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  <front>
    <journal-meta>
      <journal-title-group>
        <journal-title>May</journal-title>
      </journal-title-group>
      <issn pub-type="ppub">1613-0073</issn>
    </journal-meta>
    <article-meta>
      <title-group>
        <article-title>Market? An Automatic Literature Review Approach</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Matteo Vaccargiu</string-name>
          <email>matteo.vaccargiu@unica.it</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Giacomo Ibba</string-name>
          <email>giacomo.ibba@unica.it</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Roberto Tonelli</string-name>
          <email>roberto.tonelli@unica.it</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Department of Computer Science, University of Camerino</institution>
          ,
          <country country="IT">Italy</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Department of Mathematics and Computer Science, University of Cagliari</institution>
          ,
          <country country="IT">Italy</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2024</year>
      </pub-date>
      <volume>1</volume>
      <fpage>4</fpage>
      <lpage>15</lpage>
      <abstract>
        <p>The advent of decentralized energy markets has revolutionized the traditional energy sector by empowering consumers to trade energy directly with each other. Blockchain, on the other hand, has emerged as a secure and transparent platform for facilitating transactions without the need for intermediaries. By analyzing the current literature on the subject, this review explores the potential benefits and challenges of integrating blockchain technology into decentralized energy markets. Key themes include peer-topeer (P2P) energy trading, grid optimization, transparency, security, and regulatory frameworks. The ifndings suggest that blockchain has the potential to enhance the eficiency, reliability, and sustainability of decentralized energy markets. However, several barriers such as scalability, interoperability, and regulatory concerns pose challenges to widespread adoption. Specifically, this paper is a preliminary study of the literature to assess the applicability of a free P2P energy market directly between prosumers and consumers. We present some practical projects and some theoretical solutions that could help addressing the challenges. Future research should focus on practical solution to address these obstacles, unlocking the full potential of blockchain in revolutionizing the energy sector.</p>
      </abstract>
      <kwd-group>
        <kwd>Approach</kwd>
        <kwd>Blockchain</kwd>
        <kwd>Decentralized energy market</kwd>
        <kwd>SLR</kwd>
        <kwd>Artificial intelligence</kwd>
        <kwd>Large language model</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>CEUR
ceur-ws.org</p>
    </sec>
    <sec id="sec-2">
      <title>1. Introduction</title>
      <p>
        Rising costs, decreasing fossil resources, and the need to develop and spread the use of renewable
resources has placed the energy market as one of the priorities of society today [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. Decentralized
energy markets have emerged as a promising solution to the challenges faced by traditional
centralized energy systems [2]. The use of blockchain technology in these markets improved
eficiency, transparency, and security in energy transactions. As the energy sector continues to
evolve, the intersection of decentralized energy markets and blockchain technology is garnering
increasing attention from researchers and industry professionals [3].
      </p>
      <p>Nowadays, even decentralized markets always depend on a central entity for legislative and
technical issues [4]. Total decentralization will occur when prosumers and consumers give free
rein to agree on price and exchange energy with each other. We can define a free market as an
economic system based on supply and demand with little or no government control. [5]</p>
      <p>This synthesis aims to provide a comprehensive review of the current literature on how
decentralized energy markets are leveraging blockchain technology, the key challenges and
opportunities in this space, and the impact of regulatory frameworks on their development and
adoption. In addition, we want to evaluate the feasibility of developing a free energy market in
which the selling price is agreed directly between prosumer and consumer based on a blockchain
platform. To answer these questions, we conducted a systematic literature review using an
automated tool, called SLR Automation Tool [6], based on AI and LLMs. Specifically, consider
the following research questions:
RQ1: How are decentralized energy markets employing blockchain technology in the current
literature?
RQ2: What are the key challenges and opportunities associated with decentralized energy
markets and blockchain technology?
RQ3: How do regulatory frameworks impact the development and adoption of decentralized
energy markets utilizing blockchain technology?</p>
      <p>Addressing these questions provides an overview of the current use of blockchain technology
in energy markets and allows us to discuss possible new challenges such as the peer-to-peer
(P2P) free market. The paper is organized as follows: in Section 2 we present the results of
the systematic literature review, in Section 3 we discuss the current status, challenges, and
limitations of using blockchain in the decentralized energy market. Section 4 presents some
practical projects and we discuss some possible theoretical solutions to meet the challenges of
using blockchain in P2P energy markets; finally in Section 5 we draw some conclusions from
our work and propose some future work.</p>
    </sec>
    <sec id="sec-3">
      <title>2. SLR Automatic Analysis</title>
      <p>In this section we present the article extraction methodology and results provided by the adopted
systematic literature review (SLR) tool. The process of literature extraction and analysis is often
lengthy and complex; in this paper, we present an alternative approach that leverages AI and
LLMs for the extraction and interpretation of scientific papers.</p>
      <sec id="sec-3-1">
        <title>2.1. Methodology</title>
        <p>In this paper we propose an alternative approach to implement an SLR, taking advantage of AI
and LLMs for extracting scientific papers from Scopus and analyzing their contributions using
a tool called SLR Automation Tool [6]. The tool should be prompted with the research objective
of interest and the associated number of research questions for that topic itself. Subsequently,
the tool returns as output the possible research questions and a ”Search String”, which matches
the research query that the tool will search on Scopus. Both AI-generated results can be
edited and adjusted manually in the interface. The scientific papers were obtained by the tool
scrapping using ScopusAPI from the query ”decentralized energy market” AND ”blockchain”
provided by us. The tool manages one year at once and returns at most 15 papers for each
year. Iterating from 2017 to 2023, we obtained 28 total papers. The results were validated by
manually inserting the same query on the Scopus site. Once the papers were obtained, the tool
through the use of OpenAI GPT 4 provides answers to the research questions and by using
OpenAI GPT 3.5 summarizes the results and provides both an abstract and introduction. If
used properly, ChatGPT may be a significantly helpful tool, already partly recognized by the
scientific community, to conduct a Systematic Literature Reviews [ 7, 8]. The results obtained
with artificial intelligence were then analyzed and interpreted by manual check by the authors
and are the basis for the following discussion.</p>
      </sec>
      <sec id="sec-3-2">
        <title>2.2. Results</title>
        <p>From the data extraction process, we obtained 28 papers from 2017 to 2023. Figure 1 highlights
the number of publications by country and Figure 2 the percentage of publications by continent.</p>
        <p>It can be observed from the barplot that China and Qatar, with 4 and 3 articles respectively, are
the two countries with the most publications on the topic of using blockchain in the context of
decentralized energy market. The first European country is Germany with 3 articles published.
The result is also confirmed by the pie chart showing Asia with 42.9% of publications and
followed by Europe with 39.3%. Another interesting fact is how European countries are in the
majority among those published, showing a shared interest in the topic.</p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>3. Discussion</title>
      <p>The use of blockchain technology within the energy market has grown significantly in recent
years. This is witnessed by the literature review, which ofers interesting insights into the
present and future challenges. This integration addresses various aspects of the energy sector,
including P2P energy trading, smart grids, renewable energy financing, and the creation of
decentralized energy trading platforms. The literature provides a comprehensive view of how
blockchain is being applied in these areas. Several papers focus on the application of blockchain
in facilitating P2P energy trading. This model enables energy producers, often with renewable
energy sources like solar photovoltaic (PV) systems, to sell excess energy directly to other
consumers without the need for traditional intermediaries. Lopez et al. in [9] and Baig et
al. in [10] discuss systems allowing for this kind of direct energy trading, emphasizing the
role of blockchain in ensuring secure and transparent transactions. Kumari et al. in [11]
further elaborates on a blockchain-based transactive energy management scheme for smart grid
systems, highlighting the potential for enhanced grid management and consumer empowerment.
Blockchain’s application extends to smart grids and the financing of renewable energy projects
as shown by Buccafurri et al. in [12].</p>
      <p>Despite increasingly widespread use, the intersection of decentralized energy markets and
blockchain technology presents a complex landscape characterized by challenges and
opportunities. The first challenge is related to scalability and performance. Blockchain technology,
while promising for decentralized energy markets, faces scalability issues. The technology
must handle increasing transaction volumes as decentralized energy resources (DERs)
proliferate. Westphall et al. [13] highlight concerns around blockchain privacy and scalability in
decentralized validated energy trading, emphasizing the need for robust solutions to support
the growing energy trading ecosystem. Other important aspects are related to regulatory and
legal framework. Indeed, the integration of blockchain into energy markets raises legal and
regulatory questions. These include the need for clear regulations around the use of blockchain
for energy trading and the rights of prosumers within these markets. The lack of a supportive
legal framework could hinder the deployment and acceptance of these technologies (Hermann
et al. [14]). Finally, with several blockchain platforms and technologies in use,
interoperability becomes a critical challenge. Systems require communication across diferent blockchain
networks and with traditional energy systems to ensure smooth operation (Foti at al. [15]).</p>
      <p>Regulatory frameworks influence significantly the development and adoption of decentralized
energy markets utilizing blockchain technology. These frameworks can either foster innovation
and market growth or pose substantial barriers to entry and scalability. From the provided
list of papers, several key themes emerge that elucidate the relationship between regulatory
environments and the blockchain-enabled decentralized energy sector. Wörner et al. in [16]
likely discuss the importance of regulatory support for innovation in decentralized energy
markets. Regulatory frameworks favorable towards blockchain technology can encourage
experimentation and the development of new business models, thus accelerating the adoption
of decentralized energy solutions. Delina in [17] explores the specific regulatory challenges and
opportunities within a highly developed financial center. This context is crucial as it shows how
regulatory environments in diferent jurisdictions can impact the deployment of blockchain in
energy markets.</p>
    </sec>
    <sec id="sec-5">
      <title>4. Examples of practical projects and possible solutions</title>
      <sec id="sec-5-1">
        <title>4.1. Examples of decentralized energy market projects</title>
        <p>The growth of theoretical models concerning decentralized markets has been followed by the
development of several peer-to-peer energy trading projects, some still in the experimental
stage, across diferent global regions. Some significant examples are presented in this subsection.</p>
        <p>Piclo 1, founded in the UK in 2014 by Open Utility and Good Energy, uses blockchain
technology to create a decentralized energy market where commercial consumers directly
purchase electricity from local renewable sources. The platform employs real-time meter data
and consumer preferences to match supply and demand every half-hour, allowing prosumers
control over their electricity sales and providing consumers the possibility to choose their
electricity sources based on location and preference. This system not only increases transparency
but also enhances consumer engagement and satisfaction through the provision of detailed data
visualizations and analysis.</p>
        <p>SonnenCommunity 2, initiated in Germany in 2015 by sonnenBatterie, integrates blockchain
with energy storage solutions to facilitate an energy-sharing community among sonnenBatterie
owners. This community bypasses traditional energy suppliers by allowing members to share
surplus energy through a virtual energy pool, accessible during low production periods. The
sonnenCommunity’s use of centralized software to connect members helps maintain energy
balance, highlighting the project’s focus on sustainability and self-suficiency, contrasting with
Piclo’s emphasis on consumer choice.</p>
        <p>Vandebron 3, launched in the Netherlands in 2013, ofers a platform similar to Piclo but with
a unique pricing structure independent from third parties, allowing consumers to purchase
energy directly at producer-set prices. This approach not only promotes price transparency
but also supports independent producers by ensuring they receive a fair price for their energy,
which is particularly beneficial in a decentralized market structure. As of December 2018, the
number of households powered by wind, biomass, and solar energy reached 100,000 [18]. To
date, 200,000 households are part of the grid.</p>
        <p>The Brooklyn Microgrid (BMG) 4, a project by LO3 Energy started in 2017 in Brooklyn,
New York, focuses on creating a resilient energy trading platform that addresses local grid
1https://www.piclo.energy
2https://sonnengroup.com/sonnencommunity
3https://vandebron.nl
4https://www.brooklyn.energy
reliability issues during severe weather events. BMG uses blockchain to enable peer-to-peer
energy trading among residents with solar panels, enhancing community resilience and control
over local energy supply[19].</p>
        <p>These projects illustrate diverse applications of blockchain in decentralized energy markets.
Piclo and Vandebron focus on direct consumer-producer connections to vary electricity pricing,
whereas SonnenCommunity emphasizes energy self-suficiency through storage. BMG
highlights resilience, providing a model for local grid stability and community empowerment. Each
approach, as pointed out by Zhang et al. in [20], reflects diferent strategic priorities within the
broader context of blockchain’s potential to transform energy markets.</p>
      </sec>
      <sec id="sec-5-2">
        <title>4.2. Possible solution to support the adoption of blockchain in decentralized energy markets</title>
        <p>To efectively support blockchain adoption in decentralized energy markets, regulatory
frameworks must evolve alongside technological advancements [21]. Clear regulations and the
introduction of interoperability standards can reduce system fragmentation and boost eficiency.
Regulatory sandboxes could foster innovation by allowing developers to test new technologies
under relaxed conditions. Additionally, government incentives like tax breaks and subsidies
could encourage the uptake of blockchain technologies by lowering barriers for new entrants
[22].</p>
        <p>Addressing scalability issues is crucial, as blockchain technology must handle high transaction
volumes in energy markets. Solutions like of-chain transactions and state channels can manage
multiple transactions of the main blockchain while ensuring accurate ledger updates. Sharding,
which divides the blockchain into smaller segments, can also significantly improve throughput
[23].</p>
        <p>Drawing on case studies from similar sectors, such as financial services or IoT, can ofer
insights into implementing these technologies efectively. For example, the financial sector’s use
of layer-two solutions, like the Lightning Network, provides a model for handling large-scale,
real-time transactions in energy markets. These adaptations help meet the specific needs of
energy markets, ensuring scalability, security, and transparency [24].</p>
        <p>Incorporating these strategies will help overcome current challenges and promote a smooth
transition to blockchain-powered decentralized energy systems.</p>
      </sec>
    </sec>
    <sec id="sec-6">
      <title>5. Conclusion and Future Works</title>
      <p>A thorough examination of 28 papers revealed that decentralized energy markets are actively
integrating blockchain technology to drive innovation and improve the overall energy ecosystem.
The findings highlight the multifaceted benefits of this integration, including enhanced eficiency,
transparency, and security in energy transactions. To answer RQ1, decentralized energy markets
are utilizing blockchain technology for peer-to-peer energy trading, smart grids, renewable
energy financing, and decentralized energy trading platform development. The review identifies
key challenges and opportunities in this dynamic landscape, underscoring the need for a nuanced
understanding of the complexities involved. As highlighted by RQ2, crucial challenges concern
scalability, regulation issues, and opportunities, including enhanced grid management and
consumer empowerment. Additionally, the synthesis emphasizes the pivotal role of regulatory
frameworks, which is a key point for RQ3, in shaping the trajectory of decentralized energy
markets utilizing blockchain technology, showcasing how regulations can facilitate market
growth or present significant barriers to entry.</p>
      <p>Overall, the synthesis provides valuable insights into the current state of research and practice
at the intersection of decentralized energy markets and blockchain technology, setting the stage
for future advances in this evolving field. We can also conclude that the role of the central
agency changes from managing the entire process to supervising the market.</p>
      <p>From the analysis of the projects it is interesting to note that although from Figure 2 Asia is
the largest country with scientific publications at the theoretical level, no advanced projects are
implemented there. Given that this initial query provides only 28 papers, in order to have a
complete overview of the literature in this field the first future work is to consider diferent
search queries so as to have more cross-cutting topics and at the same time analyze platforms
other than Scopus. Further future research should focus on exploring scalability solutions,
conducting regulatory impact studies, investigating interoperability solutions, undertaking
longitudinal studies, and engaging with stakeholders to advance the adoption and efectiveness
of blockchain technology in decentralized energy markets while examining its impact on
fostering free market principles and competition.</p>
    </sec>
    <sec id="sec-7">
      <title>Acknowledgments</title>
      <p>This work was partially funded by Ministero dell’Università e della Ricerca (MUR), issue D.M.
351/2022 “Borse di Dottorato”—Dottorato di Ricerca di Interesse Nazionale in “Blockchain e
Distributed Ledger Technology”, under the National Recovery and Resilience Plan (NRRP).</p>
      <p>We acknowledge financial support under the National Recovery and Resilience Plan (NRRP),
Mission 4 Component 2 Investment 1.5—Call for tender No. 3277 published on 30 December
2021 by the Italian Ministry of University and Research (MUR) funded by the European
UnionNextGenerationEU. Project Code ECS0000038—Project Title eINS Ecosystem of Innovation for
Next Generation Sardinia—CUP F53C22000430001-Grant Assignment Decree No. 1056 adopted
on 23 June 2022 by the Italian Ministry of University and Research (MUR).</p>
      <p>This work was partially supported by project SERICS (PE00000014) under the MUR National
Recovery and Resilience Plan funded by the European Union-NextGenerationEU.</p>
      <p>This work was partially supported by Regional Development Program 2020-2024 - RAS
Strategy 2 - Economy Identity Project 2.1 - Research and technological innovation project
”BandzAI+” - Announcement Aid for Research and Development Projects - ICT Sector , CUP
project: F23C23000230008/G27H23000270002.
[2] C. Liu, Z. Li, Comparison of centralized and peer-to-peer decentralized market designs for
community markets, IEEE transactions on industry applications 58 (2021) 67–77.
[3] Systematic analysis of the blockchain in the energy sector: Trends, issues, and future
directions, Telecommunications Policy 48 (2024) 102677. URL: https://www.sciencedirect.
com/science/article/pii/S030859612300188X. doi:https://doi.org/10.1016/j.telpol.
2023.102677.
[4] S. Johnstone, Secondary markets in digital assets: Rethinking regulatory policy in
centralized and decentralized environments, Stanford Journal of Blockchain Law &amp; Policy 3
(2020).
[5] I. Bremmer, Article commentary: the end of the free market: who wins the war between
states and corporations?, European View 9 (2010) 249–252.
[6] A. M. Sami, Z. Rasheed, K.-K. Kemell, M. Waseem, T. Kilamo, M. Saari, A. N. Duc, K. Systä,
P. Abrahamsson, System for systematic literature review using multiple ai agents: Concept
and an empirical evaluation, 2024. arXiv:2403.08399.
[7] M. Waseem, A. Ahmad, P. Liang, M. Fahmideh, P. Abrahamsson, T. Mikkonen, Conducting
systematic literature reviews with chatgpt [chatgpt for slrs: A proposal], 2023.
[8] S. Anjomshoae, A. Najjar, D. Calvaresi, K. Främling, Explainable agents and robots: Results
from a systematic literature review, in: Proceedings of the 18th International Conference on
Autonomous Agents and MultiAgent Systems, International Foundation for Autonomous
Agents and Multiagent Systems, 2019, p. 1078–1088.
[9] H. K. Lopez, A. Zilouchian, Peer-to-peer energy trading for photo-voltaic
prosumers, Energy 263 (2023) 125563. URL: https://www.sciencedirect.com/science/article/
pii/S0360544222024495. doi:https://doi.org/10.1016/j.energy.2022.125563.
[10] M. J. A. Baig, M. T. Iqbal, M. Jamil, J. Khan, Blockchain-based peer-to-peer energy trading
system using open-source angular framework and hypertext transfer protocol, Electronics
12 (2023). URL: https://www.mdpi.com/2079-9292/12/2/287.
[11] A. Kumari, U. Chintukumar Sukharamwala, S. Tanwar, M. S. Raboaca, F. Alqahtani, A. Tolba,
R. Sharma, I. Aschilean, T. C. Mihaltan, Blockchain-based peer-to-peer transactive energy
management scheme for smart grid system, Sensors 22 (2022). URL: https://www.mdpi.
com/1424-8220/22/13/4826. doi:10.3390/s22134826.
[12] F. Buccafurri, G. Lax, L. Musarella, A. Russo, An ethereum-based solution for energy
trading in smart grids, Digital Communications and Networks 9 (2023) 194–202. URL:
https://www.sciencedirect.com/science/article/pii/S2352864821001012. doi:https://doi.
org/10.1016/j.dcan.2021.12.004.
[13] J. Westphall, J. E. Martina, Blockchain privacy and scalability in a decentralized validated
energy trading context with hyperledger fabric, Sensors 22 (2022). URL: https://www.
mdpi.com/1424-8220/22/12/4585. doi:10.3390/s22124585.
[14] A. Hermann, T. Teich, S. Kassel, D. Kretz, T. Neumann, S. Leonhardt, S. Junghans,
Blockchain in decentralized local energy markets, in: I-ESA, 2018. URL: https://api.
semanticscholar.org/CorpusID:169391324.
[15] M. Foti, D. Greasidis, M. Vavalis, Viability analysis of a decentralized energy market based
on blockchain, in: 2018 15th International Conference on the European Energy Market
(EEM), 2018, pp. 1–5. doi:10.1109/EEM.2018.8469906.
[16] A. Wörner, V. Tiefenbeck, W. Ketter, Blockchain-enabled markets: a literature review with
a focus on decentralised energy markets, 2023, pp. 315–340. doi:10.4337/9781802201864.
00021.
[17] L. L. Delina, Fintech re in a global finance centre: Expert perceptions of the
benefits of and challenges to digital financing of distributed and decentralised
renewables in hong kong, Energy Research Social Science 97 (2023) 102997. URL: https:
//www.sciencedirect.com/science/article/pii/S2214629623000579. doi:https://doi.org/
10.1016/j.erss.2023.102997.
[18] J. Lee, Y. Cho, Estimation of the usage fee for peer-to-peer electricity trading platform: The
case of south korea, Energy Policy 136 (2020) 111050. URL: https://www.sciencedirect.com/
science/article/pii/S0301421519306378. doi:https://doi.org/10.1016/j.enpol.2019.
111050.
[19] E. Mengelkamp, J. Gärttner, K. Rock, S. Kessler, L. Orsini, C. Weinhardt, Designing
microgrid energy markets: A case study: The brooklyn microgrid, Applied Energy 210 (2018)
870–880. URL: https://www.sciencedirect.com/science/article/pii/S030626191730805X.
doi:https://doi.org/10.1016/j.apenergy.2017.06.054.
[20] C. Zhang, J. Wu, C. Long, M. Cheng, Review of existing peer-to-peer energy trading
projects, Energy Procedia 105 (2017) 2563–2568. URL: https://www.sciencedirect.com/
science/article/pii/S1876610217308007. doi:https://doi.org/10.1016/j.egypro.2017.
03.737, 8th International Conference on Applied Energy, ICAE2016, 8-11 October 2016,
Beijing, China.
[21] A novel decentralized platform for peer-to-peer energy trading market
with blockchain technology, Applied Energy 282 (2021) 116123. URL:
https://www.sciencedirect.com/science/article/pii/S0306261920315373. doi:https:
//doi.org/10.1016/j.apenergy.2020.116123.
[22] Y. Yin, M. Yan, Q. Zhan, Crossing the valley of death: Network structure,
government subsidies and innovation difusion of industrial clusters, Technology in Society 71
(2022) 102119. URL: https://www.sciencedirect.com/science/article/pii/S0160791X22002603.
doi:https://doi.org/10.1016/j.techsoc.2022.102119.
[23] D. Strepparava, L. Nespoli, E. Kapassa, M. Touloupou, L. Katelaris, V. Medici, Deployment
and analysis of a blockchain-based local energy market, Energy Reports 8 (2022) 99–113.
URL: https://www.sciencedirect.com/science/article/pii/S2352484721014293. doi:https:
//doi.org/10.1016/j.egyr.2021.11.283.
[24] G. A. F. Rebello, G. F. Camilo, L. A. C. de Souza, M. Potop-Butucaru, M. D. de Amorim,
M. E. M. Campista, L. H. M. Costa, A survey on blockchain scalability: From hardware to
layer-two protocols, IEEE Communications Surveys &amp; Tutorials (2024).</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          <article-title>[1] Incentives and strategies for financing the renewable energy transition: A review, Energy Reports 7 (</article-title>
          <year>2021</year>
          )
          <fpage>3590</fpage>
          -
          <lpage>3606</lpage>
          . URL: https://www.sciencedirect.com/science/article/pii/ S2352484721004066. doi:https://doi.org/10.1016/j.egyr.
          <year>2021</year>
          .
          <volume>06</volume>
          .041.
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>