1. Introduction
Energy consumption is quickly increased during the last years in the world [
1]. The dependency on fossil fuels is causing climate changes due to the CO
2 emissions increase in the atmosphere [
2]. The traditional energy conversion systems currently are often more advantageous from the economic point view, but some renewable technologies will become the next future competitive in comparison with conventional ones [
3]. The solar energy is the most promising source of clean energy [
4]. The solar energy that reaches the planet surface is so enormous that in one year it is about twice as much as will ever be obtainable by all non-renewable resources on earth such as oil, coal, natural gas and mined uranium combined.
Hence, the main advantages of solar energy are high availability [
5] and it can be simultaneously converted into different forms of energy [
6]. However, as the conversion efficiency of commercialized solar photovoltaic (PV) power generation is still low and the cost is high, the solar PV systems are limited in actual applications. A limitation of solar power generation is the high cost of solar cells, and the method of solar concentration can effectively reduce the cost of solar PV power generation because it can decrease the number of solar cells number [
7,
8]. These systems use optics able to focus the solar radiation on smaller Multi-Junction (MJ) cells and to obtain higher electric power thanks to higher conversion efficiency [
9]. Hence, the concentrating photovoltaic (CPV) systems allow to maximize the electrical efficiency [
10]. However, it is necessary to observe that there is a spectral response of solar cell and not all the solar radiation energy can be used for electric power production. The solar energy dissipated can determine the temperature increase of solar cells, causing the photoelectric conversion efficiency to decrease. A solar concentrating photovoltaic and thermal (CPV/T) system can solve this problem [
11,
12]. The heat recovered by thermal collector or cooling system can be used in other ways, decreasing the cell temperature and increasing the overall utilization efficiency of solar energy [
13]. Hence, despite the high cost of the MJ cells relative to traditional solar cells [
14], a careful selection of optics and active cooling system of a CPV/T system can determine further energy and economic advantages [
15]. In particular, the electric performance of CPV modules is highly linked to the internal behavior of the solar cells; so, parameters as Direct Normal Irradiation (DNI) and Triple-Junction (TJ) cell temperature, generally adopted in these systems, have a significant impact. The CPV systems work only with the direct component of the solar radiation [
16], and can’t convert the diffuse radiation into electrical energy [
17]. The rates of solar radiation components depend on the climate conditions of specific zone [
18], as well as concentration and environmental temperature parameters which affect the cell temperature and its electrical performance [
19]. Hence, the CPV systems could have better electrical performances in cold regions in comparison with hotter regions under other similar conditions [
20]. On the other hand, higher operation temperatures allow the thermal energy recovery. Therefore, it is clear that the overall energy performance of a CPV/T system could be different according to its installation site.
This typology of systems has been studied by scientific community in several possible configurations and in different world areas. For example, an experimental study concerning a CPV/T system in Nanjing city (China), is presented in Ref. [
21]. The CPV/T system has been tested both for sunny and cloudy days. The results have shown a good assessment of energy performance, reaching overall energy efficiency of about 60%. Another interesting application in China is described in Ref. [
22], where a CPV/T system is coupled with an Organic Rankine Cycle (ORC) increasing the conversion efficiency of solar energy in electricity up to 44%. An energy analysis of a concentrating photovoltaic/concentrating solar power (CPV/CSP) hybrid system for the city of Beijing (China), is realized in Ref. [
23]. In Ref. [
24] the CPV/T energy and economical performances under two different weather conditions, have been studied in Tunisia and in the city of Chambery (France); in Tunisia, the system has presented better performance. In Ref. [
25] the energy performance of line-focus CPV/T system from the cogeneration point of view, has been studied in Salerno (Italy). In Ref. [
26] the electrical and thermal production of some CPV/T power plants adopted in different areas of Spain, have been monitored.
However, a CPV/T system can’t be equally convenient worldwide. In fact, the electrical and thermal producibilities of a given CPV/T system are linked to the climate conditions of its installation site (yearly DNI, environmental temperature, sunlight hours number, etc.). Hence, the aim of this paper is to analyze by means of an experimental modeling of the energy and economic performances of a line-focus CPV/T system, used to satisfy the energy loads of a residential user when its installation site varies. In order to evaluate the potential of these systems in different world areas, three cities with different weather conditions have been considered: Amsterdam (Netherlands), Marrakech (Morocco) and Salerno (Italy).
4. Results and Discussion
The energy and economic performances of CPV/T system are linked to the weather conditions of its installation site. Its working has been studied in three different cities (Amsterdam, Marrakech and Salerno) to highlight the potential of these systems in different world areas. These cities present high differences in terms of environmental temperature, daily hours of sunlight and weather conditions that highly affect the DNI levels.
Marrakech (31°40′11″ N, 7°58′23″ W) is characterized by semi-desert subtropical climate, with mild winter and very hot summer. The rainfall is limited and is concentrated in the months from October to May. The amount of DNI in Marrakech is good all the year, but especially in summer with a clear sky. The higher temperatures of the summer season, which can exceed 40 °C, affect the TJ cell electrical performance allowing the recovery of high temperature thermal energy exploitable for different applications. Hence, Marrakech is a particularly suitable installation site for CPV/T system.
On the contrary, Amsterdam (52°22′26″ N, 4°53′22″ E) presents a sub-oceanic climate, humid and rainy, with cold winter and cool summer. Precipitation is relatively abundant, but it is frequent and distributed all the year. The DNI is rather low, above all in winter, due to the high levels of cloud cover. On the other hand, the lower environmental temperatures can guarantee higher TJ cell electrical efficiencies.
Salerno (40°39′51″ N, 14°48′16″56 E) presents intermediate climatic characteristics respect to the cities above described. Salerno is characterized by short, hot, humid and clear summer and by long, cold and cloudy winter. Hence, the amount of sunshine is very good in summer; on the contrary, in winter sunny periods alternate with periods of bad weather.
The climatic differences between the three above mentioned cities determine different CPV/T system working conditions, which depend on the values of
Tenv and DNI available in [
28]. The experimental tests have allowed to note that the increase of
Tcell respect to the environmental temperature increases logarithmically with the concentrated radiation (Equation (1),
Figure 2).
This trend refers to fixed value of mass flow of water circulating in the cooling system at speed of 0.2 m/s. Moreover, the relation between
,
and
has been analyzed (Equation (2)), as shown in
Figure 3. The
and
coefficients values of Equation (1) and the
and
coefficients values of Equation (2) are reported in
Table 2 together with the values of R
2.
Hence, once known the
Tenv and DNI values of each city [
28] and once defined the value of
equal to 90 for the CPV/T system, the average hourly values of
(Equation (1)),
(Equation (2)) and
(Equation (3)) can be calculated for each city related to typical winter sunny (a) and summer sunny (b) days (
Figure 4,
Figure 5 and
Figure 6).
The TJ cell temperature at Marrakech is almost always the highest, reaching a peak of about 75.0 °C in winter day and of 90.0 °C in summer day (
Figure 4).
Even if the higher temperatures negatively influence the electrical efficiency, they allow the recovery of high-quality thermal energy exploitable for the production of residential hot water, winter heating and summer cooling by means of an AHP. A similar situation is verified in Salerno, with temperatures about 10 °C lower. On the other hand, at Amsterdam the values of the TJ cell temperature are lower, with a maximum of 60 °C in winter and 76 °C in summer. The daily trends of
and
for the two above mentioned days are respectively shown in the
Figure 5 and
Figure 6. According to Equation (2), the electric power supplied by a CPV/T module depends on DNI and
Tcell when other conditions are equal. As shown in
Figure 5a, in a winter sunny day, despite the electrical efficiency decrease due to the higher temperature, the higher levels of DNI assure at Marrakech the highest electrical power, with a peak of 146 W. The lowest power is that of Amsterdam, because of the low levels of DNI, with a maximum of 120 W. On the contrary, it can be noted in
Figure 5b the opposite trend between summer and winter in terms of electrical power.
In fact, the negative influence of the higher temperature on electrical efficiency is more marked, thus causing a notable decrease of the electrical power, especially at Marrakech where it assumes the lowest values. Amsterdam presents the highest values because of the lower temperatures and similar values of DNI, reaching a peak of about 134 W.
A similar analysis can be realized for the thermal energy which can be recovered from a single CPV/T module. The highest values can be registered at Marrakech in winter, with a maximum thermal power of 860 W, followed by Salerno and Amsterdam; there is a trend reversal in the summer day less marked than the previous case. However, the quality of the recovered thermal energy is dependent on its temperature. Hence, Marrakech is the city that guarantees the highest potential from the cogeneration point of view [
33].
The daily electrical and thermal producibilities depend also on the daily hours of sunlight. The values of daily electrical energy produced by a single CPV/T module for each locality are shown in
Table 3 for the winter and summer days.
It can be observed the opposite trend between summer and winter also in terms of electrical producibility. In a winter sunny day, the electrical producibility varies between about 800 Wh at Amsterdam and about 1200 Wh at Marrakech. In summer the maximum producibility, equal to about 1600 Wh, is related to Amsterdam thanks to the higher daily hours of sunlight, while at Marrakech the producibility is minimum, about 1400 Wh.
Figure 7 shows for each city the thermal producibility for different temperature levels in winter and summer sunny days. The total thermal energy follows the same trend of the electrical energy. It is maximum at Marrakech on the winter day (about 7000 Wh) and at Amsterdam in the summer day (about 4000 Wh). In each city it is possible to produce in a sunny day MT thermal energy also in winter, while in summer at Salerno and Marrakech, a CPV/T system can also produce HT thermal energy.
This study has been realized to highlight the influence of climatic conditions on the electrical and thermal performance of CPV/T system. In this analysis, the cloudiness and the consequent reduction of DNI have not been considered to compare the three cities under same conditions. However, an accurate energy performance evaluation of CPV/T system requires the real annual hourly distribution of DNI and
Tenv for each city [
28]. Considering these data, the CPV system sizing for a residential user has been realized for each city. The parameters values necessary for this analysis are reported in
Table 4 [
3].
It can be noted that the thermal load also includes the thermal energy necessary to produce domestic hot water. These values are shown in
Table 5 for Marrakech and Amsterdam which represent the two extreme conditions.
At Marrakech the thermal loads are much lower than in Amsterdam because of higher temperatures. Moreover, in the summer season, unlike in Amsterdam, cooling energy is necessary. The experimental CPV/T system described in
Section 2, with an optical concentration factor equal to 90 and 60 cells, has been considered as single module. Once known the annual hourly values of
Tenv and DNI, it is possible to calculate, by means of Equations (2) and (3), respectively the electrical (
) and thermal (
) powers supplied by a single module and then the module monthly and annual production for each city. The power and energy producibility of the CPV/T system depend on the modules number according to Equations (4) and (5). It is interesting to study monthly the difference between necessary and produced energy varying the modules number in the two extreme cases: Marrakech and Amsterdam. As shown in
Figure 8, at Marrakech 10 modules are enough to satisfy the electrical load only between April and August. If 20 modules are adopted, the CPV/T electrical producibility could exceed the load almost every month. A further increase of the modules number can determine an overproduction of energy not required by the user.
On the contrary, at Amsterdam the CPV/T system electrical producibility is highly variable during the year, with peaks in summer season and very low values in winter season. Therefore, the electrical load can’t match in each month but only between April and September. The electrical energy surplus of the CPV/T system is sold to the energy network.
Figure 9 shows the monthly difference between the CPV/T system thermal producibility and the thermal loads for a different number of modules.
In this evaluation it has been considered only the middle-temperature useful to supply residential hot water or winter heating. It can be noted that at Marrakech 10 modules could be enough to cover the thermal energy needs almost all the year. On the contrary, at Amsterdam the thermal load in winter is high and only partially is covered by a CPV/T system. The low values of DNI, due to high cloud cover, affects the thermal producibility; between May and September the CPV/T system thermal output exceeds the thermal load also with 10 modules.
The higher temperatures which can be reached by the cooling fluid in the summer season at Marrakech allow the production of cooling energy too. The thermal energy available at temperatures higher than 80 °C can be used to produce cooling energy by coupling the CPV/T system to an AHP. The difference between the CPV/T system cooling outputs and the cooling loads for a different number of modules at Marrakech is reported in
Figure 10 on a monthly basis; in particular, 20 modules allow to cover the cooling needs.
The optimal modules number for each city has been determined to maximize the investment profitability in terms of NPV. The NPV values calculated at the 20th year, average useful life of CPV/T system, in terms of the modules number, are shown in
Figure 11. For each city, the NPV value increases with the modules number until it reaches its maximum value. A further increase of the CPV system size determines an electric energy surplus that can be sold to the energy network at price lower than purchase price, thus decreasing the cash flows. An oversized system determines also a thermal and cooling energy surplus causing losses. The optimal modules number is different for the three cities and equal to 15 for Marrakech and 30 for Salerno and Amsterdam.
The NPV values are also different. NPV presents the maximum value, about 20.7 k€, for a CPV/T system installed at Marrakech where the annual climatic conditions are most suitable. On the contrary, at Amsterdam, despite the good conditions in terms of TJ cell temperature [
30], the high cloudy days’ number decreases the DNI and then the electric and thermal production of a CPV/T system. For this reason, the values of NPV are low with a maximum of 8.50 k€ in correspondence of 30 modules. The NPV trend over the years corresponding to the optimal modules number is shown in
Figure 12 for each city. Moreover, the DPBP is equal to about 6 years for Marrakech, 10 years for Salerno and 14 for Amsterdam. Finally, the Profit Index (PI) corresponding to the optimal modules number, has been calculated for each city. The results are shown in
Figure 13 where it can be observed that the most profitable investment is obtainable to Marrakech where PI is equal to about 212%.
The investment is quite convenient also in Salerno, with a PI equal to 88%, but not at Amsterdam because its PI is equal to only 43%.
5. Conclusions
In this paper the main aim was to evaluate the energy performance of line-focus CPV/T system applied to the residential user when the installation site varies.
The installation site strongly influences the operation of CPV/T systems whose energy efficiency is strictly dependent on climatic conditions and therefore on parameters such as Tenv, DNI and daily sunlight hours. For this reason, the energy performance of these systems has been evaluated in three different cities characterized by very different climatic conditions, such as Amsterdam, Marrakech, and Salerno.
The proper evaluation of the energy performance of these systems has allowed, for each city considered, to optimize the solution from economic point of view. This optimization has been obtained by the determination of optimal sizing of the CPV/T system aimed at reducing its cost and payback time.
Hence, a model that links electrical power with TJ cell temperature and solar radiation concentrated on solar cells, has been experimentally determined to evaluate the CPV/T system energy performances, together with an equation that links , and . Once calculated , it has been possible to calculate also the recoverable thermal power by energy balance on CPV/T module.
First, a comparison between the three cities for typical winter and summer sunny days, has been presented. Results have shown that at Marrakech is almost always the highest, reaching a peak of about 92 °C in summer day. Because of the higher temperatures, the module electric power on hot summer days presents values lower than winter day with maximum values respectively equal to 134 W and 146 W. The recovered thermal power reaches its maximum value of 850 W in winter at Marrakech. Due to the highest values of , Marrakech presents the highest potential from the cogeneration point of view. Since the electrical and thermal producibilities depend also on the daily hours of sunlight, they are higher in summer with maximum values respectively of about 1600 Wh and 4000 Wh per module.
Successively, considering the actual annual hourly distribution of DNI and Tenv for each locality, a CPV/T system applied to a residential user of 120 m2 with 4 persons, has been sized. For each locality, the same monthly electrical, thermal and cooling loads considering the different climate conditions, have been considered. At Marrakech, the CPV/T system electrical producibility is not very variable during the year and 20 modules are sufficient to match the electrical load. In Amsterdam, the electric load can be satisfied only between April and September. From a thermal point of view, at Marrakech 10 modules are sufficient to cover the thermal energy needs almost all the year. Moreover, the temperatures reached by the cooling fluid in summer, higher than 80 °C, also allow the production of cooling energy by coupling the CPV/T system with an AHP. On the contrary, at Amsterdam, the thermal loads in the winter period are excessively high to be entirely covered with a CPV/T system.
Moreover, the modules’ optimal number has been determined for each city to maximize the investment profitability in terms of NPV at the 20th year, average useful life for a CPV system. The most profitable investment is at Marrakech where with 15 modules the NPV assumes its maximum value equal to 20.7 k€, with DPBP of 6 years and PI equal to 212%. The investment is quite convenient also in Salerno, with NPV of 17.1 k€, DPB of 10 years, and PI equal to 88%. Finally, the investment is not profitable in Amsterdam, with NPV and PI equal respectively to 43%.