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Article

Energy Performance of Buildings with Thermochromic Windows in Mediterranean Climates

by
Georgios E. Arnaoutakis
* and
Dimitris A. Katsaprakakis
*
Department of Mechanical Engineering, Hellenic Mediterranean University, Estavromenos, 710 04 Heraklion, Crete, Greece
*
Authors to whom correspondence should be addressed.
Energies 2021, 14(21), 6977; https://doi.org/10.3390/en14216977
Submission received: 30 September 2021 / Revised: 19 October 2021 / Accepted: 20 October 2021 / Published: 25 October 2021

Abstract

:
This article presents comparative results on the energy performance of buildings in the Mediterranean. Many buildings in the Mediterranean exhibit low energy performance ranking. Thermochromic windows are able to improve the energy consumption by controlling the gains from sunlight. In this article, reference buildings in 15 cities around the Mediterranean are investigated. In this work, a dynamic building information modeling approach is utilized, relying on three-dimensional geometry of office buildings. Calculations of the energy demand based on computational simulations of each location were performed, for the estimation of heating and cooling loads. The presented study highlighted the need for high-resolution data for detailed simulation of thermochromic windows in buildings of Mediterranean cities. Temperature is one of the main climate parameters that affect the energy demand of buildings. However, the climate of Mediterranean cities nearby the sea may affect the energy demand. This was more pronounced in cities with arid Mediterranean climate with increased demand in air-conditioning during the summer months. On the other hand, cities with semi-arid Mediterranean climate exhibited relatively increased heating demand. With this parametric approach, the article indicates the energy saving potential of the proposed measures for each Mediterranean city. Finally, these measures can be complemented by overall building passive and active systems for higher energy reductions and increased comfort.

1. Introduction

The Mediterranean climate is characterized by mild winters and cool summers, especially in insular areas. The temperature in winter rarely falls below 0 °C, while the temperature during summer days varies around 30 °C, due to sea wind. These winds may, however, be absent in cities near the eastern Mediterranean basin and north Africa. These mild climate conditions result to moderate heating and cooling loads of buildings in Mediterranean cities. These loads are limited during the peak winter and summer seasons, reducing the conditioning requirements during the spring and autumn [1].
Nevertheless, buildings in Mediterranean cities exhibit considerable energy consumption. A significant effort is given to improve the energy performance of residential as well as commercial buildings with a number of innovative systems.

1.1. Existing Building Energy Consumption

An important building sector includes office and school buildings, as well as the evaluation and upgrade of their energy performance. School buildings represent a high percentage of public buildings with the number of school buildings in the Mediterranean estimated at 87,000 [2]. Many schools operate at low thermal comfort, while a heating strategy is absent [3].
The introduction of possible passive measures was examined by [4,5] for warm and cold Mediterranean climates in Greece and Spain, respectively. The insulation, as well as the replacement of openings and the use of shadings were evaluated. Both reports concluded that the achieved saving can be up to 65%, while the reduction on annual CO2 emissions can be higher than 70%. By applying passive measures in school buildings, an annual reduction of 17.7 and 15.9% in heating and cooling demand can be achieved, respectively [2].
A crucial parameter affecting the energy consumption for heating and cooling is air infiltration. The contribution of air infiltration on the total final energy specific consumption was reported between 2.43 and 16.44 kWh/m2 for heating and between and 3.06 kWh/m2 for cooling [6]. The consumption depends on three major parameters: (1) the location of the building whether this is built in urban, rural, high or low altitude environments, (2) the climate classification, and (3) the performance of the openings. Increasing the number of glazings can reduce the infiltration; however, this is a trade-off for the window–wall ratio, especially in the summer months in Mediterranean climates [7]. In addition, increasing the number of glazings reduces the environmental impact as reported in life-cycle assessment analyses [8]. There is, however, an optimum window–wall ratio for the best energy performance of buildings. Extensive studies limit the optimum window–wall ratio between 0.3 and 0.45 [9]. However, depending on the climate of the building’s location, the optimum may vary to lower values down to 20% [10]. Changing either the number of glazings or the window–wall ratio is not always possible due to limitations related to cost or preservation of a building [11].
Reducing the window–wall ratio may increase the requirements for artificial lighting. Considering a lighting power density between 10 and 30 W/m2, a commercial building may have annual electricity consumption between 20 and 25 kWh/m2 [12]. This consumption can be reduced by optimizing the use of natural lighting. By adopting a building orientation that maximizes natural lighting during the day, electricity savings between 40 and 80% can be achieved in commercial buildings [13].

1.2. Reducing Energy Needs by Passive Measures

Green roofs constitute an attractive passive measure originating from traditional architecture approaches [14,15]. In Mediterranean climates, green roofs in office buildings in Cyprus [16] and residential buildings in Catania, Sicily [17] were investigated. Annual energy savings of 25% for heating and 20% for cooling were reported for the office building in Cyprus. In Sicily, the annual energy saving varied between 31 and 35% for cooling, while for heating was between 2 and 10%. Thermochromic coatings applied on building roofs were shown to decrease the energy consumption of the building by 7.7% [18], while annual energy savings up to 19% were reported for Mediterranean cities [19]. The solar reflectance of the reference thermochromic coating increased from 22 ± 4% to 47 ± 12% when titania was added. When idealized spectra are considered, a low transition temperature and a sharp hysteresis exhibit the highest energy savings [20]. The width of the hysteresis and the transmittance of thermochromic coatings can be modified by increased nitrogen flow rates during deposition [21], while the temperature of the window can be modified by controlling the incident irradiance by means of geometric concentration [22]. In addition to the thermochromic material, the matrix can be modified to obtain lower temperatures, as for example in nanocomposites and conjugated polymers that exhibit low transition temperatures down to 30 °C [23], making them promising matrices for application in windows. A temperature gradient of 6.9 °C resulting at 396 W/m2 cooling power at 3 W/cm2 was reported with hollow network nanoparticle nanocomposite [24], while the cooling power could be increased to 928 W/m2 in a nanocomposite paint consisting of silica aerogel and titania nanoparticles [25].

1.3. Scope of the Study

Although thermochromic coatings exhibited considerable savings applied on roofs, their report and application as windows in buildings of Mediterranean climates is limited. Thermochromic coatings can be applied in new windows, but can be more important in existing building windows [26] with limitations in window adaptations. With this possibility in mind, we examine the performance of singly-glazed thermochromic windows in Mediterranean locations. A dynamic simulation is performed in this article to evaluate the performance of buildings with thermochromic windows. The evaluation is based on the heating and cooling energy consumption in heated and air-conditioned office buildings. The energy requirements after implementation of thermochromic windows in buildings of 15 Mediterranean cities with diverse climate conditions is evaluated and compared.

2. Methodology

2.1. Mediterranean Cities

The following cities in the Mediterranean were studied in this report. These are displayed in Figure 1. The main criteria for selection were their proximity to the Mediterranean sea and the availability of weather data. Cities as broadly as possible were chosen, across the Mediterranean coasts as well as further in continental areas.
To aid the analysis of the results, the cities in this study can be grouped according to the future Köppen-Geiger classification to (a) cold semi-arid (BSk) in semi-arid cities, (b) hot-summer Mediterranean (Csa) in insular cities, and (c) dry subtropical desert (BWh) in arid cities. Accordingly:
  • Jaen, Marseille, Thessaloniki, Lisboa, and Izmir share semi-arid climate,
  • Cyprus, Palma, Heraklion, Cagliari, and Catania share insular climate,
  • Algiers, Alexandria, Beersheva, Tripoli, and Tunis share arid climate.
Figure 2 shows the annual statistics for the evolution of the air temperature in different Mediterranean locations. It can be seen that the temperature in all cities in this study varies between −10 and 40 °C during the coldest and warmest days of the year, respectively.

2.2. Building Case Study

The simulations were performed on Energy Plus developed by the Lawrence Berkeley National Laboratory and the US Department of Energy. The simulation tool models the thermal and electrical loads and performs energy analysis of the entire building, enabling the user to use variable building geometries, envelope properties, lighting, heat, ventilation and air-conditioning (HVAC) systems, as well as set-point schedules. The American Society of Heating, Refrigerating and Air-Conditioning Engineers (ASHRAE) extreme dry- and wet-bulb temperature conditions were considered in simulations for heating and cooling design days, respectively.
In this study, an office building model with an area of 510 m2 was considered. The window–wall ratio was 21.20% with windows distributed across all the walls of the building. This window–wall ratio is in good agreement with the 20–35% value for optimized energy performance of buildings in hot and dry regions [10,27]. Although this metric is adequate for one- and two- floor buildings, the window-to-floor-ratio should also be considered in multistory and high-rise buildings [28]. Table 1 and Table 2 present the properties of the materials used in Energy Plus. Typical meteorological data were introduced to simulate the conditions of each location. To highlight the impact in energy consumption by the introduction of thermochromic windows, simulations in the absence of thermochromic coating were performed for the cities exhibiting the highest energy demand in each climate group, that is Larnaca, Tripoli, and Izmir. No dirt correction factors were applied and the windows were considered not diffusing over the solar spectrum.

3. Results

The monthly energy demand of the buildings studied are shown in Figure 3, Figure 4 and Figure 5, alongside the respective temperatures and seasonal solar radiation. It is clear that the temperature profiles of each city affects the energy consumption of the building. It can be seen that the Mediterranean cities can be grouped in three categories according to their energy demand. That is (a) insular, (b) semi-arid, and (c) arid. It can be seen that the monthly energy demand in all cities during winter months varies from 4.5 to 5 MWh. There is a broader variation, however, during spring and autumn. There is increased energy demand of buildings in insular and arid climates, that can be higher by 500 W. In summer months, the energy demand of buildings in insular and arid climates can be up to 1000 W higher than in semi-arid climates. The annual energy demand of the building without thermochromic windows was increased by 104.83, 93.92, and 97.39 kWh for Larnaca, Tripoli, and Izmir, respectively.
Comparing the temperature in these cities, most of them have the warmest month in July and August. All of them have the coldest month in January. Among insular cities, it can be seen that Heraklion has the coldest winter season with the minimum temperature of −15.9 °C. This leads to an annual energy demand of 132.05 kWh/m2, while the average annual energy demand of the locations under study was 130 kWh/m2. Optimized thermochromic coatings applied in other Mediterranean cities yielded annual demand between 60 and 80 kWh/m2 for south- and north-facing walls, respectively [29]. This difference in energy indicates (a) the requirement for optimization with regard to the orientation of the windows, becoming important when cost is introduced in the model, and (b) the requirement for thermochromic coatings with higher solar selectivity properties compared to the coatings utilized in this study.
Among semi-arid Mediterranean cities, in Marseille, the coldest winter with temperatures reaching minima of −15.4 °C. Tunis and Be’er Sheva have the hottest summer season with the maximum temperature of 40 °C. It can be seen that the energy demand of Tripoli peaks during June, July, and August, despite the fact that its temperature is the lowest among the investigated cities with arid climate. During these months, the energy demand increases to satisfy air-conditioning requirements and is presented in detail in the following section.

3.1. Arid Mediterranean Climates

The energy demand of the building is distributed across HVAC, lighting, and other needs including energy source equipment, that is fans and pumps.
As shown in Figure 6, the most energy demanding building in arid Mediterranean cities can be seen in Tripoli with 491.97 MJ/m2, followed by Be’er Sheva and Alexandria with 485.32 and 483.21 MJ/m2, respectively. Algiers and Tunis have the lowest demand among arid climate Mediterranean cities with 465.78 and 474.99 MJ/m2, respectively. It can be seen that the use of thermochromic windows have a limited effect in lighting and other energy demands. There is, however, difference in HVAC demand of about 2% between the buildings in arid climate cities.
The heating consumption can be seen in Table 3. Algiers and Tunis have the highest consumption with 24 kW, followed by Be’er Sheva and Tripoli with 23 kW, while Alexandria has the lowest consumption with 20 kW.
The remaining demand, shown in Figure 7, is distributed among fans (blue), cooling (purple), lighting (yellow), and other equipment (red). The demand of fans, lighting, and other equipment are the same regardless of the city. The cooling demand, however, varies considerably. Tripoli is the most demanding in cooling with 12.9 kW. Alexandria, Algiers, and Tunis require approximately 9 kW for cooling, while the least demanding of the cities is Be’er Sheva with 8.1 kW. This is in agreement with the highest energy demand depicted in Figure 5a. It can be seen that Tripoli exhibits the highest requirements among the studied cities in arid Mediterranean climate. This is largely due to the cooling requirements which are two times the cooling demand in Be’er Sheva and approximately higher by 1/3 than Algiers, Alexandria, and Tunis, see Figure 7. The extreme dry- and wet-bulb temperature conditions were utilized to simulate heating and cooling design days, respectively. This extreme scenario is commonly employed in HVAC sizing and accordingly, the demand may be overestimated due to fluctuations in local conditions. This suggests that in addition to temperature, climatic conditions such as relative humidity and wind speed may affect the energy demand of a building and should be further considered.
These profiles result in several hours that comfort is not met. These hours are displayed in Table 3. In Algiers, 1460 h are not met, followed by Alexandria and Tunis with approximately 1000 h. Be’er Sheva and Tripoli share approximately 950 h of unmet comfort time.

3.2. Semi-Arid Mediterranean Climates

The most energy demanding building in semi-arid Mediterranean cities can be seen, in Figure 8, in Izmir with 219.45 MJ/m2 followed by Jaen and Thessaloniki with 217.04 and 215.77 MJ/m2, respectively. Marseille and Lisboa have the lowest demand among arid climate Mediterranean cities with 213 MJ/m2. Again, lighting and other energy demand are similar; however, the demand of HVAC varies by 1% between the buildings in semi-arid Mediterranean climate cities.
The heating consumption can be seen in Table 4. Jaen, Marseille, and Thessaloniki have the highest consumption with 26 kW, followed by Izmir with 24 kW and Lisboa with 23 kW.
The remaining demand is shown in Figure 9. The cooling demand of Izmir is the highest with 10 kW. Jaen and Lisboa follow with 8.5 and 8.3 kW for cooling, respectively, while the least demanding cities are Marseille and Thessaloniki with 7.1 and 7.6 kW, respectively.
The unmet hours in this case are displayed in Table 4. In Marseille, 1930 h are not met, followed by Thessaloniki with almost 1800 h and Izmir with 1300 h. Jaen has 1185 h, while Lisboa has 950 h of unmet comfort time.

3.3. Insular Mediterranean Climates

The most energy demanding building in insular Mediterranean cities can be seen, Figure 10, in Larnaca with 484.56 MJ/m2 followed by Heraklion and Palma with 474.28 and 462.83 MJ/m2, respectively. Cagliari and Catania have the lowest demand among insular climate Mediterranean cities with 450 and 459 MJ/m2. The demand of HVAC in this case varies by 3% between the buildings in semi-arid Mediterranean climate cities.
The heating consumption can be seen in Table 5. Palma, Cagliari, and Catania have the highest consumption with 26 kW, followed by Heraklion and Larnaca with 25 kW.
The remaining demand is shown in Figure 11. The cooling demand of Larnaca is the highest with nearly 10 kW. Catania has slightly lower cooling demand at 9.3 k. Palma and Heraklion follow with 8.1 kW for cooling, while the least demanding insular city of the study is Cagliari with 7 kW.
The unmet hours in this case are displayed in Table 4. Palma has more than 2000 h unmet. Cagliari and Catania share approximately 1400 h of unmet comfort, while Larnaca follows closely with 1200 h. Finally, Heraklion has 928 h of unmet comfort time.
The HVAC equipment and the addition of thermochromic windows can optimize to a great extent the heating and cooling needs of buildings. However, in all cases there is a number of unmet hours of comfort. The number of hours was minimum in Be’er Sheva, Tripoli, Lisboa, and Heraklion. It is more likely that this is mainly due to the set of typical meteorological data used in this study and not an effect related to the local climate.
The study utilized the same building structure and construction materials. Depending on the micro-climate of each location, however, additional measures may be required to reduce the heating and cooling demand even further. Such measures can be shading as well as insulation with thermal capacity higher than what was utilized in this study. Furthermore, different thermochromic coatings with transition temperatures optimal to the peak temperatures of the location can lead to further reduction in energy consumption.

4. Conclusions

In this article, the potential for energy performance improvements in buildings was highlighted in cities sharing the Mediterranean climate. The operation of the building leads to considerable high energy consumption for space conditioning of buildings. Annual energy consumption can be reduced by introducing thermochromic windows, in particular for controlling the indoor space conditioning. The availability of high solar radiation in the Mediterranean region makes for a favorable technology for potential upgrades to zero energy buildings. The article also demonstrated the potential of energy saving in Mediterranean cities with significantly varying climate. This was highlighted by comparing the energy consumption of buildings in cities with insular, semi-arid, and arid climate.
The presented study highlighted the need for high resolution data for detailed simulation of thermochromic windows in buildings of Mediterranean cities. Temperature is one of the main climate parameters that affects the energy demand in buildings. The climate of Mediterranean cities nearby the sea may affect the energy demand. This was more pronounced in cities with arid Mediterranean climate with increased demand in air-conditioning during the summer months. On the other hand, cities with semi-arid Mediterranean climate exhibited relatively increased heating demand. It is expected that by optimally mixing and sizing energy saving systems, considerable energy savings can be achieved.

Author Contributions

Conceptualization, methodology, data curation, writing—original draft preparation, writing—review and editing, G.E.A.; funding acquisition, G.E.A. and D.A.K. All authors have read and agreed to the published version of the manuscript.

Funding

This work was supported by an academic fellowship of the HMU Postdoctoral Research Program, 2021.

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

Data is available upon reasonable request.

Acknowledgments

This work was supported by an academic fellowship of the HMU Postdoctoral Research Program, 2021. We are grateful to the comments of the anonymous reviewers towards the improvement of the presented work.

Conflicts of Interest

The authors declare no conflict of interest.

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Figure 1. Locations of the Mediterranean cities investigated in this study.
Figure 1. Locations of the Mediterranean cities investigated in this study.
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Figure 2. Annual temperature variation of the investigated Mediterranean cities.
Figure 2. Annual temperature variation of the investigated Mediterranean cities.
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Figure 3. (a) Monthly energy demand of buildings, (b) temperature, and (c) seasonal global solar radiation in insular cities of the study.
Figure 3. (a) Monthly energy demand of buildings, (b) temperature, and (c) seasonal global solar radiation in insular cities of the study.
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Figure 4. (a) Monthly energy demand of buildings, (b) temperature, and (c) seasonal global solar radiation in cities of the study with semi-arid climate.
Figure 4. (a) Monthly energy demand of buildings, (b) temperature, and (c) seasonal global solar radiation in cities of the study with semi-arid climate.
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Figure 5. (a) Monthly energy demand of buildings, (b) temperature, and (c) seasonal global solar radiation in cities of the study with arid climate.
Figure 5. (a) Monthly energy demand of buildings, (b) temperature, and (c) seasonal global solar radiation in cities of the study with arid climate.
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Figure 6. Annual building utility performance in arid Mediterranean climate.
Figure 6. Annual building utility performance in arid Mediterranean climate.
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Figure 7. Demand end-use of components of buildings in arid Mediterranean climate. Components include fans (blue), cooling (purple), lighting (yellow), equipment (red).
Figure 7. Demand end-use of components of buildings in arid Mediterranean climate. Components include fans (blue), cooling (purple), lighting (yellow), equipment (red).
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Figure 8. Annual building utility performance in semi-arid Mediterranean climate.
Figure 8. Annual building utility performance in semi-arid Mediterranean climate.
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Figure 9. Demand end-use of components of buildings in semi-arid Mediterranean climate. Components include fans (blue), cooling (purple), lighting (yellow), equipment (red).
Figure 9. Demand end-use of components of buildings in semi-arid Mediterranean climate. Components include fans (blue), cooling (purple), lighting (yellow), equipment (red).
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Figure 10. Annual building utility performance in insular Mediterranean climate.
Figure 10. Annual building utility performance in insular Mediterranean climate.
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Figure 11. Demand end-use of components of buildings in insular Mediterranean climate. Components include fans (blue), cooling (purple), lighting (yellow), equipment (red).
Figure 11. Demand end-use of components of buildings in insular Mediterranean climate. Components include fans (blue), cooling (purple), lighting (yellow), equipment (red).
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Table 1. Construction materials and their properties as utilized in simulations.
Table 1. Construction materials and their properties as utilized in simulations.
MaterialThickness
(m)
Conductivity
(W/m∙K)
Density
(kg/m3)
Specific Heat
(J/(kg∙K)
RoughnessThermal AbsorptanceSolar AbsorptanceVisible Absorptance
Wood Shingles0.01780.1155131255Very Rough0.90.780.78
Wood Decking0.02540.12115932510Medium Smooth0.90.780.78
Roof Insulation0.22160.049265836.8Medium Rough0.90.70.7
Gypsum0.01270.16784.9830Smooth0.90.920.92
GP01 1/2 GYPSUM0.01270.168001090Smooth0.90.70.5
Stucco0.02530.69181858837Smooth0.90.920.92
Heavyweight Concrete0.20331.72962243837Medium Rough0.90.650.65
Wall Insulation0.03390.043291837Medium Rough0.90.50.5
Heavyweight Concrete0.10161.3112240836.8Rough0.90.70.7
Floor Insulation0.04640.045265836.8Medium Rough0.90.70.7
MAT-CC05 8 Heavyweight Concrete0.20321.3112240836.8Rough0.90.70.7
Gypsum Top0.01270.16784.9830Smooth0.90.920.92
Attic Floor Insulation0.23790.049265836.8Medium Rough0.90.70.7
Gypsum Bottom0.01270.16784.9830Smooth0.90.920.92
Roof Membrane0.00950.161121.31460Very Rough0.90.70.7
Metal Decking0.001545.0067680418.4Medium Smooth0.90.70.3
METAL Door Medium 18Ga_10.001345.31497833502.08Smooth0.80.50.5
METAL Door Medium 18Ga_20.001345.31497833502.08Smooth0.80.50.5
Std Wood 6inch0.150.125401210Medium Smooth0.90.70.7
Std 1.5 MW CONCRETE0.0380.8581968836.8Rough0.90.70.7
Std AC020.01270.05702881339Medium Smooth0.90.70.2
Std MAT-CC05 4 MW CONCRETE0.10.8581968836.8Rough0.90.70.2
Std Very High Reflectivity Surface0.00052372702903Smooth0.90.050.05
Std PW051.91E-020.1155451213Medium Smooth0.90.780.78
Std Steel_Brown_Regular1.50E-0344.96967689418Smooth0.90.920.92
Std Steel_Brown_Cool1.50E-0344.96967689418Smooth0.90.730.73
Plywood3/4_in0.01910.1155451213Medium Smooth0.90.70.78
Table 2. Properties of glazing layers used in simulations.
Table 2. Properties of glazing layers used in simulations.
MagnitudeGlassThermochromic LayerClear Acrylic PlasticDiffusing Acrylic Plastic
Thickness (m)0.0030.00750.0030.0022
Solar transmittance0.2442 0.920.9
Front solar reflectance0.7058 0.050.08
Rear solar reflectance0.7058 0.050.08
Visible transmittance0.3192 0.920.9
Front visible reflectance0.6308 0.050.08
Rear visible reflectance0.6308 0.050.08
IR Transmittance at 0°0000
Front IR Emissivity (2π)0.90.840.90.9
Rear IR Emissivity (2π)0.90.840.90.9
Conductivity (W/(m∙K))0.01990.60.90.9
Table 3. Heating consumption and hours of unmet comfort of buildings in arid climates.
Table 3. Heating consumption and hours of unmet comfort of buildings in arid climates.
CityHeating, Gas (W)Unmet Comfort (h)
Algiers24,8541460
Alexandria20,6381085
Be’er Sheva23,416953
Tripoli23,326942
Tunis24,0671079
Table 4. Heating consumption and hours of unmet comfort of buildings in semi-arid climates.
Table 4. Heating consumption and hours of unmet comfort of buildings in semi-arid climates.
CityHeating, Gas (W)Unmet Comfort (h)
Jaen26,1751185
Marseille26,3671930
Thessaloniki26,3201798
Lisboa24,581950
Izmir25,3311300
Table 5. Heating consumption and hours of unmet comfort of buildings in insular climates.
Table 5. Heating consumption and hours of unmet comfort of buildings in insular climates.
CityHeating, Gas (W)Unmet Comfort (h)
Larnaca25,4881206
Palma26,3422067
Heraklion25,055928
Cagliari26,4371407
Catania26,4111379
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Arnaoutakis, G.E.; Katsaprakakis, D.A. Energy Performance of Buildings with Thermochromic Windows in Mediterranean Climates. Energies 2021, 14, 6977. https://doi.org/10.3390/en14216977

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Arnaoutakis GE, Katsaprakakis DA. Energy Performance of Buildings with Thermochromic Windows in Mediterranean Climates. Energies. 2021; 14(21):6977. https://doi.org/10.3390/en14216977

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Arnaoutakis, Georgios E., and Dimitris A. Katsaprakakis. 2021. "Energy Performance of Buildings with Thermochromic Windows in Mediterranean Climates" Energies 14, no. 21: 6977. https://doi.org/10.3390/en14216977

APA Style

Arnaoutakis, G. E., & Katsaprakakis, D. A. (2021). Energy Performance of Buildings with Thermochromic Windows in Mediterranean Climates. Energies, 14(21), 6977. https://doi.org/10.3390/en14216977

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