The affordability of a PVT system is an important factor to be considered as it is related with the type of PV panel, the type of heat extraction pipe (HEP), the kind of HTF, and the use of other components, such as a pump, water, or a thermal energy reservoir.
2.1. PVT System’s Performance Modeling
Performance monitoring, evaluation, and efficiency analysis of the electrical part of the hybrid PVT system is less complex, as the output electrical energy is normally used instantaneously, and large-scale storage is not mandatory. It is associated with electrical components, storage, heat pipes, additional heaters, pumps, and many other subsystems [
2]. The appropriate location, tilt angle, and other design parameters must be selected in order to achieve overall maximum benefits from that system [
45]. In a PVT system the overall efficiency is as follows [
2,
46,
47]:
where the overall electrical efficiency is
and the overall thermal efficiency is
. Thermal efficiency can be calculated as follows [
2,
48]:
where the useful heat is
, the solar irradiance is
, and the area of the chosen panel is
. For a standard solar flat plate collector, the thermal efficiency of that PVT system is as follows [
49]:
where
is the useful heat, the intensity of irradiance is
, the fluid mass flow rate is
, the fluid’s specific heat is
, and the temperature difference is
. The useful heat equation is as follows:
Conventionally, the electrical efficiency is as follows [
40]:
where
and
are the current and voltage of the panel, respectively, and
is the irradiance from the solar spectrum. Conversely, by incorporating the thermal energy generated within the panel, the temperature-dependent electrical efficiency of the panel is described as follows [
49]:
where
is the reference efficiency, the panel temperature is
, the PV panel reference temperature is
, and the temperature coefficient is
= 0.0045 °C
−1. The addition of more variables made this equation more complicated for the developed numerical model. The maximum power of the PVT system is calculated using the following [
2]:
where
is the voltage at maximum power and
is the current at maximum power. The total electrical power efficiency of a PV cell is obtained by the following [
2]:
The daily overall electrical energy obtained in a PVT system is given by the following [
2]:
where
is the daily irradiance,
is the module efficiency, and
is the wire efficiency.
Overall output calculation, efficiency analysis, and performance studies are fundamental in the development of a hybrid PVT system. Important parameters to be considered for the PVT system’s efficiency and performance analysis are the electrical and thermal outputs, which are also dependent on other variables. For both cases, PV panel geometrical structures, incident radiation, or irradiance value and temperature variables are significant. For a deeper understanding of the electrical output of the proposed system, a modelling approach and parameter relationship of the electrical model is described in the next section.
2.3. Thermal Modeling Analysis of PVT System
Conventional methods for measuring electronic junction temperature are not suitable for determining the temperatures within or on the surface of a PVT panel. Rather, these temperatures are estimated through the use of several other models. Considering a PVT system as a single system, the thermal heat balance equation (HBE) [
51] is obtained as the total absorbed heat (
) as follows [
2]:
where
is the converted heat energy and
is the lost energy.
The provided electrical and thermal output by the PV panel is obtained from the incident irradiance and heat produced by the internal and external parameters. Heat losses occur in a PVT system through various heat transfer processes. Several parameters are responsible for the absorbed overall energy in the system, including the supporting materials of the panel, the direct and diffuse radiation, the materials’ physical and structural properties, as well as several other optical characteristics, like reflection, absorption, transmission, etc.
Heat transfer in a PVT module occurs in various ways, including heat radiation, heat conduction, and heat convection. Conduction takes place in the structural interfaces made of metals. Heat transfer by convection occurs at the boundary where the PVT module interacts with the surrounding air. The total heat transfer by convection in a PVT panel is obtained as follows [
2]:
where the ambient temperature is
and the heat transfer coefficient is
.
Heat transfer by radiation is obtained using the Stefan–Boltzmann law as follows [
2]:
where the surface temperature and radiation temperature from the object is
and
, respectively, the surface emissivity is
, the view factor is
, and
is the Stefan–Boltzmann constant. Considering a flat plate collector, a one-dimensional model which is in a steady state can be used to analyze both the thermal and electrical performance of the hybrid PVT system. Therefore, the modified Hottel–Willier equations are utilized for this purpose [
52,
53]. The generated heat energy due to incident radiation is determined as follows [
2,
54]:
where
is the electrical efficiency,
is the packing factor,
is the solar absorptance, and
is the glass transmissivity. The total thermal loss of the PVT system is determined by the following [
54]:
where
is the heat loss coefficient of the panel (absorber–ambient), the module’s electrical efficiency for a given reference temperature is
, and the temperature coefficient of the PV cell is
. The heat removal factor (HRF)
is determined by the following [
2,
54,
55]:
where the mass flow rate of water is
and the water specific heat is
. Now, the PVT efficiency factor is determined by the following [
2,
54]:
where the tube’s distance of the tubes is
W, the tube diameter of the inner part is
, fin efficiency is
, the bond width average is
a,
is the bond thermal conductance, and
is the heat transfer coefficient due to forced convection. The useful heat gain formula for a flat plate PVT system is obtained as follows [
54]:
The total loss coefficient in the PVT system is obtained as follows [
55]:
where the top loss coefficient is
, the bottom loss coefficient is
, and the edge loss coefficient is
.
As,
and
, Equation (22) can be rewritten as follows:
where the back thermal is
, the thickness of back insulation is
, and the edge area is
.
Overall input energy is determined by the following [
2]:
Additionally, the thermal efficiency of the system is calculated as follows [
2]:
where the useful energy is
and the input energy is
.
For a domestic water heating-based PVT system, the value of temperatures in the input (cold) and output (hot) can be used to assess a counterflow heat exchanger. An effectiveness of heat transfer unit (NTU-
) analysis is determined by the following [
2,
54]:
where the ratio of capacity is
, the minimum hot fluid capacity is
, the maximum hot fluid capacity is
, the heat transfer unit number is
, where the area of the exchanger is
and the total heat transfer coefficient is
U. Consequently, the solar energy that the storage tank receives is as follows [
2,
54]:
where the hot water temperature towards the heat exchanger is
and the cold water temperature from the exchanger is
. The temperature of the heat exchanger at the outlet is determined by the following [
2,
54]:
where
is thermal energy supplied to tank and
is the heat exchange capacity rate for hot fluid. The cold temperature of the heat exchanger at the outlet is determined by the following [
2,
54]:
where
is the cold water capacity rate of fluid in the heat exchanger. It is necessary to integrate the energy balance over time in order to assess long-term performance. The household water heater’s loss to the ambient air is calculated as follows:
where the storage tank heat loss coefficient is
, the surface area of storage tank is
,
is the starting temperature of storage tank, and
is the outdoor dry bulb temperature. The amount of energy supplied by the household heaters is determined by the following [
2,
54]:
where the extracted heat from the storage tank to the load is
, the water’s composition temperature is
, and
is the specific heat of the water. Subsequently, a well-mixed storage tank’s energy balance at any given time is as follows [
2,
54]:
where the water density is
and the tank volume is
.
The performance and efficiency analysis, including the thermal output of the PVT system, is obtained by using mathematical modeling and simulation techniques.
2.4. Optical Modeling of PVT System
To establish a complete and effective PVT system model, and for optimal output, it is eventually necessary to model and consider loss/gain due to optical properties of the PVT system. Mainly, the optical properties related to the glass cover of the PVT panel is considered for the evaluation and analysis purpose. The equations for reflection, absorption, and transmission coefficients are established based on Fresnel equations and other physical fundamentals. The Fresnel equations describe the behavior at the interface between two media, which are air to glass and glass to air. The reflection coefficients of parallel p-polarization for the first boundary from air to glass are as follows [
2]:
where
is the refractive index and
is the incidence angle. Reflection coefficients for s-polarization (perpendicular polarization) are as follows [
2]:
Effective reflection at the first boundary is determined by the following:
At the second boundary, effective reflection is determined by the following:
Equations (37)–(40) are based on the reflection coefficients that take part in the PVT system performance analysis. Transmission coefficients for both boundaries are also required to be determined.
Transmission at the first boundary is determined as follows:
Transmission at the second boundary is determined as follows:
The following is a model for the absorption-induced light attenuation inside the glass:
where the glass absorption coefficient is
, the glass thickness is
, and
is the refraction angle inside the glass.
The effective coefficients are computed using the following recursive transmissions and reflections [
2]. For transmission:
For absorption, according to energy conservation:
The interaction of light with the solar panel’s glass cover [
56] is governed by these given equations. A set of mathematical models of a hybrid PVT system is developed and demonstrated in this section. It discusses the PVT system’s performance analysis using a different mathematical model of a PVT module. The efficiency model is calculated using related electrical, thermal, optical, and other parameters.