1141.097{log}_{10\mathrm { }}\left ({f }\right){log}_{10}\left ({\sigma _{100Hz} }\right) \\&+\,0.067{log}_{10}^{2}\left ({f }\right)\tag{8}\\ \sigma (f)=&{10}^{n}~\text {[MS/m]}\tag{9}\end{align*}
\begin{align*} n=&0.028+1.098{log}_{10}\left ({\sigma _{100Hz} }\right)-0.068{log}_{10}\left ({f }\right) \\&+\,0.036{log}_{10}^{2}\left ({\sigma _{100Hz} }\right)-0.046{log}_{10}\left ({f }\right){log}_{10}\left ({\sigma _{100Hz} }\right) \\&+\,0.0180.067{log}_{10}^{2}\left ({f }\right)\tag{10}\end{align*}
\begin{align*} \varepsilon _{r}\left ({f }\right)=&\frac {\varepsilon _{\infty }}{\varepsilon _{0}}\left({1+\sqrt {\frac {\sigma _{DC}}{\pi f\varepsilon _{\infty }} }}\right)\tag{11}\\ \sigma (f)=&\sigma _{DC}\left({1+\sqrt {\frac {4\pi f\varepsilon _{\infty }}{\sigma _{DC}} }}\right) \text {[S/m]}\tag{12}\end{align*}
Critical breakdown field strength using (a) Scott expression, (b) Messier expression and (c) Visacro and Portela expression.
Based on Laboratory measurements of tests done on many soil samples using supply frequency ranges from 40 Hz to 2 MHz Visacor and Portela developed empirical equations for the soil permittivity and conductivity calculations as a function of supply frequency [41] as the following.\begin{align*} \varepsilon _{r}\left ({f }\right)=&2.34\times {10}^{6}{\left({\frac {1}{\sigma _{100Hz}}}\right)}^{-0.535}\mathrm { }\cdot f^{-0.597} \tag{13}\\ \sigma (f)=&\sigma _{100Hz}\left({\frac {f}{100}}\right)^{0.072}\tag{14}\end{align*}
Fig. 1 proved that regardless of the lightning high frequency content, the value of the critical breakdown field of the homogeneous soil having 100
In Fig. 1 (c) using Visacor et al. formula [43] for the calculations of both the dielectric constant and the conductivity of the soil and Manna and Chowdhuri for the calculations of the critical breakdown field strength, a sharp decrease in the critical breakdown field strength value with the increase of the lightning frequency is observed. This is probably due to the dependence of Scott’s and Messier formulas on the dc conductivity
C. Lightning Current Impulse Model
In the current work, two lightning current waveforms corresponding to first and subsequent lightning strokes are used. The Heidler’s lightning current function (HF) is chosen to represent the current waveform [44], [45].\begin{align*} i\left ({t }\right)=&\frac {I_{0}}{\eta }\frac {{\left({\frac {t}{\tau _{1}}}\right)}^{n}}{1+\frac {t}{\tau _{1}}^{n}}e{(\raise 0.7ex\hbox {${-t}$} \!\mathord {\left /{ {\vphantom {-t \tau _{2}}}}\right. }\!\lower 0.7ex\hbox {$\tau _{2}$})} \tag{15}\\ \eta=&e{-(\raise 0.7ex\hbox {$\tau _{1}$} \!\mathord {\left /{ {\vphantom {\tau _{1} \tau _{2}}}}\right. }\!\lower 0.7ex\hbox {$\tau _{2}$}){(n(\raise 0.7ex\hbox {$\tau _{2}$} \!\mathord {\left /{ {\vphantom {\tau _{2} \tau _{1}}}}\right. }\!\lower 0.7ex\hbox {$\tau _{1}$}))}{\raise 0.7ex\hbox {1} \!\mathord {\left /{ {\vphantom {1 n}}}\right. }\!\lower 0.7ex\hbox {$n$}}}\tag{16}\end{align*}
D. Effective Electrode Radius Including Soil Ionization Effect
Due to lightning current, the soil ionization occurs when the leakege current in the earth exceeds its critical value as given in Equation (2). The occurrence of the soil ionization by lightning current pulses leads to an increase of the grounding electrode radius subsequently, decrease in the ground resistance, transient voltages, and transient impedances are happened. The new effective radius of grounding electrode \begin{equation*} \boldsymbol {r}_{ \boldsymbol {i}}=\frac {{ \boldsymbol {\rho }\mathrm { } \boldsymbol {I}}_{ \boldsymbol {m}}}{ \boldsymbol {2} \boldsymbol {\pi }\mathrm { } \boldsymbol {E}_{ \boldsymbol {c}} \boldsymbol {l}}\tag{17}\end{equation*}
\begin{align*} \nabla \cdot J=&0 \tag{18}\\ J=&\sigma E+\frac {\partial D}{\partial t}+J_{e} \tag{19}\\ E=&-\nabla V\tag{20}\end{align*}
\begin{equation*} n\cdot J=0\tag{21}\end{equation*}
Equivalent radius of horizontal and vertical electrodes at soil ionization phenomena, the electrode has 3 m length and 7 mm radius with different reflection factors using Messier model (a) at first lightning stroke, (b) at subsequent lightning stroke, (c) Variation of the soil resistivity of two layers (
The other three boundary conditions are considered as floating potential. In this simulation, when the local electric field \begin{equation*} \rho =\rho _{0}e^{(-t/\tau)}\tag{22}\end{equation*}
\begin{equation*} \rho =\rho _{i}+(\rho _{0}-\rho _{i})(1-e^{-t/\tau _{1}})({1-E/E_{c})}^{2}\tag{23}\end{equation*}
The soil critical electric field
From Figures 2-c and 2-d, it is noticed that the resistivity of the soil layers are decreased within the area around the rod. The reduction in the soil resistivity reached to about 38 % of its steady state value and it is uniformly distributed around both the vertical and the horizontal rods.
From Table 1 and Fig. 2 a and b, it can be concluded that the reflection factor has a significant impact on the equivalent radius of the electrode. Increasing the reflection factor leads to influenced impact in the equivalent radius increase. Conversely, the increase in the lightning stroke frequency leads to a decrease in the equivalent radius of electrode. Again it is observed that the results of Scott expression and Messier expression are close to each other, while results of Visacro and Portela expression are somewhat far from their results
Modeling of Grounding Electrode Under Lightning
In this section, the performance of grounding electrodes (horizontal or vertical) in two-layer soil including the effect of the soil ionization with frequency and soil resistivity variations is investigated. The grounding electrode has 3 m length and 7 mm radius, the laying depth of the horizontal grounding electrode is considered as 0.5 m, and the thickness of first layer is assumed to be 1m. The soil relative permittivity is considered to be 10 for first layer and 8 for the second layer considering the moisture content [53]. Finally, the reflection factors are taken as −1/2, −2/3, 1/2, 2/3, and k
In this paper transmission line model (TLM) in ATP is used to simulate the grounding electrodes. In (TLM) method any grounding electrode can be divided into N segments each one contains grounding resistance, capacitance and inductance elements as given in Fig. 3 in case of horizontal grounding electrode. The formulas of \begin{align*} R_{g}=&\frac {\rho }{2\pi }\ln \left({\frac {4l}{\mathrm {a}}-1}\right) \tag{24}\\ C_{g}=&\frac {\rho \varepsilon }{R_{g}} \tag{25}\\ L_{g}=&\frac {\mu }{2\pi }\left[{\ln \frac {2l}{\mathrm {a}}-1}\right]\tag{26}\end{align*}
\begin{align*}\hspace {-.5pc}R_{i}=&\frac {\rho }{2\pi l_{i}}\left [{ \frac {2h+a}{l_{i}}+ln\frac {l_{i}+\sqrt {l_{i}^{2}+a^{2}}}{a}-\sqrt {1+\left ({\frac {a}{l_{i}} }\right)^{2}}}\right. \\&\qquad\quad \left.{+\,ln\frac {l_{i}+\sqrt {l_{i}^{2}+4h^{2}}}{2h}-\sqrt {1+\left ({\frac {2h}{l_{i}} }\right)^{2}} \,}\right]\tag{27}\end{align*}
\begin{equation*} L_{i}\approx \frac {{\mu _{o}l}_{i}}{2\pi }\left ({ln\frac {2l_{i}}{a}-1 }\right)\tag{28}\end{equation*}
Simulation of buried horizontal electrode subjected to lightning stroke, (a) transmission line model (TLM) of horizontal electrode and (b) the passive element circuit represents horizontal electrode.
The shunt capacitance \begin{equation*} {C}_{i}\left ({a_{i} }\right)=\frac {2\pi \varepsilon l_{i}}{\frac {a_{i}}{l_{i}}+ln\frac {l_{i}+\sqrt {l_{i}^{2}+a_{i}^{2}} }{a_{i}}-\sqrt {1+\left ({\frac {a}{l_{i}} }\right)^{2}}}\tag{29}\end{equation*}
Transient Grounding Voltges in Two Layer Soils
A. Transient Ground Potential Rise (TGPR)
Figure 4 shows the transient ground potential rise when the horizontal and vertical rods are subjected to 30 kA first lightning strokes with ignoring the soil ionization impact and when it is considered using Messier expression, Scott expression and Visacor and Portela formula at constant
First lightning stroke TGPR of horizontal and vertical electrodes (a) at k
To investigate the effect of lightning current’s front time \begin{equation*} f_{eq}=\frac {1}{4T_{f}}\tag{30}\end{equation*}
The equivalent frequencies for the first and the subsequent return stroke currents are considered to be 31.25 kHz and 312.5 kHz, respectively. Table 2 shows the effect of front time on the performance of horizontal grounding electrode in two layer soil for reflection factor
Figure 5 gives similar relations between TGPR and the soil reflection factors in case of subsequent lightning strokes strike with the use of horizontal and vertical grounding electrodes. The results indicate that the peak values of the transient grounding potential rise are reduced comparing with the TGPR of first lightning stroke due to the decrease in the effective radius of grounding electrode. As given in Fig. 5 increasing the reflection factor increases the transient grounding potential rise TGPR. The time interval of subsequent lightning stroke TGPR and the time required to reach to the stroke peak value are shorter compared with the first lightning stroke grounding potential rise.
Subsequent lightning stroke GPR of (a) horizontal using Messier expression with soil ionization phenomena, (b) vertical using Messier expression with soil ionization phenomena (c) horizontal electrode using Scott expression with soil ionization phenomena and (d) vertical electrode using Scott expression with soil ionization phenomena.
B. Transient Earth Surface Potential (TESP)
The earth surface potentials of horizontal and vertical grounding electrodes including the effect of soil ionization for 3 m electrode length, 7 mm radius and different values of reflection factors are given in Fig. 6 for first lightning stroke. The grounding electrode is simulated by ATP-EMTP [54]. Messier expression and Scott expression are used to include the effect of frequency and soil resistivity variations on the soil ionization process. Fig. 6(a) gives the TESP in case of horizontal electrode using Messier expression, Fig. 6(b) gives the TESP in case of vertical electrode using Messier expression, Fig. 6(c) gives the TESP in case of horizontal electrode using Scott expression and, Fig. 6(d) shows the TESP in case of vertical electrode using Scott expression. From this f1gure 1 t is noticed that the TESP is higher for two-layer soil (different values of reflection factors) than TEPS in case of 100
Earth surface potential (ESP) at first lightning stroke soil respecting ionization phenomena at time
Earth surface potential (ESP) at subsequent lightning stroke respecting ionization phenomena at time
C. Transient Impedance of The Grounding Electrode
The transient impedance can be expressed as the ratio of voltage and current at the feeding point [55].\begin{equation*} \boldsymbol {Z}\left ({\boldsymbol {t} }\right)=\frac { \boldsymbol {v(t)}}{ \boldsymbol {i(t)}} ~(\Omega)\tag{31}\end{equation*}
Figure 8 shows the transient impedance of horizontal and vertical grounding electrodes including the soil ionization phenomenon and frequency content impacts. In this figure the electrode is subjected to 30 kA first and subsequent lightning stroke at different values of reflection factors and also at 100
Transient impedance at first lightning stroke respecting ionization phenomena (a) horizontal using Messier expression with soil ionization phenomena, (b) vertical using Messier expression with soil ionization phenomena (c) horizontal electrode using Scott expression with soil ionization phenomena and (d) vertical electrode using Scott expression with soil ionization phenomena.
Figs. 9 (a) and (b) illustrate the transien impedances of horizontal and vertical grounding electrodes respectively with different lengths at different reflection factors using Messier model for first lightning stroke. Fig.9 (c) shows the impulse impedance for the subsequent lightning stroke in horizontal rod and Fig. 9(d) shows the simulation and experimental results of transient impedance under soil ionization models according to similarity approach given in [56], [57], Nixon et al. [35] and CIGRE [31] for a single rod and by using transmission line method. Fig. 9 (a) shows the relation between the horizontal grounding electrode length and the impulse impedance for different reflection factors including the effect of soil ionization with frequency and soil resistivity variations. From this figure it is noticed that increasing the horizontal electrode length reduces the grounding impedance when subjected to first lightning stroke until reaching to 20 m as given in the figure. After that length, a slight increase in the grounding impedance is noticed may be due to the increase in the electrode inductance. As shown in the same figure it is noticed that the reflection factor has remarkable decrease of the grounding transient impedance with the increase of the electrode length until reaching to constant value. The electrode length at this value is called the effective length of grounding electrode. Also, it is observed that in the first lightning stroke case the impulse impedance reaches to effective length before subsequent lightning stroke.
Transient impedances with different electrode lengths at different reflection factors using Messier model (a) transient impedances of horizontal grounding electrodes, (b) transient impedances of vertical grounding electrodes, (c) for the subsequent lightning stroke in horizontal rod and (d) Simulation and experimental results of transient impedance under soil ionization models according to similarity approach [50], Nixon et al. [35] and CIGRE [31] for a single rod by using transmission line technique.
Similar calculations are done using vertical grounding electrode and there is no noticeable difference with previous characteristics as given in Fig. 9 (b). Fig. 9 (c) shows the subsequent lightning stroke impedance in horizontal rod.
For the purpose of the verifications, the calculated values of impedances are compared with that obtained by similarity approach [56]–[58], experimental measurements done by Nixon et al. [35], and also compared with CIGRE model calculations [31]. The data used in this case are:
The authors believe that the little difference between the measured and calculated values may be due to the change in solubility and ionisability of the soil electrolytes under the stroke electric field, which is not considered in the calculations. For further confirmation of the results obtained in this article, the TGPR calculated results are compared with the experimental and results obtained by references [35], [59] as given in Table 3. From the tabulated results it can be noticed that the difference is within +1.7% to −5.7%, which proves the high credibility of the used method in this article.
Influence of the Upper Soil Layer Thickness on the Ground Electrode Performance
It is very interesting to investigate the effect of the upper layer thickness on the ground electrode performance. Table 4 gives the influence of thickness of the upper layer soil on maximum TESP, TGPR and transient impedance for horizontal grounding electrode in non-uniform soil for different reflection factors at 30 kA first lightning stroke at time
From Table 5 it is noticed that increasing the burial depth of the electrode reduces TGPR and the transient impedance regardless of whether the reflection factor is positive or negative
Discussion of the Obtained Results
In this article the grounding electrodes performance under lightning strokes in uniform and two-layer soil including the influence of soil ionization with frequency and soil resistivity variations was investigated. Constant values of electric field for all soil types are proposed to be used as medium of grounding system by Oettle [59], Musa [60] and CIGRE [31]. These values are 1000, 300, and 400 kV/m respectively. They considered that
The ionization radius around the electrode varies dynamically with the changes of the soil parameters, reflection factor and the grounding electrode system such as the electrode length, burial depth, soil resistivity, soil permittivity, critical electric field and the maximum value of the stroke current and its frequency. From Table 1 and Fig. 2 it can be concluded that the reflection factor has significant impact on the equivalent radius of electrode. As it is illustrated in Table 1, increasing the reflection factor leads to influenced effect in the equivalent radius increase.
The changes in magnitudes of transient grounding voltages and transient impedances of the horizontal and vertical rods when subjected to the first and subsequent lightning strokes in two layer soil have been occur because of the distribution of the electric field around the electrode changes by the variations in the current distribution along the electrode and the variation in the soil surrounding the electrode resistivity done by ionization process.
Conclusion
This article is characterized by providing a model for calculating the impact of the soil ionization phenomenon on the transient probabilistic ground potential rise, the transient impedances and transient earth surface potential considering the variations in soil conductivity and permittivity with the stroke frequency, such this model was not covered in previous articles.
The critical breakdown field strength of two layer soil with different reflection factors is presented. The transient probabilistic ground potential rise (TGPR) in uniform and in two layer soils is studied. The transient impedances of horizontal and vertical electrodes are calculated considering the effect of soil ionization including the influence of soil ionization with frequency and soil resistivity variations. It is concluded that the reflection factor has significant impact on the equivalent radius of the electrode. It is observed that the transient voltage peak value decreases sharply when the soil ionization phenomenon is considered and the impulse impedance of the soil that has negative reflection factor is lower than that in case of positive reflection factor. For the verifications of the present study the calculated transient impedances and TGPR are compared with experimental results obtained by Nixon et al. and Liu, Y.Q, where a good agreement is noticed. Also, it is noticed that with the increase of upper layer thickness the maximum values of the transient ground potential rise, transient earth surface potential and transient impedance decrease when the reflection factor is positive, i.e.
The calculations done by the use of Scott and Messier expressions are close to each other, while results of Visacro and Portela expression are not compatible with them. So Scott and Messier expressions may be more accurate in the calculations. Finally, the paper pointed out to that the change in solubility and ionisability of the soil electrolytes under the stroke electric field, which is not considered in the calculations and may need more investigation in the future. This may justify the difference between the measured and calculated.
ACKNOWLEDGMENT
The authors would like to acknowledge the financial support received from Taif University Researchers Supporting Project Number TURSP-2020/122, Taif University, Taif, Saudi Arabia.