Abstract
Energy consumption in buildings is a major contributor to India's greenhouse gas emissions, accounting for a significant portion of the country's environmental impact. Consequently, there is a crucial need to prioritize energy-efficient heating, ventilation, and air conditioning technologies supported by solar thermal collectors to minimize the environmental consequences associated with building energy consumption. In this investigation, a flat-plate collector thermal performance is enhanced by the adaptations of 0.1 volume percentage concentrations of aluminum oxide (Al2O3), nickel (Ni), and combinations of Al2O3–Ni nanoparticles dispersed in water as hybrid nanofluid at 0.028, 0.041, 0.055, and 0.068 kgs−1 flow rates. Influences of nanofluid and flow rate conditions on thermal and exergy efficiency, heat transfer coefficient, entropy generation, and coefficient of performance of FPC are experimentally analyzed and spot that the hybrid nanofluid (Al2O3/Ni/water) own higher thermal and exergy efficiency of 72.8% and 22.9%, better heat transfer coefficient of 133.2 Wm−2 K−1, and high COP of 7.9 under high flow rate. These output results are higher than those of the water-fluid-operated FPC.
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Introduction
The HVAC systems are integral to modern living, offering comfort and climate control. Their projections indicate that this energy demand could surge by a factor of 4.3 by 2037. Such a dramatic increase in energy consumption due to HVAC systems could significantly worsen environmental pollution [1]. Hence, the primary sources of electricity generation worldwide depend on fossil fuels like natural gas, oil fuel, and coal. Solar energy is a fast-growing and popular renewable source retained with collectors' help, with flat plates, evacuated tubes, dish collectors, and parabolic troughs for HVAC applications. Specifically, flat-plate solar collectors (FPC) are uncomplicated and capable of operating efficiently within a temperature range of up to 150 °C. Hence, the FPC is a viable and effective option for integrating HVAC systems [2]. The choice of working fluid for solar systems plays a pivotal role in determining the efficiency of FPC. To enhance the thermal performance of FPC, numerous researchers have conducted studies utilizing various working fluids, such as water, oil, and nanofluids (base fluids with dispersed nanoparticles). Incorporating nanofluids within solar collectors notably impacts collector performance by improving the working fluid thermal characteristics [3].
FPC with a hybrid nanofluid at a concentration of 0.15% significantly enhances heat transfer and exhibits a remarkable peak Nusselt number enhancement of approximately 21.2% [4]. When integrated with FPC, the MgO/water nanofluid outperformed the Al2O3/water nanofluid in terms of thermal performance improvement, demonstrating its superior capabilities [5]. The Al mixed with alumina/water combinations of hybrid nanofluid is considered a working medium, exhibiting a superior performance improvement of about 23.6% [6]. Utilizing the Ni/Fe2O4 nanofluid at higher flow rates significantly enhances the effectiveness of the FPC, resulting in an impressive efficiency of 22% compared to traditional water [7]. Employing Al2O3–SiO2/water hybrid nanofluid at 0.5%, 1%, and 1.5% concentration resulted in a remarkable increase of 25%, 60%, and 67% in HTC [8]. Utilizing a hybrid MWCNT/Al2O3 (50:50) combination leads to efficiency improvements of 26%, 29%, and 18% at flow rates of 1.5, 2.5, and 3.3 LPM, respectively. It suggests that substituting 50% of the more expensive MWCNTs with environmentally friendly Al2O3 is a viable recommendation [9]. Experiments with different Al2O3 concentrations ranging from 1 to 4% in FPC showed that the 4% concentration yielded the highest thermal efficiency, reaching approximately 67.1%, surpassing the efficiencies achieved with other concentration levels [10].
Moreover, the choice of working fluid significantly impacts the COP within the HVAC system. The highest COP value, approximately 0.86, was achieved when utilizing alumina/water nanofluid [11]. The nanofluid-based system was recently reviewed, summarizing the thermal performance for automotive cooling applications. Compared to water-fluid-operated radiators, nanofluids recorded better thermal conductivity [12]. Besides, the adaptations of multi-walled carbon nanotube-based terminal 55 nanofluid with varied volume percentages noted better thermal conductivity [13]. The thermal performance of solar collectors is improved by using modified fin, nanofluid, and coating material [14]. Based on this, recent research is exposed with copper oxide (CuO) nanoparticles and matt black paint coated with an absorber unit implemented as single slope solar. Its thermal performance is experimentally evaluated. Its output showed a 19.90% improved exergy compared to the conventional solar system [15].
Moreover, nanofluid technology with a suitable solar collector design found better thermal behavior and improved thermal conductivity [16, 17]. Solar-based thermal energy utilization for concentrating solar power in environmental aspects is discussed [18]. The solar collector efficiency is enriched by introducing magnesium oxide and multi-walled nanotube hybrid nanofluid in 80–20, 70–30, 60–40, and 50–50 ratios under 1–3 L min−1 flow rate. They reported that the hybrid nanofluid 50–50 ratio performed maximum energy and exergy efficiency of the collector [19]. Likewise, much research has been carried out related to nanofluids such as alumina, copper oxide, and iron oxide [20,21,22]. However, the solar performance varies due to weather conditions and time [23]. The literature review has revealed that existing research on nanofluids for enhancing heat transfer in FPC systems is limited and primarily focused on specific types of nanofluids. These studies have shown favorable results when replacing the combinations of water mixed with nanoparticles (nanofluid) considered the working fluid, leading to increased thermal conductivity and HTC and improved system efficiency. However, it is noteworthy that these studies have employed various methodologies and produced varying findings. Furthermore, it is advisable to explore the potential of different types of nanoparticles in nanofluid preparation when integrated with FPC systems for HVAC applications. However, the literature on integrating Al2O3, Ni, and Al2O3/Ni nanofluids with the HVAC system using FPC's was unavailable.
This study delves into the thermal performance evaluation of FPC designed for HVAC applications. The investigation encompasses diverse working fluid conditions, incorporating water and nanofluids, such as Al2O3, Ni, and Al2O3/Ni, at a 0.1% volume fraction when dispersed in water. A specific ratio of 50:5 between water and nanofluid was selected. Introducing nanofluids into the FPC system notably impacts its thermal characteristics, progressively enhancing the working fluid's thermal properties. Specifically, Al2O3/Ni nanofluid exhibits superior performance across various aspects, including thermal and exergy efficiency, HTC, Nusselt number, and entropy generation. Furthermore, this nanofluid optimizes the COP within the cooling circuit of the HVAC system, signifying its potential to enhance overall system efficiency.
Material and method
Preparation of nanofluids
Here, combinations of water and nanofluid, which contain Al2O3, Ni, and Al2O3–Ni, each with a diameter ranging from 40 to 60 nm, are to be used. As mentioned earlier, the varied particle size exploited superior thermal conductivity [12]. They were employed as the working fluids in the FPC heat pipe. They were tested under different flow rate conditions of 0.028, 0.041, 0.055, 0.068, and 0.083 kgs−1, respectively. These nanoparticles were chosen based on their high thermal conductivity, chemical inertness as a base fluid, and cost-effectiveness rather than others [24, 25]. The specific reason for selecting metal oxide particles is their unique thermal properties and cost-effectiveness compared to others [12]. As earlier [9], the thermal performance of FPC is evaluated with a hybrid nanofluid with 0.005–0.01 vol% concentration, and more than 0.01 vol% showed better results. Likewise, 0.1% of the Al2O3 blend attained maximum thermal efficiency [11]. This study is fixed as these nanoparticles' 0.1% volume fraction concentration was blended with the working fluid and thoroughly stirred. In the case of Al2O3–Ni, a mixture of 50% of each component was used, and its nanofluid preparation is exposed in Fig. 1. A magnetic stirrer was consistently utilized to ensure the creation of a uniform suspension, and the hot plate was raised to 300 °C. To enhance the nanofluid stability, the water–Al2O3, water–Ni, and water–Al2O3–Ni hybrid nanofluids are involved in the ultrasonication process at higher sonication duration [13].
As mentioned earlier [26], different water-based nanofluids prepared with a four-day sonication process exposed better stability for up to 33 days, and more than four days showed the micrometric aggregate results of partial instability. With this concern, the present Al2O3–Ni nanofluid is prepared with continuous pulsing through an ultrasonication device for four days to achieve the desired stability from the first to 32 days (constant) and homogeneity. The dynamic light scattering (DLS)-analyzed stability values are highlighted in Table 1. The water and nanofluid properties, [5] and [25], are in Table 2.
Experimental
Saveetha University's geographical location of the present investigation is in Chennai, the capital city of the Indian state of Tamil Nadu. Its geographical coordinates are approximately 13.0604°N latitude and 80.1831°E longitude. The incident average (annual) global horizontal irradiance for Saveetha University in Chennai is typically from 5.5 to 6.0 kWh m−2 per day. In this experiment, the FPC was inclined at an angle of 30 degrees due to optimum sunlight absorption. Two working fluids, namely water and nanofluid, were circulated through the system at varying flow rates. The working fluid flow rate was monitored using a flow meter and controlled using a valve. The fluid inlet and outlet temperatures were monitored and recorded using J-type thermocouples connected in a series to a data logging system. The heat from hot fluid was efficiently transferred to the HVAC circuit through a heat exchanger. Simultaneously, ambient temperature data were recorded to facilitate the calculation of relevant thermal parameters. Solar radiation levels were also measured using a pyranometer and an advanced anemometer to determine wind speed. It is important to note that all system components were designed to provide complete isolation, ensuring that heat transfer occurred exclusively between the working fluids. For this study, the water and nanofluid were taken as 50:5. With the conditions of a quasi-steady state, the values are noted to maintain integrity and accuracy. Figure 2 shows the experimentation layout for the current study.
Instantaneous efficiency values were determined by the combinations of inlet fluid temperature, incident radiation, and ambient temperature, enabling the FPC's thermal performance calculation. Under various flow rate conditions, the experimental work spanned five consecutive days between 10:00 and 15:00 for 30 min intervals.
Graphs were constructed to visualize the experimental results, illustrating how FPC efficiency correlates with the reduced temperature parameter [(Tin − Tamb)/I]. The experiments were carried out over multiple days, with the most favorable results chosen for analysis. Throughout the tests, the largest fluctuations in an inlet and ambient temperatures remained within ± 0.6 and ± 0.8 °C. Furthermore, significant changes in global radiation are observed by ± 28 Wm−2. These observations confirm that the experiments were conducted under quasi-steady state conditions in compliance with the ASHRAE policy of 93–2003 [30]. The efficiency of FPC was evaluated by different rates of flows ranging from 0.028 to 0.083 kgs−1, providing a comprehensive assessment of its performance under different flow conditions. Figure 3 shows the photocopy of the experiment and its equipment specification, addressed below in Table 3.
During the experiments, the following assumptions are made. The blending of nanoparticles is homogenous, with uniform solar irradiance, constant nanoparticle concentrations, and negligible heat loss permitted. Likewise, the flow rate varies from 0.028 to 0.068 kgs−1. Moreover, the following assumptions made during the experimental investigations included that the flow is in a steady state, good adsorption behavior with their loss considered as less than 1%, and there was minimum convective and radiation loss (less than 1%). For this reason, higher thermal performance during high flow rates may be shown.
Thermal analysis
The measured value from this section is used to measure the performance of FPC. The heat gain by FPC is measured by the ratio of output and input energy, which is mentioned in Eqs. (1) and (2) [15].
The energy of the system related to the approach of absorption and loss is mentioned in Eqs. (3) and (4) [16]:
In Eq. (5), \(\frac{{T}_{{\text{in}}}-{T}_{{\text{amb}}}}{I}\), FR, UL, τ, and α illustrate the minimized temperature parameters. The Nusselt number by working fluid is defined as
Here, h is the HTC, D is the absorber tube diameter, and k is the thermal conductivity. The entropy generation is given by Eq. (6).
Following Eqs. (7–11) measure the exergy efficiency.
Here, is \({Q}_{{\text{c}}}\) heat dissipation by refrigerator, and \({W}_{{\text{in}}}\) is work input.
Uncertainty analysis
To evaluate the error in calculated thermal performance, an uncertainty analysis is executed for all data gained from experimentation in the present study, which can be expressed as Eq. (12) [17].
where \({w}_{{\text{x}}}\) is uncertainty, \(w{x}_{{\text{n}}}\) is measured value uncertainty, and \({x}_{{\text{n}}}\) is an uncertainty variable. Table 4 shows the uncertainty of measured instruments.
Results and discussion
Thermal efficiency
Figure 4a–d depicts how thermal efficiency varies with the Tin − Tamb/I parameter. The working fluid thermal behaviors are enhanced when nanoparticles are dispersed, leading to differences in FPC efficiency as water temperature parameter decreases for various flow rates and working fluids. Further, the thermal efficiency decreases as the reduced temperature parameter (Tin − Tamb/I) increases at most points. In Fig. 4a, the highest thermal efficiency using water is achieved at 32.5%, 39.4%, 45.1%, and 50.2% for flow rates of 0.028, 0.041, 0.055, and 0.068 kgs−1, respectively. It demonstrates that an increased rate of flow finds superior efficiency. Consequently, the highest flow rate consistently yields superior thermal efficiency compared to other flow rate conditions.
With Al2O3 nanofluid, the optimal (peak) efficiency at flow rates of 0.028, 0.041, 0.055, and 0.068 kgs−1, as shown in Fig. 4b, is about 48.6%, 52.7%, 61.5%, and 67.3%. The enhancement of thermal efficiency was the primary reason for the presence of Al2O3.
As earlier, Salman et al. [7] studied and reported that the alumina-blended nanofluid facilitates higher thermal efficiency related to water medium. Likewise, Fig. 4c reveals that at the same flow rate conditions, the peak efficiency reaches approximately 54.3%, 62.7%, 69.6%, and 75.3% when using Ni nanofluid. While compared with alumina and water fluid, it offered maximum efficiency due to its enhanced thermal conductivity, as represented in Table 2. Besides, the hybrid combinations of nanofluids were exploited more than the conventional fluid [31]. Furthermore, Fig. 4d illustrates that by using Al2O3–Ni nanofluid, the optimal efficiency at flow rates of 0.028, 0.041, 0.055, and 0.068 kgs−1 is about 65.9%, 71.6%, 83.2%, and 94.1%, respectively. Thus, Al2O3–Ni nanofluid demonstrates superior efficiency compared to other nanofluids and water. In addition, this Al2O3–Ni nanofluid combination facilitates higher thermal efficiency rather than the past reported value of 49.7% [24].
Similarly, Fig. 5 shows the average thermal efficiency value for water and nanofluid at dissimilar flow rates. The average efficiency by water is 24.1%, 30.8%, 34.4%, and 38.6%, respectively, at 0.028, 0.041, 0.055, and 0.068 kgs−1. At the same time, average efficiency for Al2O3–Ni shows the superior efficiency than water of about 51.7%, 58.6%, 66.9%, and 72.8%. The progression of efficiency with increasing flow rates predominantly stems from enhanced heat transmission properties [18, 19]. Incorporating nanoparticles like Al2O3 and Ni further augments efficiency because of their elevated heat transfer and thermal conductivity attributes. Remarkably, Al2O3–Ni nanofluid surpasses other alternatives by capitalizing on the advantages of both nanoparticle types, resulting in superior thermal efficiency compared to conventional nanofluids and pure water.
Exergy efficiency
Figure 6 depicts an FPC's average exergy efficiency using water and nanofluids at various flow rates. Notably, using Al2O3–Ni nanofluid as the working fluid in FPC for HVAC systems significantly impacts exergy efficiency. These hybrid nanofluids establish it as a more effective absorbing medium than water. At the same time, at 0.028 kgs−1 flow rate, the exergy efficiency of the system to be achieved with water, Al2O3, Ni, and Al2O3–Ni is 7.5%, 8.7%, 9.5%, and 11.6%, respectively. Likewise, the 0.068 kgs−1 flow rate reaches a better exergy efficiency of 13.4%, 15.9%, 20.3%, and 22.9% for the same working fluid conditions. This hybrid nanofluid operated with a higher flow rate and showed a 22.9% exergy efficiency, higher than the water fluid.
Moreover, the exergy efficiency is higher than the water fluid. It may vary due to the flow rate of nanofluid and its concentration. As mentioned earlier, the hybrid nanofluid (Al2O3/MWCNT) was found to have 34% exergy efficiency under 0.058 kgs−1 [9]. Here, less than 5% pressure drop is considered due to the utilization of different nanofluid at varied flow rates, and the lack of efficiency may be caused by the mismatch of thermal conductivity and compatibility of material [11].
During the evaluation, the nanofluid and its flow rate varied with a similar FPC setup, leading to a pressure drop and being considered less than 5%. It is one reason for limited exergy efficiency compared to Al2O3 and Ni nanofluid-functioned FPC. The synergistic influence of these nanoparticles within Al2O3–Ni nanofluid significantly enhances its heat transfer capabilities, resulting in a distinct advantage in exergy efficiency related to other nanofluids. It underscores the promise of nanofluids, specifically focusing on Al2O3–Ni nanofluid, for optimizing the performance of HVAC systems employing FPC. The utilization of Al2O3/water nanofluid significantly enhances exergy efficiency, with an impressive increase of up to 21%.
HTC and Nusselt number
Both the HTC and Nusselt numbers are crucial in determining the thermal performance of FPC's. The increase in temperature gradient causes variations in the Nusselt number, as these factors influence the HTC. Further, increasing the flow rate could enhance the HTC Nusselt number and improve FPC performance, connected with boundary conditions of fluid's heat transfer under the convection forced flow.
Figure 7 illustrates HTC and Nusselt number variation for varied rates of flow. Here, the 0.068 kgs−1 flow rate and the HTC and Nusselt numbers for water are approximately 86.4 Wm−2 K−1 and 7.2, respectively. In contrast, when using Al2O3–Ni nanofluid, the average HTC and Nusselt numbers are elevated to around 133.2 W m−2 K−1 and 11.1. The nanofluid significantly enhances heat transfer efficiency, resulting in higher HTC and Nusselt number values than water as the working fluid. Specifically, the alumina nanofluid rather than water enhances the HTC and Nusselt numbers by about 19.5% and 58%, respectively. It also increases their behavior-wise HTC, thermal behavior, and heat transfer rate [21].
Entropy generation and COP
The amount of entropy generated by the FPC plays a crucial role in determining the FPC's energetic performance. It is a critical factor that must be managed to ensure maximum FPC efficiency. The concentration of nanoparticles is kept constant, and the value of entropy generation was obtained at different working fluids at various flow rate conditions, as shown in Fig. 8.
Increasing the nanofluid flow rate decreases the entropy generation rate, which is inversely proportional to the exergy efficiency of the collector. Here, the entropy generation of water and nanofluid system is shown as a downtrend. Here, the entropy generation of water fluid is 3.3, 2.85, 2.4, and 2.1 W K−1 at an increased flow rate from 0.028 to 0.068 kgs−1. Likewise, the nanofluid and hybrid nanofluid found decreased entropy generation due to irreversible thermal performance action, which improved exergy efficiency.
Similarly, the coefficient of performance (COP) for the cooling unit within the HVAC circuit during the FPC experimentations using nanofluid was computed. Figure 9 illustrates the variations in COP for the HVAC cooling unit with different working fluids. Notably, with a 0.028 kgs−1 flow rate, COP is approximately 2.8, 3.2, 3.5, and 3.9 for water, Al2O3, Ni, and Al2O3–Ni, respectively. Similarly, under the same working fluid conditions, with an optimal flow rate of 0.068 kgs−1, the COP reaches around 6.4, 7.3, 7.8, and 8.3. Therefore, nanofluids, especially at higher flow rates, consistently exhibit higher COP values than water. The results indicate that using nanofluids, especially Al2O3–Ni nanofluid, and operating at higher flow rates can significantly enhance the COP of the HVAC cooling unit. This improvement in COP is essential for achieving better cooling efficiency and maintaining a comfortable indoor environment in HVAC systems [23]. Table 5 compares the thermal performance of FPC using various nanofluids to the current study's findings.
According to Table 5, the present FPC adopted with 0.1% concentrations of Al2O3/water, Ni/water nanofluid, and water: Al2O3/Ni with ratios of 50:5 nanofluid operated with 0.068 kgs−1 flow rate FPC found better thermal efficiency compared to the recent literature. In this FPC, thermal efficiency improved by 72.8%, which is higher than the reported values of Tong et al. [20] and Azim et al. [25] (56.9 and 44.96%).
Economic and environmental impact summary
Here, we summarized the work feasibility related to the economic and environmental impact of the present research. The nanofluid-adopted FPC showed better thermal performance, such as improved temperature, thermal efficiency, exergy efficiency, HTC, entropy, and COP, compared to copper oxide-based nanofluid. The Al2O3 and Ni-based nanofluid is cost-effective with improved energy savings. The details of energy saving and its environmental conditions are addressed in Table 6.
The thermal and exergy energy savings are calculated using the water-operated FPC system. The thermal energy is saved by 33.9, 73.31, and 88.6% on using the Al2O3, Ni, and Al2O3–Ni-water nanofluid compared with water-fluid-operated FPC system. Likewise, the exergy is saved by 18.65, 51.49, and 70.89% on the adaptations of Al2O3, Ni, and Al2O3–Ni-water nanofluid compared with water-fluid-operated FPC system. However, its operating environmental temperature (absorber temperature) enhanced by the implementations of nanofluid is proven.
Conclusions
This study examines the thermal performance of FPC for HVAC applications using different flow rates and various working fluids. The experiments were conducted with water and nanofluids, including Al2O3, Ni, and Al2O3–Ni, at different flow rate conditions, such as 0.028, 0.041, 0.055, and 0.068 kgs−1. Incorporating nanofluids within the FPC system substantially improved the thermal behavior of the current research fluid medium, resulting in superior thermal performance compared to using water alone. This study has led to the following conclusions:
-
With the significance of hybrid nanofluid, the FPC adopted with Al2O3/Ni/water hybrid nanofluid functioned by 0.068 kgs−1flow rate and recorded better thermal performance than other combinations. Its thermal and exergy efficiency is enhanced by 72.8 and 22.9%, respectively, and compared to the thermal and exergy efficiency of water-functioned FPC, it is limited by 51.7 and 13.4%, respectively.
-
Furthermore, the heat transfer coefficient and Nusselt number exhibited 58.3% and 52.6% higher, respectively, when using Al2O3–Ni nanofluid related to the fluid medium of water at the higher flow rate.
-
The entropy of the present system shows a downtrend, while 1.2 WK-1 spots increased flow rate and optimum entropy generation on a hybrid nanofluid.
-
Likewise, the COP of a hybrid nanofluid-operated FPC system was enhanced by 29.5% compared to the conventional system.
Incorporating nanoparticles into water significantly improved heat transfer characteristics and played a crucial role in determining FPC efficiency. Notably, Al2O3–Ni/water nanofluid demonstrated the maximum energy and thermal efficiency related to other kinds of fluid mediums under a high flow rate.
Data availability
All the data required are available within the manuscript.
Abbreviations
- A c :
-
Collector area (m2)
- Al2O3 :
-
Aluminum oxide
- C p :
-
Specific heat of fluid (J kg−1 K−1)
- COP:
-
Coefficient of performance
- D :
-
Tube diameter (m)
- F R :
-
Heat removal factor
- Fe2O4 :
-
Iron dioxide
- FPC:
-
Flat-plate collector
- H :
-
Heat transfer coefficient (Wm−2 K−1)
- HVAC:
-
Heating, ventilation, and air conditioning
- I :
-
Solar radiation (Wm−2)
- K :
-
Thermal conductivity (Wm−1 K−1)
- ṁ :
-
Flow rate of fluid (kgs−1)
- MgO:
-
Magnesium oxide
- MWCNT:
-
Multi-walled carbon nanotubes
- Ni:
-
Nickel
- Nu:
-
Nusselt number
- Q u :
-
Heat gain (W)
- Q in :
-
Energy input (W)
- S :
-
Entropy generation (W K−1)
- SiO2 :
-
Silicon dioxide
- T amb :
-
Ambient temperature (K)
- T in :
-
Inlet temperature (K)
- T out :
-
Outlet temperature (K)
- T sun :
-
Sun temperature (5770 K)
- U l :
-
Heat loss coefficient (Wm−2 K−1)
- \(\tau\) :
-
Transmittance
- \(\alpha\) :
-
Absorptivity
- η th :
-
Thermal efficiency (%)
- η e :
-
Exergy efficiency (%)
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The authors would like to acknowledge the Researchers Supporting Project number (RSP2024R373), King Saud University, Riyadh, Saudi Arabia.
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All authors contributed to the study's conception and design. The first draft of the manuscript was written by RV, and the individual contributions of ALL authors are given below: LS was involved in formal analysis, MA helped with methodology and writing, IH, SP, and AHS helped with investigation, KM participated in review and editing, VM and MAK helped with writing and language help, and RV participated in original draft preparation, supervision, and validation. All authors read and approved the final manuscript.
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This is an observational study. Influences of alumina, nickel, and alumina/nickel oxide nanofluid on thermal behavior of solar collector; Research Ethics Committee has confirmed that no ethical approval is required.
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Selvam, L., Aruna, M., Hossain, I. et al. Impact of hybrid nanofluid on thermal behavior of flat-plate solar collector: performance study. J Therm Anal Calorim 149, 5047–5057 (2024). https://doi.org/10.1007/s10973-024-12994-z
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DOI: https://doi.org/10.1007/s10973-024-12994-z