1. Introduction
Much energy has been used in heating, ventilating, and air-conditioning (HVAC) systems of buildings to keep thermal comfort [
1,
2]. The choice of heating system can significantly affect thermal comfort, especially in the case of dual heating systems, where maintaining uniform temperature distribution across different zones becomes a challenge. In such systems, balancing the heating output between the air and radiant components is crucial for achieving optimal thermal comfort [
3]. There are six main parameters affecting thermal comfort including two individual parameters and four environmental parameters. The two individual parameters are clothing insulation and metabolic rate. The four environmental parameters include air temperature (Ta), mean radiation temperature (Tr), relative humidity, and air velocity [
4]. In offices, occupants’ metabolic rate is generally within a small range (from 1.0 to 1.2 met). People usually wear typical clothes in air-conditioned space, and the clothing insulation in offices is generally 0.5 clo in the summer and 1.0 clo in the winter. Of the four environmental parameters, relative humidity is commonly kept in the range from 30 to 70%, which has little effect on thermal comfort. Air velocity in occupant zone is usually lower than 0.2 m/s [
5]. Tr is dependent on the structure and temperatures of internal surfaces. There are requirements about the allowable radiant temperature asymmetry when radiant cooling/ heating is used [
5]. In practice, the control of Tr is rare. In HVAC systems, Ta is the most commonly used parameter to control indoor thermal environment.
Thermostat control based on Ta (TC-Ta) is reliable to keep thermal comfort for spaces where the difference between Tr and Ta is small. However, when the difference becomes larger, especially in highly glazed buildings, the use of TC-Ta may become unreliable and lead to discomfort for the occupants [
6]. This issue becomes more critical in modern buildings, which are designed with large windows to enhance aesthetics and natural lighting. The increased glazing ratio (GR) significantly amplifies the impact of radiant temperature variations, making it more difficult to maintain thermal comfort using TC-Ta. For spaces with external windows, the internal surface temperature of windows would be quite different from Ta during cold and hot seasons. During winter, the lower temperature of the inner surface of the translucent structure makes three effects of uncomfortable feeling appear, which included cold down draft at the glazing area and along the floor, radiant asymmetry due to low surface temperatures, and condensate formation on the internal glazing surface [
7]. In the summer, the window surface may lead to radiant asymmetry due to warm surface temperature. Furthermore, solar radiation through windows affects the surface temperature of internal walls and the direct exposure of occupants. This may cause occupants to feel hot or cold irrespective of comfortable Ta [
8]. In such conditions, it is possible that the space might use more energy due to overregulation by uncomfortable occupants [
9,
10,
11]. This could be more significant in highly glazed buildings [
12,
13,
14]. To keep thermal comfort and energy saving, the effect of Tr should be considered in the control.
Researchers have extensively studied the influence of thermal radiation on thermal comfort. Hardy [
15] and Gagge et al. [
16] quantified these effects by using operative temperature (Top), which is the combination of Ta and Tr. According to standards [
4,
5,
17], thermal comfort of an occupant is characterized by Top, which is an average of Ta and Tr (if air speed is less than 0.2 m/s). According to these standards, appropriate Top must be assured in buildings.
In modern buildings with higher GR, the disparity between Ta and Top is more pronounced, necessitating a reevaluation of existing thermostat controls. Experience in existing buildings shows that high GR is accompanied by decreasing Tr to be counterbalanced with higher indoor Ta in order to keep the prescribed Top in the winter. It is the opposite in the summer: high Tr should be compensated with lower indoor Ta unless radiant systems are used [
18]. Under such situation, TC-Ta was not sufficient especially for perimeter areas of buildings [
19]. The idea of thermostat control based on Top (TC-Top) was proposed to offer a possible solution in keeping indoor thermal comfort. Thereby, a few questions about TC-Top appeared. How does the use of TC-Top affect the thermal environment in different systems? How about the effects on energy use? What are the differences between TC-Ta and TC-Top under different GR?
Some of the questions have been studied by a few researchers. By means of simulations, Jain et al. compared the effects of two controls on energy use of highly glazed buildings in New Delhi (India) [
20]. Their results stated that energy use in such buildings can be underestimated because of the use of TC-Ta. In another simulation study, Julien et al. found an increase in heating energy when TC-Top was adopted [
21]. According to these references, the application of TC-Ta or TC-Top influences the heating/cooling energy supplied by HVAC systems.
In a study by Kontes et al., two buildings were simulated to compare the impact of TC-Ta and TC-Top on thermal comfort [
22]. The authors found that the widely used Ta was unable to be a representative and controlling parameter for thermal comfort in a systematic way in buildings. Their study also showed that due to the diversity of buildings and HVAC systems, the simple adoption of Top in the control cannot guarantee thermal comfort. Wang et al. compared the effects of the two control methods on energy use and thermal comfort [
23]. Their results showed that TC-Top had different effects on thermal comfort and energy saving for different HVAC indoor units. A recent study about thermal environment in a library reading room also showed that there were large differences in Top distribution across the space [
24]. In this study, the use of TC-Ta and TC-Top was compared for fan–coil units, and an optimized control combining TC-Ta and TC-Top based on outdoor air temperature was recommended.
These simulations show that the two control methods have certain influence on energy use and thermal comfort in buildings. However, these studies were based on different indoor units and buildings. Therefore, the conclusions may vary accordingly. For different HVAC indoor units, further study is necessary to make clear the influence of the two control methods. Furthermore, with increased GR, it is expected that the use of TC-Top may provide an effective solution. However, few studies discussed this by comparing the effect of TC-Top under different GR conditions. The influence and applicability of the two control modes on the thermal environment and energy use are not clear under different GR. As an important factor that affects the perimeter thermal environment and energy use, the effect of GR should also be considered [
25,
26,
27].
In the present study, simulations were carried to compare the effects of the two controls on energy use and thermal comfort considering the factor of GR. The simulation would be based on an office module with two different GR (30% and 100%) construct. A fan–coil system representing convective system and a radiant ceiling panel system representing radiant system would be also investigated.
Generally, this study aims to address the gap in current research by comparing TC-Ta and TC-Top thermostat controls considering the effect of GR, particularly focusing on the impact on thermal comfort and energy use. The comparison of convective and radiant systems can also give better understanding about the applicability of two control methods under varying GR conditions, which would clarify the applicability and differences of the two control modes under small and large GR conditions. This study can also provide more comprehensive insights about the control methods and complement the deficiencies of the current studies.
2. Methods
The simulations were conducted with IDA ICE (version 4.8, EQUA Simulation AB, Solna, Sweden) building simulation tool. The selected building module was used in previous studies [
23,
28], which is a central module of typical office building with two offices (facing north and south) separated by a corridor. The size of two offices are the same, each measure 5.5 m in length, 3.6 m in width, and 2.8 m in height. The size of corridor is 2.4 m in width and 3.6 m in length. Each office has an external wall/ window, and adjacent rooms to the module are set to the same temperature as the simulated zones. The building envelope is a light construction type. The ceiling/floor has a U-value of 1.24 W/(m
2·K), the exterior wall has a U-value of 0.38 W/(m
2·K), the internal wall has a U-value of 0.48 W/ (m
2·K), and the windows have a U-value of 2.09 W/(m
2·K). Details about the module can be found in references [
23,
28]. The two models in the simulation are shown in
Figure 1. It should be noticed that for the 100% GR, the actual installing structure of glass curtain wall would make the GR less than 100%, which was not considered in the module.
In the simulations, climate data input of typical meteorological year was from ASHRAE Fundamentals 2013, which was the built-in meteorological parameters in the simulation software. The building was assumed to be located in Paris, France. The cooling season was from 1 June to 31 August, and the heating season was from 1 November to 31 March. The months in between were transition periods. The natural infiltration of offices was set to 0.5 ACH under the pressure difference of 50 pa, which would change according to the outdoor climate condition and was much smaller most of the time.
The internal heat gains and settings for occupants were exactly the same as those in reference [
23]. Occupants were assumed to stay in the offices from 8:00 to 12:00 and 13:00 to 17:00. There was an hour of lunch break from 12:00 to 13:00. The office zones have internal heat load of 630 W/zone (32 W/m
2) including heat load from occupants, lighting, computers and other office facilities. During lunch break, all the facilities were off and no occupants were in the offices. Windows of the offices were equipped with internal solar shadings (light woven drape), which had simple two-position (on/off) control. The internal drape would be activated when the solar radiation intensity on inside glass pane exceeded 200 W/m
2. When the shading was activated, the total shading coefficient of the window would be multiplied by a factor of 0.71 and a coefficient of 0.87 would be considered for the U-value of the window. External shadings were not considered in the simulations. Windows could be opened by using temperature and schedule control during transition periods. Sensors of Ta or Top were set in each zone to achieve individual zone control.
For the fan–coil system, there was a fan–coil unit in each zone including the corridor. The fan–coil unit had constant air volume rate of 5 L/(s·m2). The temperature of each zone was set to 25 ± 1 °C during cooling and 21 ± 1 °C during heating. The supply water temperature was set to 15 °C for cooling and 40 °C for heating. The temperature difference between the supply and return water flows was 5 °C for cooling and 10 °C for heating under design power. The supply Ta of fan–coil unit would be adjusted separately based on the difference between the controlled temperature and the set point in each zone. The fan–coil units operated from 8:00 to 17:00.
For the radiant ceiling panel system, the ceiling consisted of radiant panels in each zone. There were water pipes running through the ceiling panels below the ceiling. In this system, the panel was not embedded in the building construction. Considering the direct contact of cooling panel with air, to avoid condensation the supply water temperature for cooling was set to 19 °C. The supply water temperature was 40 °C for heating. The temperature difference between the supply and return water flows was 3 °C for cooling and 10 °C for heating at the designed power. The ceiling panels were operating from 7:00 to 17:00.
A ventilation system with heat recovery (effectiveness was 0.6) would be running together with the fan–coil system or the radiant ceiling system. The supply airflow rate of the ventilation system was 2 L/(m2·s) and the supply temperature was constant (18 °C). The ventilation system operated from 8:00 to 17:00 on weekdays.
4. Discussion
In the simulations, two kinds of thermostat controls were compared under different conditions. For the fan–coil system, thermal comfort conditions would be improved when TC-Top was used. This result was similar to what had been reported in previous studies [
23]. For the ceiling panel system, the thermal conditions were also improved a little when TC-Top was used. Although the energy use increased slightly with TC-Top, it was advantageous from the perspective of improving thermal comfort, especially for highly glazed buildings. In modern buildings, most HVAC systems are equipped with Ta sensors to monitor and control the operation of systems. The use of Top sensors should also be considered for perimeter areas. Although Top sensors may not be as common as Ta sensors, there are different choices on the market now. Simone et al. tested several types of Top sensors and provided suggestions about the selection of Top sensors. The use of Top sensors in HVAC systems should be promoted [
31].
When the ceiling panels were used, the temperature difference between Ta and Top became smaller for both the 30 and 100% GR condition. The ceiling panels could compensate for the presence of cold or warm surfaces in the room with large GR. This has been reported in previous studies of the 30% GR condition [
22]. In this study, the results showed that with the 100% GR, the compensating effect was still remarkable. For highly glazed buildings, radiant systems would be a better choice, considering the compensating effect of radiant surfaces. Moreover, TC-Top would be recommended to reduce energy use for radiant systems. It should be noted that, in the simulation, the supply water temperature during heating and cooling was set to be constant. The surface temperatures of the ceiling panels during heating and cooling were almost unchanged. If the surface temperature was lower or higher, the compensating effect may be different. For the radiant systems, this effect should be studied further.
In the analysis, the thermal comfort of offices was evaluated based on Top. For ceiling panels, the unfavorable effect of asymmetric radiation was not considered. According to ASHRAE Standard 55 [
5], this asymmetry may cause local discomfort and reduce the thermal acceptability of the space. In general, people are more sensitive to asymmetric radiation caused by a warm ceiling than that caused by hot and cold vertical surfaces. The 32 °C warm ceiling in the winter may raise the unsatisfied rate up to 20% in the winter in the simulated cases. The effect of asymmetric radiation was neglected in analysis of thermal comfort in this paper. To evaluate thermal conditions under the two GR conditions more comprehensively, further analysis may be needed.
Furthermore, the energy use for cooling and heating was compared based on the direct thermal energy used. The ceiling panels system uses high temperature cooling water, which can be supplied by high performance chillers. During heating, the water temperature can be lower for the ceiling panels to avoid discomfort from asymmetry radiation. The decreased supply water temperature makes it possible to take full advantage of low temperature heating resources, and it can also improve the heating performance if heat pumps are used. The results would be more rational, if the energy use of the two systems was compared based on running cost of heating and cooling plants.
It should be noted that the climate data used in this study were based on ASHRAE TMY weather files (2013), which were included in the IDA ICE version 4.8. This may bring potential concerns about their representativeness given climate changes in recent years. To address this, the climate data of the two typical days in Paris between 2013 and 2021 were compared [
32,
33]. The comparison showed that there was little difference between the climate data of 2013 and 2021. The outdoor temperature in the two selected days were also compared. The outdoor temperature of 14 February 2021 was almost the same with those in 2013. For 1 August 2021, the maximum outdoor temperature was approximately the same with that of 2013, while the outdoor temperature during the night increased slightly. This change in climate data will surely affect the HVAC energy use. Although the old climate data were used in simulation, the simulation and comparison of different control methods, GR, and indoor HVAC units were based on the same climate data. Therefore, the results about effect of GR, control methods, and indoor HVAC units on thermal comfort and energy use are still reliable. Nonetheless, future studies might benefit from incorporating the updated climate data to make the results reflecting the current situation.
When GR increased to 100%, both energy use for heating and cooling increased dramatically, while thermal comfort conditions became less satisfying. The temperature drift during cold days was also increased, which leads to uncomfortable conditions during the startup of the HVAC systems. Measures should be taken to decrease energy use and improve thermal comfort in buildings with large glazing. In the simulations, only internal shading was considered. The internal shading was mainly used to prevent uncomfortable glare and cannot block out the heat from solar radiation. If external solar shading was considered, the influence of GR could be smaller. This had been studied by researchers. They found that implementing an optimized external shading system enhanced indoor visual comfort by reducing glare and improving daylight distribution and significantly reduced cooling energy demand and peak cooling load [
34,
35]. Karthick, S et al. showed that if window shading was included, cooling loads could be reduced by 35.9% annually for a building using a passive cooling system in the warm and humid climate of Chennai [
36]. Kolokotsa et al. emphasized the effectiveness of passive solar design strategies in controlling solar heat gain and improving building energy performance [
37]. Such methods should be considered in the designing of highly glazed buildings considering improving thermal environment and energy saving.
In the simulation, the energy use of indoor facilities in the two offices was set to be the same under the 30% and 100% GR condition both in the summer and winter. Given the substantial differences in daylight available between the summer and winter in Paris, artificial lighting usage and consequently internal heat gains will vary over the year. The ignoring of this variation may lead to overestimation of energy use in the summer and underestimation in the winter. Moreover, the lighting energy use can be different with different GR. In the 100% GR condition, usually less lighting energy is needed as natural lighting can be fully used. To make the results more accurate, dynamic or seasonally adjusted lighting/internal gain profiles should be adopted. Although the lighting energy use is relatively small in the total energy consumption, this influence still needs to be considered in future studies.
5. Conclusions
In this paper, thermostat controls based on Ta and Top were compared under different conditions, and the effect of two control methods was analyzed under different GR conditions. The results showed that thermal comfort and thermal energy use of the offices were different in the simulated cases under the two control methods.
For the fan–coil system, Ta was lower than Top in the summer, while in the winter it was the opposite. Therefore, under the same set point, when Top was used in the control, Ta became lower in the summer and higher in the winter. The thermal comfort was thus improved, and energy use was increased a little. This effect was consistent for both offices and the two GR conditions. Both the cooling and heating energy increased when TC-Top was used. The increment was approximately 12 to 13% for the 30% GR condition, and 7% for the 100% GR condition. These findings are consistent with prior studies, confirming that TC-Top is more effective for thermal comfort improvement.
When the ceiling panel system was used, the radiant surfaces compensated the surface temperature of glazing, which made the difference between Ta and Top much smaller both in the summer and winter under the two GR conditions. Therefore, the impact of the control method became smaller for the ceiling panel system, especially for the 30% GR condition. For the 100% GR condition, when TC-Top was used, the energy use of heating increased approximately 4% compared with that of TC-Ta, while the energy use of cooling did not change much. These indicates that for the radiant system, the two controls have smaller effect on thermal comfort and energy use in both GR conditions.
When the office was highly glazed, the energy use increased significantly, while thermal comfort became less favorable. The use of radiant system can be better in improving thermal comfort under a large GR condition. Based on the results, it was recommended that TC-Top should be used for the fan–coil system to improving thermal comfort. The traditional TC-Ta would be fine for the radiant system to reduce energy use while keeping thermal comfort. Due to the compensating effect of radiant surfaces, for highly glazed buildings, radiant system would be recommended to keep comfortable thermal environment.