Abstract
Used tyres are not biodegradable, and the current methods of disposal pose a threat to the environment. Such tyres can be valorised through decomposition to produce liquid fuel, an alternative diesel fuel, using thermal pyrolysis technique. Microwave pyrolysis is an alternate method which uses microwave irradiation, saves energy, and is better environmentally. The main objective of this study was to perform microwave pyrolysis of used tyres to produce liquid fuel and compare with thermal pyrolysis. The specific objectives were to study the effects of pyrolysis operating variables and optimization of liquid fuel yield for thermal pyrolysis, compare with microwave pyrolysis, and characterize the liquid fuel. Thermal pyrolysis variables were reaction temperature, reaction time, and particle size. Thermal pyrolysis reaction temperatures were 200, 300, 400, 500, 600, and 700°C; reaction time 10, 20, 30, 40, 50, 60, 70, 80, 100, and 120 minutes. Particle sizes were 25, 50, 60, 100, 125, and 200mm2. Thermal pyrolysis was carried out in furnace fabricated using furnace clay rated 600 W. A 500 ml round bottomed flask was used as a reactor. Design Expert 13 was used for data analysis and optimization, gas chromatography–mass spectrometry (GC-MS) was used for chemical composition analysis, while physiochemical properties were tested using standard methods. The yield of the liquid product was correlated as a quadratic function of the reaction variables. Response surface methodology (RSM) was used to study the effects of operating variables and identify points of optimal yields. The yield decreased as particle size increased. Yield increased with increase in temperature optima being 500°C. Yield increased with increase in reaction time, and the pyrolysis time was 80 minutes. The highest liquid yield of 40.4 wt. % corresponded to temperature of 500°C, time of 80 min for 60 mm2 size. The calorific value for liquid fuel was 47.31 MJ/kg and GC-MS analysis showed that the oil comprised of complex mixtures of organic compounds with limonene, toluene, and xylene as major components. When compared to the published literature on microwave pyrolysis, both processes gave similar maximum yield but microwave process was superior due to a 77.5% reduction in reaction time, resulting in a 73.02% saving in energy requirement.
1. Introduction
The production of vehicles is increasing as a result of fast industrialization around the globe since it is the popular mode of transport. As a result, the use of petroleum oil is increasing leading to a rapid depletion in nonrenewable petroleum fuels [1]. In the recent decades, alternative energy sources such as biodiesel and waste to energy fuels such as waste plastics pyrolysis oil have been of great interest to energy researchers [2]. Due to the desire to conserve environment from pollution, researchers are doing researches on conversion of wastes to energy using various waste to energy technologies [3]. Used tyres is one of the categories of wastes that are nonbiodegradable and, when they are disposed in environment or burnt in an open air, leads to environmental pollution. Thermal pyrolysis of tyres is the cracking of tyre molecules at higher temperatures in absence of oxygen to produce liquid, solid, and gaseous products [4]. The liquid product is of great interest in waste to energy because of its fuel properties. It has a higher calorific value compared to fossil fuels and therefore can be used as an alternative source of cheaper energy. According to Bett et al. [5], tyre pyrolysis oil has a calorific value of 48.99 MJ/kg while that of diesel is 44.8 MJ/kg according to Osueke et al. [6].
Several studies on catalytic thermal pyrolysis have been done to investigate the yield of pyrolysis products. According to research by Durak et al. [7], a cumin seed cake was transformed to liquid and solid products with and without catalyst. The pyrolysis was performed at temperatures of 300, 400, and 500°C. The aim was to investigate the liquid yield and the effects of catalyst on the process. The highest liquid yield was 30% in presence of Al2O3 catalyst and less than 30% without catalyst. This clearly indicates that catalyst improves the yield of the liquid products. The high heating values (HHV) for the pyrolysis oil was found to be between 32.44 and 36.19 Mj/kg.
Another research was done to investigate the effects of temperature and catalyst on the production of biooil and biochar from avocado seeds by Durak and Aysu [8]. The reaction was performed in a fixed-bed reactor using KOH and Al2O3 as a catalyst and another without catalyst. The temperature range was between 400°C and 600°C, and the heating rate was 50°C/min. Temperature and catalysts were determined to be the main factors that affect the thermal cracking of avocado seeds to liquid and gaseous products. In this research, the highest liquid fuel yield of about 37.5% was obtained using 10% KOH as a catalyst at pyrolysis temperature of 600°C and heating rate of 50°C/min.
Aysu and Durak [9] did a research in 2015 to study the effects of temperature and catalyst on thermal pyrolysis of liquorice (Glycyrrhiza glabra L.). Experiment was performed with different catalysts (ZnO, FeCl3, K2CO3, Al2O3, and Na2B4O7.10H2O) and without a catalyst at three different reaction temperatures (350, 450, and 550°C). The experiment was performed in a tubular fixed-bed reactor with a constant heating rate of 40°C/min. The highest liquid yield of 34.35% was at a temperature of 550°C with Na2B4O7.10H2O catalyst.
A research to study the primary products from thermal pyrolysis of lignin, cellulose, and hemicellulose was performed in 2020 by Senneca et al. [10]. After volatilization, the volatiles were quenched via a cold pyrex bridge, and the solid residue remains in the reactor strip. The results indicated that fast pyrolysis of lignin produces light tar that contains vanillin, aliphatics, and PAHs. At 1573 K, cellulose produces light tar containing levoglucosan as a result of depolymerization, and as the temperatures increases, the tar produced becomes heavier. Hemicellulose produces light tar similar to cellulose, and at higher temperatures, the tar becomes heavier.
Thermal and catalytic pyrolysis of waste plastics was performed in 2020 by Kasar et al. [11] to study the properties of liquid fuel and gaseous products produced. The calorific value of the liquid products was found to be between 44 and 47 MJ/kg while that of gaseous products was between 27 and 32 MJ Nm−3. Other properties of liquid fuel were found to be similar to those of conventional fuels such as diesel and therefore recommended to be used as a fuel.
There are various pyrolysis technologies that can be used to recover the useful oil from used tyres. This research focuses on thermal pyrolysis and how it compares to microwave pyrolysis. Microwave pyrolysis is the use of microwave irradiation [12] instead of external heating source which is the case for thermal pyrolysis. There is need to compare various technologies to enable the pyrolysis industrial players choose an efficient system in terms of energy requirement, pyrolysis time, and waste to energy conversion efficiency. Despite the need to compare pyrolysis technologies, there is also need to clearly define the variables that affect each technology and identify the points of optimal yields. Thermal pyrolysis process will be compared to microwave pyrolysis by Bett et al. [5]. The microwave pyrolysis research by Bett et al. examined the effects of variables on the process and optimized the yields using response surface methodology. The microwave pyrolysis variables were microwave power, reaction time, and particle size. According to Bett et al. [5], the liquid fuel yield increased with increase in microwave power optima being 50% power. Yield increased with increase in reaction time while decrease in particle size increased the yield of tyre pyrolysis oil. The highest liquid yield of 39.1 wt % was at 50% power, 18 min reaction time, and particle size of 25 mm2.
The present research studied the effects of operating variables on thermal pyrolysis and optimized the liquid fuel yield using central composite design. Besides, the energy requirements for both processes were analyzed. However, the calculation of energy requirements for microwave pyrolysis was based on the parameters of microwave experimental set up by Bett et al. [5]. The type of reactor used in this study is a fabricated fixed bed reactor. A fixed bed reactor is a pyrolysis reactor where the feedstock is allowed to be heated for a given period on a bed which is stationary. It has heat source and condensing unit where the liquid products condenses [13].
2. Materials and Methods
2.1. Experimental Set-Up
The experimental set up was done as illustrated in Figure 1. A heating furnace was fabricated using furnace clay. Furnace clay was chosen because of its ability to retain heat and to withstand higher heating temperatures. The furnace clays were arranged in such a way that they form a cavity where the reactor is heated. Two electrical heating coils each rated 300 W were inserted on the furnace clays on the inner side of the heating cavity. The coils were then connected to a temperature controller to monitor the temperature of the heating cavity. A 500 ml round bottomed flask connected to a glass Liebig condenser was used as a reactor. The feedstock is fed into the reactor, and when the power is switched on, the feedstock is heated to the set temperatures. The fumes are formed at higher temperatures, and they flow out of the reactor through the condenser where they are condensed, and the liquid products are collected at the sample bottle. The condenser comprises of flowing cold water at an average temperature of 10°C. A temperature gradient exists between the hot products of pyrolysis in the inner tube of the glass Liebig condenser and the circulating cold water. A heat transfer occurs, and the products of pyrolysis condense, and the liquid products are collected.
The thermal oven comprises of heating coil rated 600 W, a thermocouple probe with maximum temperature of 1300°C, and a temperature controller each with a range of 0-1000°C.
2.2. Feedstock Preparation
The feedstock used in this study was used tyre particles that were shredded into desired particle size using a sharp knife. The thickness of the tyre particles were similar with a dimension of 2 mm; therefore, cross-sectional area was used as a measure of particle size in mm2. Since this study was a prototype, small quantities of used tyre particles were required, and therefore, sizes could be measured using a meter rule. For a mass production and industrial set-up, use of sieve with different mesh sizes is recommended similar to the method by Paczkowski et al. [14]. The feedstock is then sorted and sun dried to remove foreign particles and moisture that could interfere with pyrolysis process. Low temperature preheating of feedstock to about 100 to 110°C is recommended to vaporize all the moisture that could be in the tyre particles since the boiling point of water is about 100°C [15].
2.3. Effects of Operating Variables on Thermal Pyrolysis
There are several factors that affects thermal pyrolysis [16], but the present study focuses on the variables: reaction temperature, particle size, and reaction time. The effect of each variable was studied by conducting an experiment.
2.3.1. Effects of Reaction Temperature
The temperature of the furnace was set using an automated temperature controller coupled to a thermocouple probe each with a temperature range of 0-1000°C. When the temperature set is attained, it automatically stops and maintains the temperature. The furnace was allowed to achieve the required temperature before feeding the feedstock into the reactor. The temperature considered were 200°C, 300°C, 400°C, 500°C, 600°C, and 700°C. The liquid products and solid products from each run were weighed and recorded for analysis. In each experimental run, 100 g of 25 mm2 feedstock was used.
2.3.2. Effects of Particle Size
Tyre (Triangle 1000 R 20 10.00X20 Truck Tyre) manufactured in China was shredded into various sizes using a knife, and 100 g feedstock was used in each experimental run. The sizes used in this experiment were cubic with uniform thickness of 2 mm. The cross-sectional area of various sizes was varied for the purpose of investigating the effect of particle size of the feedstock on the yield of thermal pyrolysis process. The cross-sectional areas considered were 25 mm2, 50 mm2, 100 mm2, and 200 mm2. The temperature was set to 500°C and when there is no more liquid condensing and no more gaseous products, the heating furnace was stopped, and liquid fuel collected are weighed. The solid residue was also weighed, and the mass of the gaseous products is obtained using the following relation as per the law of conservation of mass [17]: .
2.3.3. Effects of Reaction Time
A stop watch was used to measure time, and the first step was to determine the time taken for the condensable products to condense at set temperature. The temperature considered was 500°C. The sample size was 100 grams of 25 mm2 feedstock, and the liquid fuel yield was monitored after every 10 minutes.
2.4. Thermal Pyrolysis Process Optimization
This research was mainly focused on the liquid fuel yield. The three variables reaction temperature, reaction time, and particle size were optimized using the central composite design (CCD) [18]. The central values, the step sizes, and the range of variables were as follows: central reaction temperature of 400°C, step of 100°C, and range of 300°C-500°C; central reaction time of 60 mins, step of 20 mins, and range of 40 mins-80 mins; and central particle size of 112.5 mm2, step of 52.5 mm2, and range of 60 mm2–165 mm2 as shown in Table 1.
Design Expert 13 Trial Version was used to develop the runs for optimization, and the factorial, axial, and centre point runs were obtained. A total of 45 experimental runs were obtained using the software since 3 replications were done on the axial, factorial, and centre point runs. For a full factorial rotatable design, [19]. 01, 02, and 03 are the centre points while (1.682) and (1.682) are the axial points.
2.5. Characterization of Liquid Products for Fuel
The physiochemical and chemical analysis of the liquid products were performed using standard methods. Gas chromatography–mass spectrometry (GC-MS) was used to analyze the chemical composition and compared to pure standards of various components being analyzed using standard GC-MS procedure [20]. Analysis of tyre oil from thermal pyrolysis was subjected to the same tests done by Bett et al. [5] for microwave pyrolysis since the same type of tyre was used in both cases.
2.6. Energy Requirements for Optimal Thermal Pyrolysis and How It Compares to Microwave Pyrolysis
To calculate the energy requirement per kg of tyre pyrolysis oil for thermal pyrolysis, the following key parameters were considered: heating element energy consumption () and stirrer energy consumption (). Similarly, for microwave pyrolysis [5], the microwave power level for optimal yield () and the stirrer energy requirement () were considered. Magnetron efficiency of a microwave oven is taken to be 62% according to Devine and Leadbeater [21]. The detailed calculations of energy requirements are as indicated in Table 2 and Table 3 for microwave and thermal pyrolysis, respectively.
3. Results and Discussion
3.1. Effects of Reaction Temperature
An experimental run was done using particle size of 25 mm2. 100 g sample was weighed and subjected to pyrolysis at different temperatures for 70 minutes. The temperature range was between 200°C and 700°C and for 25 mm2 particle size; there was an increase in liquid fuel yield from 18.4 (wt.%) at 200°C to an optimum value of 38.0 (wt.%) at 500°C. After 500°C, there was a continuous decrease in the liquid fuel yield up to 30.6 (wt.%) at 700°C as illustrated in Figure 2. On the other hand, there was a continuous decrease in gas yield from 200°C to 400°C from 13.3 (wt.%) to 8.5 (wt.%). This was followed by a continuous increase up to 29.8 (wt.%) at 700°C. There was a continuous decrease in the solid yield as illustrated in Figure 2 from 68.3 (wt.%) at 200°C to 39.6 (wt.%) at 700°C.
The results are in agreement with the published literature as reported by Hossain and Rahman [22]. The maximum yield was probably due to better cracking at 500°C. The thermal cracking was not complete at lower temperatures; hence, the pyrolysis process was not complete. Beyond 500°C, there was a decrease in the liquid fuel yield because of elevated temperatures that cracks further the liquid products to gaseous products. That explains why the gas products increase after 500°C. At lower temperatures, the pyrolysis process was partial, and less oil and volatiles were produced, and therefore, there was maximum retention of material in form of solid char [22]. According to Varma et al. [23], the complexity of the temperature graphs is as a result of the primary and secondary reactions. At lower temperatures, the primary reactions predominate, and as the temperature rises, the formation of vapours increases, and as condensation takes place, more oil products are formed [23]. As temperature increases, the secondary reaction takes place, and thus, after a certain temperature (500°C) when the secondary reaction predominate, the production of biooil decreases [24].
3.2. Effects of Particle Size
To study the effects of particle size, 100 grams of different particle sizes were subjected to pyrolysis process for 75 minutes at 50% microwave power. The yield of the liquid fuel decreased continuously from 39.1 (wt.%) for 25 mm2 to 30.6 (wt.%) for 200 mm2. The solid residue had a similar trend from 46.2 (wt.%) for 25 mm2 to 32.2 (wt.%) for 200 mm2. On the other hand, the gaseous products increased with increase in particle size from 14.7 (wt.%) for 25 mm2 to 37.2 (wt.%) at 200 mm2. They are as illustrated in Figure 3. The results are in agreement with the published literature [22]. The decrease in liquid fuel yield with increase in particle size is probably due to reduction in surface area for the pyrolysis process [25]. The increase in gas yield with increase in particle size implies that as heating continues; the small quantities of liquid products that were formed were further cracked to form gaseous products. The quantity of solid residue is dictated by the trend of liquid and gaseous products.
3.3. Effects of Reaction Time
A 100 g particle size of 25 mm2 was used for this particular experiment while temperature was held constant at 500°C. The liquid and gaseous yield increased continuously up to about 60 mins where the yield remained constant. The liquid products increased from 5.2 (wt.%) at 10 mins to 38.2 (wt.%) at 60 mins. It then remained constant up to 120 mins. On the other hand, the gaseous products increased from 8.4 (wt.%) at 10 mins to 43.4 (wt.%) at 60 mins then remained constant. Finally, the solid char was maximum at the beginning with 86.4 (wt.%) at 10 mins to 18.4 (wt.%), then remained constant. The results are in agreement with the published literature by Shah et al. [26]. At 10 mins, the pyrolysis process is not yet complete, and a few hydrocarbons in the tyre have been cracked to form liquid and gas. The cracking continues up to 60 mins which is the optimum time for the pyrolysis process. After 60 mins, the cracking of complex molecules in the tyre is complete, and therefore, no more cracking takes place, hence the constant trend as illustrated in Figure 4.
3.4. Thermal Pyrolysis Process Optimization
Central composite design (CCD) was used for optimization. The required runs were obtained using Design Expert 13-Trial Version software. The results are as tabulated in Table 4 for the 45 optimization runs comprising of 3 replications of the axial, factorial, and centre point runs. The predicted yields are obtained from Equation (1).
The data in Table 4 were tested for fit considering linear, two-factor interaction (2FI), quadratic, and cubic polynomials. The results are as shown in Table 5; the highest adjusted was for quadratic model, and it was not aliased. Putting into consideration the value and the value, a quadratic model was suggested.
The selected quadric model was in the form , where is the liquid fuel yield, is the coded variables. The analysis of variance (ANOVA) for the quadratic model is given by Table 6. As illustrated, the model value of 133149.35 implies the model is significant. There is only a 0.01% chance that an value this large could occur due to noise.
values less than 0.0500 indicate that model terms are significant. In this case, X1, X2, X3, (X1.X2), (X1.X3), (X2.X3), (X1)2, (X2)2, and (X3)2 are significant model terms. Values greater than 0.1000 indicate the model terms are not significant. The lack of fit value of 0.47 implies the lack of fit is not significant relative to the pure error. There is 79.4% chance that a lack of fit value this large could occur due to noise. The value for lack-of-fit was greater than 0.05, and therefore, it was not significant.
Table 7 gives the -square values for the model.
As illustrated in Table 7, the “predicted ” of 1.0000 is in reasonable agreement with the “adjusted ” of 1.0000; i.e., the difference was less than 0.2. “Adeq precision” measures the signal to noise ratio. A ratio greater than 4 is desirable. In this particular case, the ratio of 1143.7156 indicates an adequate signal.
The quadratic equation is given by:
Equation (1) can be used to make predictions about the response for given levels of each factor. Here, the levels should be specified in the original units for each factor.
3.4.1. Response Surface and Contour Plots for Thermal Pyrolysis
Equation (1) was used to plot response surface and contours for optimization of liquid fuel yield. Figure 5 is a plot for yield as a function of reaction temperature and reaction time. The optima lie close to a reaction temperature of 500°C and reaction time of 80 minutes.
Figure 6 gives a plot for yield as a function of reaction temperature and particle size. The optima lie close to a reaction temperature of 500°C and particle size of 60 mm2.
Figure 7 gives a plot for yield as a function of particle size and reaction time. The optima lie close to a particle size of 60 mm2 and reaction time of 80 minutes.
From the optimization, the optimal yield of liquid fuel for thermal pyrolysis was 40.4 (wt. %) and was achieved at a reaction temperature of 500°C, particle size of 60 mm2, and reaction time of 80 minutes. Particle size of 60 mm2 was among the smallest particle sizes for this specific study, and even smaller particle sizes can be achieved and are likely to give better results. On the other hand, for microwave pyrolysis according to Bett et al. [5], the optimal yield of liquid fuel (39.1 wt. %) was achieved at a microwave power of 50%, particle size of 25 mm2, and reaction time of 17.5 minutes. 25 mm2 was the smallest particle size for this specific study, and even smaller particle sizes can be achieved and are likely to give better results.
3.5. Characterization of Thermal Tyre Pyrolysis for Fuel
3.5.1. Physiochemical Properties
The physiochemical properties were conducted using standard methods at Lab Works East Africa Ltd., Nairobi, Kenya. Table 8 summarizes the results of the physiochemical properties tests for thermal pyrolysis and how it compares to that of microwave pyrolysis according to Bett et al. [5].
From Table 8, the properties of oil from both processes are similar since the same type of tyre was used. The calorific value of oil from microwave pyrolysis is 48.99 MJ/kg [5] while that from thermal pyrolysis is slightly lower at 47.31 MJ/kg. According to the experiment by Osueke et al., 2018 [6], the gross calorific value of commercial diesel is 44.8 MJ/kg. Besides, Hariram et al. [27] reported a calorific and 43.9 MJ/kg for commercial diesel. This implies that the TPO has calorific value higher than that of commercial diesel. Upon further purification, TPO can be used directly in internal combustion engines instead of diesel. The calorific value of heavy fuel oil (HFO) is at 39 MJ/kg according to Senčić et al. [28]. The recommended properties of HFO [28] include: maximum kinematic viscosity @ 288 K of 5 Pa∙s, sulphur content of 0.45% maximum, and a net calorific value of 39 MJ/kg. Therefore, TPO qualifies to be used directly as an HFO.
3.5.2. GC-MS Analysis
The TPO optimal sample for thermal pyrolysis about 1 litre was collected in the laboratory for analysis and comparison with that from Bett et al. [5]. Specific pure standards of the components to be analyzed were first run in the GC. The retention time these standards were registered in the GC. The pyrolysis oil samples were diluted in an ethanol solvent before analysis and the tyre pyrolysis oil to solvent ratio being 1 : 10. The GC detector then identified the components in the sample based on the stored information from the standards. It is the peak area that determined the concentration of a component in the sample. The retention time shows the identity of the component. The machine used for analysis was Thermo Scientific TM Trace Gold TG-1MS. The inert carrier gas used was helium, and FID detector was used. The temperature settings was an initial temperature of 100°C and final temperature of 380°C. The results of GC analysis are as illustrated in table below: from the analysis, it is evidenced that the TPO from thermal pyrolysis comprises a complex mixture of hydrocarbons with major components being limonene, toluene, and xylene which is similar to the published literature for microwave pyrolysis. The proportions of tested components are as illustrated in Table 9. The results are in agreement with the published literature [5, 29].
3.6. Energy Requirements
3.6.1. Microwave Pyrolysis
The results from Bett et al. [5] are used for comparison purposes to that of thermal pyrolysis. A 39.1 g of liquid fuel with a density of 0.91 kg/l was produced in 17.5 minutes using 50% power level for a microwave oven ratted 900 W [5]. Assume a magnetic stirrer rated 50 W was used, and the magnetron efficiency of a microwave oven was taken to be 62% according to Devine Leadbeater [21]. Therefore, the microwave energy requirement can be summarized as shown in Table 2.
3.6.2. Thermal Pyrolysis
A 40.4 g of tyre pyrolysis oil was produced using two heating elements each having a power rating of 300 W. The density of the liquid produced was 0.91 kg/l and was produced after 80 minutes. Electric stirrer rated 50 W was used. The energy requirement can be summarized as shown in Table 3.
From Tables 2 and 3, it can be concluded that the microwave pyrolysis requires less energy compared to thermal pyrolysis process to produce 1 kg of liquid fuel. The energy requirement is reduced by compared to thermal pyrolysis.
4. Conclusion and Recommendations
The reaction temperature affects the yield of thermal pyrolysis process. The liquid fuel yield increases with increase in temperature up to an optimal yield at about 500°C beyond which the liquid fuel yield decreases. On the other hand, the gas yield decreases with increase in temperature up to 500°C beyond which the gas yield starts to increase. The solid residue is dependent on the liquid and gas yields, and it portrays a decreasing trend as temperature rises. Reaction time affects thermal pyrolysis where the liquid and gas yields increase with increase in reaction time while the solid residue decreases uniformly. At about 60 minutes and beyond, the solid, liquid, and gaseous products remain constant, and that is a clear indication that the pyrolysis process is completed. Particle size affects the thermal pyrolysis process as where the liquid and solid products yields reduce with increase in particle sizes while the gaseous products increases with increase in particle size. The optimal yield of liquid fuel for thermal pyrolysis was achieved at a reaction temperature of 500°C, particle size of 60 mm2, and reaction time of 80 minutes. 60 mm2 was among the smallest particle sizes for this specific study, and even smaller particle sizes can be achieved and are likely to give better results. Both microwave pyrolysis and thermal pyrolysis give almost the same results in terms of optimal liquid fuel yield. However, microwave pyrolysis is preferred because it uses less time to complete pyrolysis process for a similar amount of feedstock where it reduces reaction time from 80 minutes to about 18 minutes. The percentage reduction in reaction time can be calculated as . This is in agreement with a research by Kumar et al. [30]. Besides, microwave pyrolysis reduces the energy requirement by 73.02% compared to thermal pyrolysis.
4.1. Recommendations for Further Research
Upscaling, purification of tyre pyrolysis oil, and use of appropriate catalyst are recommended for further research.
Data Availability
The article contains all the relevant data. The corresponding author would provide any additional data upon request.
Conflicts of Interest
The authors declare that they have no conflicts of interest.
Acknowledgments
The World Bank’s Africa Centre of Excellence in Phytochemicals, Textile and Renewable Energy (ACEII–PTRE), Moi University, is acknowledged for the full funding of this study.