1. Introduction
One of the major issues confronting the world today is providing people with safe water to drink. Groundwater levels are gradually declining due to the continuous exploitation of water resources from the soil for commercial and residential use. Surface water is easily accessible, but much is brackish and unsafe for humans to drink [
1]. It is of utmost importance to develop effective strategies for the removal of a wide range of environmental pollutants from surface water by utilising solar energy [
2]. The textile, cosmetic, plastic, and food sectors are the leading producers of the wastewater [
3]. Even at minute quantities, a family of contaminants poses a substantial risk to humans, plants, and other animals [
4]. Therefore, a comprehensive process is required to remove salts and other impurities from water and get the pH level up to where it needs to be for human consumption. Conventional desalination techniques use a lot of energy and are quite expensive [
5]. Therefore, it is vital to design a water desalination technique that is cost-effective, sustainable, and renewable. Solar energy appears to be the most efficient and feasible option.
Researchers have come up with a wide range of ways to improve the production of distilled water. Hitesh et al. [
6] employed the magnesia waste brick material as energy storage to investigate the solar still performance. Kaviti and co-workers [
7] enhanced the desalination performance with the help of using aluminum fins as solar absorbing material. Mevada et al. [
8] utilized black granite and marble stones to increase the performance, obtaining a daily efficiency of 72.6% more than the traditional still. Kaviti et al. [
9] improved distillate output by 36.35% using camphor-soothed banana stems. Kabeel et al. [
10] enhanced distillate productivity by 45% compared to traditional still using red bricks coated with cement. Chen et al. [
11] discussed the environmental applications of derived carbon materials from plastic wastes for sustainable green energy. Kumar and co-workers [
12] studied different hydrogels to treat brine water desalination. Abdelaziz et al. [
13] developed a porous absorber with activated carbon tubes which has a favorable effect on energy, efficiency, economy, and environmental performance. Kumar and co-researchers [
14] enhanced the desalination percentage by 104.54% by augmenting the magnets and charcoal in the stepped solar still. Kaviti et al. [
15] improved solar desalination by fabricating hierarchical structures with an efficiency of 60%. Further, they studied the morphology and optical properties of the nanostructure at room temperature [
16]. Wei et al. [
17] regulated the salt concentration in the desalination mechanism for a freshwater generation. Attia et al. [
18] acquired 5.27 kg of productivity by utilizing the material phosphate bag as energy storage. Kaviti et al. [
19] evaluated the solar still performance by incorporating the parabolic and truncated conic fins. They also investigated the fin geometry effect on the desalination yield output [
20]. Chen et al. [
21] significantly elaborated on the different strategies for developing functional materials from wastes for the remediation of wastewater.
Singh et al. [
22] deployed a wick and nanofluid to improve distilled water production, obtaining an efficiency of 89.9%. Hossain and Sahin [
23] utilized the hybrid nanofluid with a combination of Al
2O
3-water-SiO
2, resulting in thermal efficiency of 37.76% with an output of 4.99 kg/m
2 per day. Iqbal et al. [
24] evaluated a decade of the progress of nanofluid-assisted solar still desalination. Gamal et al. [
25] enhanced solar still performance with a combination of the wick, carbon black (CB) nanofluid, and aluminum corrugated with a V-shape. They reported that an ideal scenario includes using a wick and a v-corrugated basin with 1.5 weight percent CB nanofluid and 3 weight percent CB nanoparticles. Kandeal et al. [
26] optimized the thermo-economic efficiency of solar desalination by using nanofluid, copper chips, and nano-based phase transition material. The cost of producing freshwater was also reduced by 35.3%. Balachandran et al. [
27] utilized nano-ferric oxide, which is a thermally conductive and enhanced performance of a solar still by 68%. Panchal et al. [
28] used the TiO
2 and MgO nanofluids to evaluate the annual performance of solar still. They reported that using TiO
2 and MgO nanofluids at 0.1% and 0.2% concentrations increases the distillate production of the solar still by 4.1%, 20.4%, 33.33% and 45.8%, respectively. The above discussed literature’s desalination percentage and type of material used for the performance enhancement were mentioned in
Table 1.
The most popular nanoparticles so far are Al
2O
3, MgO, carbon black, CuO
2, ZnO, SiO
2, and TiO
2. The concentrations ranged from 0.02% to 0.3% for Al
2O
3, 0.02% to 0.2% for CuO
2, and up to 0.1% for SnO
2 and ZnO. The authors sought to employ cerium oxide (CeO
2) as nanoparticles in solar distillation applications due to its potential improvement of thermo-optical characteristics. For example, the thermo-optical property of the tube solar collector is improved by up to 34% at lower concentrations of CeO
2 and it was reported by Sharafeldin and Gyula [
29]. Further, Kumar and co-researchers [
30] improved the performance of the desalination system by 27.40% with the use of cerium oxide (CeO
2) nanoparticles.
The novelty of the current work compared to the previous reports on cerium oxide-based frameworks and logic behind the use of CeO2 nanoparticles and MWCNTs in a hybrid nanofluid is that they can improve the thermal conductivity and heat transfer properties of the fluid. CeO2 nanoparticles have been shown to have high thermal stability and good thermal conductivity, while MWCNTs have high aspect ratios and excellent thermal conductivity. By combining these two types of nanoparticles in a hybrid nanofluid, the resulting fluid can have significantly improved thermal properties compared to traditional nanofluids used in solar stills. The enhanced thermal properties of the hybrid nanofluid can result in higher evaporation rates and improved efficiency in solar stills. This means that less energy is required to produce freshwater, which can be a significant advantage in areas with limited access to energy resources. Additionally, the use of CeO2 and MWCNTs is considered to be environmentally friendly, as they are both relatively low toxicity materials.
This work aims to manufacture a hybrid nanofluid with the appropriate concentrations to determine the performance of a hybrid nanofluid at 1 cm water depth and to optimize the concentrations for increased distillate in single slope glass solar still. Using a two-step approach, a hybrid nanofluid was developed by combining cerium oxide (CeO2) nanoparticles with multi-walled carbon nanotubes (MWCNTs) at a ratio of 80:20. The experiments were conducted with hybrid nanofluid concentrations of 0.02%, 0.04%, and 0.06% for the three consecutive days. Further water quality analysis was carried out because of the harmful nature of nanofluids to humans, and the outcomes were within the WHO acceptable limits. Economic analysis was also reported to know whether it was economically viable or not.
2. Preparation of Hybrid Nanofluid, Experimental Setup, and Procedure
2.1. Hybrid Nanofluid Preparation
The selected nanoparticles for hybrid nanofluid were cerium oxide (CeO
2) and multi-walled carbon nanotubes (MWCNTs). To stabilize the hybrid nanofluid, we decided to add the surfactant. Since it is a hybrid nanofluid, we have chosen a cationic surfactant, i.e., CTAB (Cetyl Trimethyl Ammonium Bromide), to stabilize it. Then, we weighed the two nanoparticles CeO
2-MWCNTs and CTAB, using the digital weighing machine for different concentrations such as 0.02%, 0.04%, and 0.06%. Next, we prepared the hybrid nanofluid of 5 L/day for 1 cm depth of water by using a two-step method, which is discussed in detail below and illustrated in
Figure 1. Then, CeO
2-MWCNTs are put together in a beaker in the ratio of 80:20 with base fluid, i.e., water. Then, the mixture was stirred with the glass rod for 5 min to prevent lump formation, followed by placing the mixture in ultra sonicator for 15 min to get a homogeneous mixture, then added the surfactant as per the desired nanoparticle to surfactant mixing ratio, i.e., 3:2, to enhance the stability of hybrid nanofluid. The ultrasonication was carried out for up to 90 min at 25 °C temperature to avoid the evaporation of the hybrid nanofluid. After sonication, we performed the magnetic stirring for 30 min for 5 L at 800 rpm (approximately). Finally, we got CeO
2-MWCNTs/water-based hybrid nanofluid. Similarly, we prepared the hybrid nanofluid for the other two concentrations as per prescribed standards and a ratio of varying concentrations.
Cerium oxide (CeO2) and multi-walled carbon nanotubes (MWCNTs) are two materials that have been studied for their potential use in desalination. In a hybrid desalination system, these two materials can work together to improve the efficiency and effectiveness of the desalination process. Cerium oxide is a versatile material with several properties that make it useful in desalination. It is a photocatalyst that can help to break down contaminants in the water, and it also has good thermal stability, making it useful in high-temperature applications. Cerium oxide can also absorb and store solar energy, which can be used to drive the desalination process. It has been shown to improve the efficiency of desalination systems, particularly when used in conjunction with other materials.
MWCNTs are a type of carbon nanotube that have multiple layers. They have a high surface area, which makes them useful for adsorption and separation processes. MWCNTs can be used as a filter to remove salt and other impurities from the water, and they can also be used to trap and concentrate solar energy. MWCNTs can also be used as a support material for other functional materials, such as cerium oxide. When combined, cerium oxide and MWCNTs can form a hybrid material that takes advantage of their individual properties. The MWCNTs can act as a scaffold to support the cerium oxide particles. Overall, this hybrid nanofluid can be an effective way to desalinate water using solar energy.
2.2. Thermal Conductivity
The thermal conductivity of the hybrid nanofluid (CeO
2 + MWCNTs) at different concentrations was measured and summarized in
Table 2. The TPS (Transient Plane Source) technique was used to determine the thermal conductivity of a hybrid nanofluid. The TPS approach combines a plane sensor and a unique mathematical model explaining heat conductivity with electronics, allowing the method to determine thermal properties. It may measure various materials, including solids, liquids, pastes, thin films, etc. This technique may also be used to evaluate both isotropic and anisotropic materials, according to the TPS standard, and the process is described below.
The TPS approach generally involves two sample halves, with the sensor sandwiched between them, as described in
Figure 2. Ideally, samples should be homogenous; however, it is feasible to utilize TPS testing on heterogeneous materials if the sensor size is chosen to enhance sample penetration. This approach can also be employed in a single-sided arrangement with the addition of a recognized insulating material as sensor support. The flat sensor is made up of an uninterrupted double helix of nickel (Ni) metal, which conducts electricity and is carved out of a thin foil. A thin polyimide sheet called kapton is sandwiched between two layers of the nickel spiral. These thin kapton sheets provide the sensor’s mechanical stability and electrical insulation. The sensor is positioned between two measuring sample halves. A steady electrical action throughout the conducting spiral during the measurement raises the sensor’s temperature. On each side of the sensor, the heat produced is allowed to escape into the sample at a rate determined by the material’s thermal transport capabilities. By recording the sensor’s response to changes in temperature over time, it is possible to determine the material’s thermal conductivity.
Further, the prepared hybrid nanofluids were compared to existing models to evaluate their thermal conductivity. Based on theoretical models for hybrid nanofluids produced by Jake et al. [
31], The thermal conductivity of the hybrid nanofluid is evaluated using the Chamkha et al. [
32] empirical correlation and is given as:
where
are the thermal conductivity and individual concentrations of nanoparticles and
is the hybrid nanofluid concentration.
The model proposed by Devi and Devi [
33] for determining the thermal conductivity of hybrid nanofluid is as follows:
where
are the nanoparticle’s shape factors.
Similarly, the Chougule and Sahu [
34] model for determining the thermal conductivity of hybrid nanofluids is mathematically represented as:
where
are the radii of the nanoparticles.
From the studies, it was observed that Chougule and Sahu [
34] model thermal conductivity values were closer to the experimental values when compared to the other two models and were mentioned in
Table 3. It was also noticed that the difference between theoretical and experimental thermal conductivity values was more anticipated [
31].
2.3. Experimental Setup and Procedure
Two identical solar stills, conventional still (CS) and modified still (MS), were manufactured as shown in
Figure 3. The galvanized iron sheet with the dimension of 50 cm × 50 cm × 0.1 cm was used to fabricate the basin of the solar still. The basin of solar still was powder coated in black color to absorb solar intensity. To prevent heat losses, all sides of the solar still were insulated with a 0.8 cm thickness of plywood. The solar still front wall was 20 cm in height, while the back wall was 36 cm. The solar still was covered with a transparent glass cover of 0.4 cm thickness, making an angle of 17° horizontal. The back wall of the solar still consists of a 1.27 cm hole used for saline water supply and drainage. The distillate output of solar still was collected through a channel provided on the front wall inner side.
The investigations were carried out in Hyderabad’s climate conditions (78.49° E longitude, 17.39° N latitude). The experiments were conducted over three days while increasing the concentrations of hybrid nanofluid from 0.02% to 0.04% to 0.06%. The particle size of CeO2 and MWCNTs are as follows. CeO2: 50 nanometers diameter on average. And MWCNTs: 10–20 nm diameter on an average and 10–30 μm length on an average. The nanoparticles (CeO2), cerium oxide, also known as ceric oxide, are acquired from Sigma-Aldrich. It is pale yellow in color. The surfactant (CTAB) and MWCNTs were purchased from Merck.
Multiple measuring instruments were employed to evaluate different aspects of the performance of the solar still, as shown in
Table 4. A 16-channel data logger was used to record temperatures at three different locations using RTD (Resistance Temperature Detector) sensors, which have an accuracy of ±0.8 °C. The temperatures of the inner glass (T
g) cover, the water (T
w), and the basin plate (T
b) were the important areas to measure. The solar intensity and ambient temperature were monitored using a hukseflux pyranometer (accuracy ± 10 W/m
2). An anemometer with a ± 0.1 m/s precision was utilized to measure wind speed. A one-liter measuring jar calibrated with a ±5 mL accuracy was used to estimate the water production.
Here, the solar stills are oriented southward to capture the maximum solar radiation when the sun moves from east to west. The prepared hybrid nanofluid is poured into the basin of the solar still via the intake channel provided at the back wall. Compared to the conventional still, which merely uses saline water, the modified still uses a combination of cerium oxide (CeO2) nanoparticles and MWCNTs. The transparent glass cover allows maximum solar radiation into the solar still. As a consequence, the water temperature in the solar still increases and initiates evaporation. The evaporated saline water condenses on the inner surface of the glass cover because the temperature at this surface is low. The distillate output of solar still was collected through a channel provided on the front wall inner side in the form of droplets. Further, these water droplets were collected in a one-liter measuring jar provided at the CS and MS outlet.
2.4. Uncertainty Analysis
Uncertainty analysis is simply the difference between the true value and the computed value, which is also known as an error. There are two different categories of ambiguity errors: type A and type B. Errors of type A are random and quantifiable by mathematical and repetitive investigation. Errors of type B are systematic and may be computed using the instrument’s calibration report or data book. The normal uncertainty is deduced from the following mathematical theorem as follows.
where