3.1. TES in Buildings and Districts
This section reports the results of the bibliometric analysis carried out with the methodology described in
Section 2.
Figure 1 shows the number of documents published in the field of TES applied to buildings and districts. The trend indicates a rapid increase in the number of publications per year since 2009, with over 500 publications in the year 2023. This demonstrates that TES is gaining momentum in built environment applications, becoming a pivotal component of the energy transition.
Figure 2 illustrates the publication trend over the years for the leading territories that have published papers on TES for building and district applications. As already illustrated by Borri et al. [
17], the data reveal that the United States (USA) began publishing documents related to TES before 1990, whereas Europe and China commenced their publications after 2008. In the USA, most cited publications are focused on phase change materials (PCMs) [
33,
34,
35], optimizing the control of TES [
36,
37], and the use of TES in district heating and cooling systems [
38].
Research on this topic in Europe has increased rapidly as a result of directives about the energy performance of buildings and energy efficiency introduced by the European Union [
39,
40]. The most cited papers from Europe on Scopus predominantly consist of review articles focusing on PCMs in buildings [
41,
42,
43,
44].
In addition to these, within the same scope lies the most cited article, published by Cabeza et al. [
45] in 2011, which constitutes a review on the use of this technology, classification of materials, materials available, and problems and possible solutions on the application of such materials in buildings. Additional highly cited documents include general reviews on TES and the materials used in their application [
9,
46].
From
Figure 2, it can be observed that China follows a similar trend to that of the European Union, albeit with a lower number of publications. This is because, like Europe, China has implemented a substantial plan to reduce emissions from fossil fuels by 2030 compared to those in 2005 [
47].
Among the most cited articles in this field, there are general reviews on TES [
48] and the application of latent heat thermal energy storage [
49]. Additionally, numerous reviews regarding the study and use of PCMs [
50,
51,
52,
53] are available on Scopus. The most cited paper concerns precisely this topic and was published in 2012 by Zhou et al. [
54]. In
Figure 3, the main European countries publishing documents regarding the application of TES in the context of buildings and districts are shown.
It is possible to notice that Spain, Italy, and Germany have a similar trend of publications that started to rapidly increase after 2010. As of 2023, Italy is the country with the highest number of publications, among which the most cited ones focus on energy management strategies [
55,
56,
57], cogeneration [
58,
59], district heating and cooling systems [
60], and the use of thermal energy storage techniques in thermal insulation [
61]. The second country with the highest number of publications is Spain, whose studies focus PCMs [
62,
63] and the application of TES in the domain of buildings [
64,
65].
Finally, the third country with the highest number of publications is Germany, which covers various topics including the application of TES to buildings to enhance their development [
66,
67], the study of PCMs [
68,
69], aquifer TES [
70], TES for solar power plants [
71,
72], and district heating [
73].
Figure 4 illustrates the journals with the most publications related to TES applied to buildings and districts. The best is
Energy and Buildings, with 297 publications as of December 2023. It is interesting that the journal
Energies appears in
Figure 4, with 143 open-access publications. The most cited paper from this journal was published in 2020 by Enescu et al. [
74]. The authors and the institutions with most publications on TES applied to buildings and districts are shown in
Table 2 and
Table 3, respectively. The author with the most publications is Luisa F. Cabeza, affiliated with the “Universitat de Lleida”, in Spain, with 121 publications as of December 2023. Her most cited article on TES applied to buildings and districts dates back to 2011 and it shows a review of the publications on the use of PCMs in buildings [
45]. Some of his other most cited works concern the application of PCMs [
75,
76,
77,
78] and TES technologies integrated [
79,
80] to the field of buildings. This makes Universitat de Lleida the affiliation with the highest number of publications on this topic.
The second most published author is Ahmet Sari, affiliated with Karadeniz Technical University, Turkey, which is also among the affiliations with the highest number of publications on TES in buildings and districts. His most cited articles focus on the thermal properties of PCMs [
81,
82,
83,
84]. As China is the second most published territory, two Chinese affiliations are among those with the most published articles: the Ministry of Education of the People’s Republic of China, and Tsinghua University.
Figure 5 shows the co-occurrence of keywords obtained through the software VOSviewer for the first query related to TES in buildings and districts. As stated in the methodology, the keywords belonging to the same topic were grouped to represent the macro-areas of research. In order to obtain the results displayed in the figure, the keywords were filtered with a minimum occurrence of 10. In the right part of the figure (green cluster), it is possible to notice that a lot of studies are related to the development and the improvement of storage materials, in particular PCMs. On the left side of the figure, it is possible to notice that the bigger cluster (red) is related to TES applications, including keywords such as “control”, “optimization”, “demand side management”, “numerical model”, and “district heating”. The blue cluster is related to the applications of TES as a system in buildings, including keywords such as “heating”, “cooling”, “buildings”, and “energy saving”. The other main cluster (yellow) is related to methods to analyze improve the thermal parameters of storage materials.
Table 4 shows the author keywords with the highest number of occurrences on “TES on buildings and districts”. While the keyword with the most occurrences is obviously “TES”, it can be seen that the second is “PCM (phase change materials)”. This is evidenced by the large number of articles that were published on this topic in different territories and countries. A further keyword with a high occurrence is “numerical model”, due to the widespread use in the literature of numerical modelling techniques to simulate the behavior of TES, in particular PCMs [
35,
85,
86,
87].
The keyword “optimization” mainly refers to optimization studies for the integration of thermal storage in building systems, in order to reduce the mismatch between demand and supply of renewable energy and minimize costs [
67,
88,
89,
90,
91]. The scope of the districts taken into consideration through the query is highlighted by the keyword “district heating”. Among the most frequently cited articles with this keyword are applications of TES to combined heat and power (CHP) systems for district heating [
15,
92,
93], review articles [
38,
60,
94], and studies on the thermal inertia of buildings as thermal storage in district heating and cooling systems [
95,
96].
A research gap emerges from
Figure 5. In fact, there are no terms or keywords related to RECs. However, there are keywords such as “distributed energy system”, “smart grid”, “micro-grid”, and “sector coupling”, which are related to a broader concept than the single building and can be approached as energy sharing. Indeed, these terms are related to a collective dimension of energy consumption and management, attributable to the concept of RECs. The keyword “distributed energy system” refers to a system based on small-scale installations distributed across the territory, in stark contrast to the traditional model of centrally produced power plants. It is precisely on this basis that the REC is built, aiming to facilitate the spread of renewable energies in the territory, meeting both environmental and community needs [
97]. The concept of a “microgrid” is instead linked to energy communities through the themes of energy self-sufficiency and energy sharing. The members of an energy community are no longer seen as mere consumers, but become “prosumers”, meaning they are energy producers who consume and are capable of exchanging energy with each other through “peer-to-peer” sharing mechanisms [
98,
99]. Furthermore, through energy efficiency systems and smart management energy systems, linked to the maximization of renewable energy sharing, “smart grids” become a fundamental tool for RECs [
100,
101,
102]. Lastly, the possibility of having a highly integrated energy system, capable of maximizing the use of renewable energy produced either through storage [
103] or across different consumption sectors [
104,
105], makes “sector coupling” a fundamental element in optimizing energy communities.
Figure 6 and
Figure 7 show the co-occurrence of these keywords and their links. The figures highlight, given the small number of links, the low relevance of these terms in the literature.
Figure 6 shows the co-occurrence of the keyword “distributed energy system”. The few links present all concern the red cluster, in the context of TES applications. The most cited paper on distributed energy systems applied in TES was published in 2020, from Wirtz et al. [
73], and it is about a low-temperature network of buildings equipped with heat pumps, chillers, and heat exchangers for thermal energy storage, connected to minimize annual energy costs and to reduce emissions. This concept is very close to that of RECs and is also approached by other studies on this topic [
106,
107,
108].
Figure 7 shows how microgrids and sector coupling have the lowest occurrences and thus represent research gaps in the applications of TES. In fact, the term microgrid has only four links besides TES: “demand side management”, “artificial intelligence”, “optimization”, and “renewables”. It is no coincidence that the main studies of TES on this topic concern optimal energy management models applied to microgrids [
109,
110,
111]. Also, the term sector coupling has just four links besides TES, and they are “district heating”, “energy management”, “numerical model”, and “smart grid”. It is interesting to note that the most cited article related to this keyword in the context of TES, published by Bartolini et al. [
112] in 2020, has as its subject the concept of an energy community based on a multi-energy system to which various storage technologies are applied.
The most cited article in the field of microgrids applied to TES dates back to 2021 and was published by Li et al. [
113]. The most cited article on sector coupling applied to TES is by Zeyen et al. and it explores strategies to mitigate winter heating demand peaks in the European Union, crucial for cost and emissions reduction goals [
114]. In the field of materials development, they are all related to the keyword “TES”, while in the field of TES applications, they are related to terms such as “demand side management”, “optimization”, and “numerical model”.
3.2. Renewable Energy Communities
The number of documents published related to renewable energy communities (RECs) is shown in
Figure 8. The trend shows a steady and progressive increase in publications since 2018. This shows how the energy community is considered a key tool in the energy transition process.
Figure 9 illustrates the trend in publications for the main territories that have published on renewable energy communities (RECs). The trend shows that, compared to the United States and China, the European Union has significantly increased the number of publications on RECs since 2018. This increase is due to the European Parliament approval of Directive 2018/2001/EU (RED II) [
115] and Directive 2019/944/EU (IEM) [
116]. These directives are part of the Clean Energy Package [
2], a collection of regulations adopted by the European Union in 2019 to decarbonize the European energy system. Through the RED II and IEM directives, the concept of an energy community was introduced in Europe as well as the concept of renewable energy sharing.
The article with the highest number of citations in Europe was published by Lowitzsch et al. [
117] in 2020 and contained a definition of the European regulatory context of the RED II and IEM directives, providing a preliminary practical interpretation while awaiting implementation by the member states of the European Union. Furthermore, the most cited papers focus on the innovations brought about by energy communities as a tool for transitioning towards renewable energies, from regulatory [
118], economic [
119], as well as environmental and social perspectives [
120,
121,
122,
123].
Despite significantly fewer publications, United States ranks second in terms of the highest number of citations. In the USA, there is a notable focus on research concerning net zero energy communities [
98,
124,
125,
126], where the primary goal is achieving zero emissions from fossil fuel combustion. Furthermore, several studies address the application in energy communities of optimization strategies [
127,
128] and of battery storage systems [
98,
129] for these communities. Regarding this topic, the most cited paper in the USA was published by Barbour et al. in 2018 [
130].
Finally, China has started showing interest in RECs quite recently, since 2016, as seen in
Figure 9. The most cited article is from 2020, authored by Feng et al. [
127], and evaluates a coalitional game model to manage an energy community. The majority of the most cited articles in China also focus on net zero energy communities [
131,
132,
133,
134,
135].
Figure 10 shows the main European countries by the number of publications between 1993 and 2023. Among these, Italy is the country that has increased its number of publications on this topic the most in recent years. In the figure, there is a noticeable positive deviation in the trend starting from 2018 and a further one starting from 2021. These two dates correspond to the implementation of the RED II and IEM directives in Italian legislation. In 2018, there was an early implementation through Law 8/2020 [
136], while in 2021, there was the final implementation through Legislative Decree 199/2021 [
137], which defined the characteristics of RECs in terms of energy and economics by establishing a shared energy incentive system [
138].
The implementation of these directives in Italian legislation has provided a boost to research and development in energy communities as a new tool for energy management. The most cited Italian article is by Moroni et al. [
139], dating back to 2019, and represents an introduction to energy communities through a taxonomic approach, attempting to explain what they are and their importance in the energy transition. Additional highly cited articles focus on the application of battery energy storage to RECs [
112,
129], smart energy systems in so-called “smart energy communities” [
140,
141], and the definition of optimization models for RECs [
142,
143].
In comparison to Italy, as can also be seen from
Figure 10, in Germany, energy communities have represented a minor element of novelty, because they have already been established since the early 2000s in the German energy system, as “energy cooperatives” [
144]. Furthermore, already in 2017, the Renewable Energy Sources Act 2017 (EEG) [
145] defined self-supply and introduced the definition of an “energy community” into German legislation.
The most cited paper in Germany about RECs is from Lowitzsh et al. [
117] and introduces the novelties of the Clean Energy Package in the European energy scenario. Further articles among the most cited focus on the importance of the new European directives [
118,
146]. In addition, as evidence of the established presence of energy communities in the German system, among the most cited articles is one by Schweizer-Ries et al. [
147], dating back to 2008, which investigates the social dimension of the acceptability of renewable energies in the territory.
Spain represents the third European country in terms of the number of citations on the topic of energy communities. In 2019, Royal Decree 244/2019 [
148] of April 5 established a legal definition of self-consumption and allowed for shared or collective self-consumption, both in the internal network and in nearby installations over the network. Indeed,
Figure 10 shows an increase in the publication trend starting from 2019. The most cited article on energy communities in Spain was published in 2019 by Lezama et al. [
119] and deals with the role of energy communities in local markets and how local markets can facilitate energy trading, thereby increasing the tolerable penetration of renewable resources and facilitating the energy transition. Among the most cited articles, there are also definitions of optimal REC models [
149,
150,
151], as well as an analysis of sustainable energy communities, in a comparative analysis between Spain and Germany [
151].
Figure 11 shows the main journals containing publications related to RECs. In this case, the top journal is
Energies, with a total number of 124 publications updated to December 2023, all in open-access form. The authors and the institutions with the most publications on REC are shown in
Table 5 and
Table 6, respectively. Looking at
Table 5, one can see that among the affiliations with the highest number of publications on RECs, the top three positions are occupied by Italian universities. This is mainly due to the recent transposition of European directives and the introduction of the REC as a model in the Italian energy system. For this reason, several studies have been published in recent years to illustrate what a REC is and what its benefits are, introducing reproducible models and case studies in the national energy context [
139,
142,
152,
153,
154].
Furthermore, the Politecnico di Torino university supported the research activity that led to the creation of the first energy community in Italy [
155,
156], in Magliano Alpi, in the province of Cuneo. It is interesting to note that Delft University of Technology is among the affiliations with the highest number of publications. The Netherlands, in contrast to Italy, is a pioneer state on the subject of RECs, having already introduced them into its legislation in 1998 and counting over 500 projects in the country [
157]. The most cited article from that university was published in 2018 by Koirala et al. [
122] and emphasizes the importance of citizen involvement in order to create a low-carbon community.
Figure 12 shows the co-occurrence of keywords obtained through the software VOSviewer for the second query related to RECs. The results shown in the figure were obtained by filtering the keywords with a minimum occurrence of 7. From the figure, it can be observed that the keyword “energy community” is linked to various types of energy-sharing schemes. Indeed, there are connections with terms such as “renewable energy communities” and “citizen energy community” (green cluster), types introduced in Europe through the RED II and IEM directives of the Clean Energy Package [
118,
158], as well as local energy communities (yellow cluster), understood as energy communities where citizens are extensively involved in local renewable energy system projects [
158].
Table 7 shows the author keywords with the highest number of occurrences on “renewable energy communities”.
Among the various items related to RECs, there is no specific reference to TES, but only the general term “energy storage” is mentioned. The subsequent
Figure 13 illustrates the co-occurrence of the keyword “energy storage”. Through
Figure 13, it is evident that the keyword “energy storage” has a high number of connections both within the general scope of “blue cluster” energy communities and within the more specific realms of renewable and citizen energy communities (green cluster), as well as within the energy market and relationships among consumers of the CER (yellow cluster). Currently, the figure shows that the implementation of energy storage in energy communities is linked with “PV”. Furthermore, there are some keywords that describe an optimization of the energy storage system as artificial intelligence and internet of things (red cluster).
The most cited article in the field of energy storage applied to RECs was published in 2018 by Barbour et al. [
130] It highlights the necessity for the development of community-level storage technologies. While the literature predominantly features articles on battery energy storage [
101,
128,
158,
159,
160,
161], among the most cited articles is a study by Liu et al. [
132], which applies a multi-energy storage system, both electrical and thermal, to achieve self-sufficiency in a net zero energy community. Additionally, Bartolini et al. [
112] conduct a comparison between battery storage and TES to determine the optimal utilization of excess energy produced by a facility in a REC. The combination of battery and TES has also been taken up by further studies to create a hybrid system capable of maximizing the use of renewable energy [
160,
162,
163].
In addition,
Figure 13 indicates that energy storage applied to RECs is linked to the realm of smart grids and microgrids, corroborating what was previously analyzed in the co-occurrence analysis of TES. Finally, analyzing the latest publications on energy storage applied to RECs, it can be observed that solutions involving TES are increasingly prevalent, either in standalone systems or hybrid configurations with battery storage. For this reason, TES systems can represent a feasible possibility of application to RECs as a solution for maximizing renewable energy sharing.
3.3. Combined Results from Both Queries
Figure 14 shows the co-occurrence of keywords obtained by combining the queries concerning RECs and TES systems in buildings and districts into the VOSviewer software. The image shows how there is a clear separation between the two topics. It can be seen that the keywords related to the field of RECs are concentrated on the left-hand side, while those related to TES are on the right-hand side.
This gap of the implementation of TES in RECs is confirmed with
Figure 15, highlighting the main links to the keywords “energy community” and “TES”. It can be seen that the two keywords are not related to each other. Furthermore, numerous keywords related to the sphere of TES are clearly separated from RECs. A clear example is “PCM”, located on the opposite side of the figure from “energy community”. However, it is possible to highlight several common points between TES and RECs that can be starting points for future research developments. For example, the term “TES” has links to the words “prosumer”, “smart grid”, “microgrid”, “pv”, and “demand side management”, which are related to the field of RECs and the collective sharing of renewables.
One of these is the keyword “energy storage”, the co-occurrence of which is shown in
Figure 16a. As already shown in the previous section, most of the REC publications devoted to energy storage mostly concern electric storage batteries, as also shown by the terms “electric vehicle” and “electricity market”, so a further gap is evident. Furthermore, the presence of the term “seasonal tes” indicates that from the perspective of TES systems, the focus of research is more on large systems, in contrast to smaller, distributed technologies that are more suited to the scope of RECs. However, the keywords “heat pump”, “cogeneration”, “trigeneration”, and “district heating”, also present in the co-occurrence of another common keyword, “solar energy” (
Figure 16b), open up future research possibilities not only on the electrical side, but also on the thermal side. For this reason, the topic of energy storage could represent a bridge between TES and RECs. “Heat pump” is an important common point, which means that electrification of heating systems in energy communities could be the main focus of TES implementation. The keyword “district heating” once again highlights the importance of TES in areas of application greater than the individual building, expanding the possibility of sharing renewable thermal energy between several consumers. Finally, the terms “cogeneration” and “trigeneration” refer to the already mentioned possible benefits of theses in terms of recovering surplus heat.
Figure 17, on the other hand, shows the co-occurrence of the keyword “numerical model”, for which there are several links to both RECs and TES. However, this shows a further gap, as it highlights the absence of the experimental field in the application of these two topics.
Finally, it is interesting to note that terms such as “building envelope”, “thermal comfort”, and “energy efficient buildings”, which can be traced back to the residential sector, are repeated in the occurrences of these keywords common to TES and RECs. This could represent a further possibility to research the use of TES as a domestic solution to achieve energy efficiency for consumers and members of a REC.
Figure 18 shows the overlay visualization created using the VOSviewer software, allowing for us to observe the trends of different research items. It is evident that both TES and RECs are relatively recent research topics. As we move from TES to RECs from right to left, RECs appear to be an increasingly recent topic. While terms related to materials in TESs, such as “thermal properties”, “fatty acids”, and “building material” are positioned in 2017 [
164,
165,
166], the items in the field of RECs, including “prosumer”, “peer-to-peer trading”, “local energy community”, and “citizen energy community”, are very recent, dating back to 2021 [
167,
168,
169,
170]. It can be concluded that the application of TES in the field of RECs is still relatively unexplored at the research level. However, it represents a recently emerging topic, still in its initial phase, with several possibilities for expansion and exploration in the future.