Bibliometric Analysis on Energy Research: Comparison
Please note this is a comparison between Version 3 by Vicky Zhou and Version 2 by Vicky Zhou.

Bibliometric studies can also be applied to energy research topics, in particular, it is presented in this entry the analysis of the state of the art and publication trends on the topic of ISCC (Integrated Solar Combined Cycles) for the period covering 1990 to July 2020. The Web of Science (WOS) database was consulted, and 1277 publications from 3157 different authors and 1102 different institutions, distributed among 78 countries, were retrieved as the corpus of the study.

The analysis performed in this entry concluded that the main publication source for ISCC research was Energy Conversion and Management, in terms of the total number of publications (158), but Solar Energy had the highest number of citations on the ISCC topic (4438). It was also found that China was the most productive country in terms of ISCC publications (241), and the Chinese Academy of Sciences was the most productive institution (52). Nevertheless, the author with the most publications on ISCC was I. Dincer, from Ontario Tech University (24). Based on publication keywords, a series of recommendations for future developments in the ISCC topic were derived, as well as the ways in which those ideas are connected to the global state of solar energy research.

  • data analytics
  • combined cycles
  • solar energy
  • CSP
  • energy modelling
  • bibliometric studies
  • concentrating solar power

1. Introduction: The New Energy Paradigm

Human development indicators and societal developments are tightly bounded to extensive energy consumption


. However, the traditional energy scenario that still relies on thermal energy conversion of fossil fuels (coal, gas and oil) has shown a clear impact on global warming and climate change. A change in the energy generation paradigm is required if we want to meet society, users, and environmental demands. In that scenario, several agreements have been signed over the last few decades regarding climate protection and the reduction of greenhouse gases and pollutant emissions. Under that umbrella,


renewable energy sources such as wind and solar photovoltaics (PV) have grown in penetration what has led to new grid challenges and difficulties—such as curtailment, service disruptions or negative bid prices


. Despite the competitive cost of those technologies, they cannot meet users’ grid demands when they are not coupled to energy storage systems. Notwithstanding the latest advances and cost-reductions seen on electrochemical energy storage systems (batteries) for wind and PV plants


, the storage of large amounts of electricity at a competitive price has not been solved yet. 

A simpler alternative with a proven track of record for commercial applications gained attention a couple of decades ago. That technology is known as

Concentrating Solar Power

(CSP), which uses mirrors and optical devices to reflect and focus solar beams into a particular area where a device—a solar reactor or receiver, depending on the final application—is located


. Recently, great interest has been focused on CSP technologies based on cost–production reductions, with bidding projects such as Cerro Dominador at 11.4 c$/kWh (2014), or the DEWA project (under construction) with a bid of a 7.3 c$/kWh combined solar tower and parabolic trough plant in Dubai. However, new ideas and proposals are being placed for further cost reductions including hybrid concepts


, coal-hybridization


or hybrid CSP/PV plants configurations


. Also under investigation are the use of advanced working fluids, such as supercritical steam


 or supercritical CO



; the use of high temperature heat transfer fluids


; high temperature thermal energy storage systems (TES) 


and high temperature receivers


; as well as the use of highly-efficient power cycles


. The latter is one of the main hot topics in thermal energy conversion technologies, and in CSP in particular. One of the proposals that have gained more attention recently, is the application of

Combined Cycles for Concentrating Solar Power

, also known as Integrated Solar Combined Cycle (ISCC). In order to better understand this proposal, a bibliometric approach is presented to discover currents trends and future of the technology.

2. Bibliometric Analysis on Integrated Solar Combined Cycles

2.1. Methodology

Web of Science Core Collection was used to retrieve all indexed publications related to ISCC topic. A total number of 1277 publications were published on ISCC topic between 1990 and 2020 as it can be observed in the following figure (Figure 1).

Evolution in the number of publications related to the ISCC topic

Figure 1. Evolution in the number of publications related to the ISCC topic.

Full record and cited references for each publication were downloaded and analysed using VOSviewer[17] software tool that is a free software for constructing and visualizing bibliometric networks, and it also offers a text mining functionality that can be used to construct and visualize the co-occurrence networks of the relevant terms extracted from a body of scientific literature. These networks may for instance include journals, researchers, or individual publications, and they can be constructed based on citations, bibliographic coupling, co-citations, or co-authorship relations.

2.2. Results Analysis

2.2.1. Co-Authorship Analysis

A total number of 3568 authors have ever published at least one publication about ISCC topic. That number is reduced down to 576 for authors having two publications, and to 71 authors with five publications. There were only eight authors with 10 publications published on the ISCC topic since 1990. The next figure shows the co-authorship network for those authors who had published more than two ISCC papers (Figure 2).

Co-authorship network for those authors who had published more than two ISCC papers

Figure 2.

Co-authorship network for those authors who had published more than two ISCC papers.

Regarding the co-authorship analysis by organizations (authors’ institutions), there were 1102 different institutions that had published at least one paper on the ISCC topic. However, only 85 of them published at least 5 publications. Some of them were not connected in the network, since they did not cite any of the other groups. The largest set of connected items (69 nodes) was represented instead in the following figure (Figure 3). This kind of analysis is relevant because it allows scholars to identify the main institutions publishing on ISCC (nodes size) and linking relations (citations) among them.

Organization network for those groups which have published more than five ISCC papers

Figure 3.

Organization network for those groups which have published more than five ISCC papers.

Based on that analysis, it can be derived that the Chinese Academy of Sciences is the main institution regarding ISCC publications, with 52 contributions in total (and another 28 under the University of Chinese Academy of Sciences affiliation). Furthermore, five out of the first 10 institutions publishing about ISCC are from China. 

2.2.2. Co-Occurrence Analysis

A co-occurrence analysis was performed based on all of the keywords, with a full counting method. There were 4534 different keywords that appeared at least once in the data corpus (1277 total publications). This results in an average number of 3.55 keywords per publication. In order to consider only the more relevant keywords, a minimum number of occurrences was considered. In doing, so it can be concluded that 394 different keywords appeared in at least in five different papers, 71 appeared in at least 25 papers, and six keywords appeared in 100 publications from the corpus. For network graph representation, the 100 most common keywords were chosen as can be seen in the next figure. (Figure 4)

The 100 most common keywords used for ISCC topics

Figure 4.

Co-authorship map regarding countries’ connections.

Based on the keyword information presented, it can be deduced that most publications addressed modeling and performance optimization, with 857 keyword appearances. In particular, medium and low temperature studies were performed, as is indicated by the 59 keyword appearances for ‘parabolic trough studies’ and 246 keyword appearances for ‘Organic Rankine Cycles’ (ORC). Furthermore, a great interest in ISCC applications for combined heat and power generation as related keywords appear in 217 publications. It is also relevant that thermal energy storage studies were applied to ISCC topics, with 165 publications including related TES keywords. Hydrogen production was also related to ISCC publications, with 99 keyword appearances. To a lesser extent, ‘life-cycle-analysis’ (LCA) was considered for ISCC studies, with 82 keyword appearances. The less studied topics related to ISCC were ‘desalination’ (26 keyword appearances), ‘phase-change material energy storage’ (24 keyword appearances), ‘CO2 capture’ (22 keyword appearances) and ‘hybrid plants’ (20 keyword appearances).  

3. Conclusions

In recent years, the growing interest in higher conversion efficiencies for CSP applications has led to an increasing number of papers covering the topic of Integrated Solar Combined Cycle technologies. In particular, ISCC interest is based on its ability to increase the contribution of renewable energy sources into the global energy mix at a very high plant efficiency, whether in a pure solar configuration or in hybrid arrangements. Based on the presented bibliometric study, the following conclusions can be summarized:

  • There is a growing interest in ISCC topics, as can be observed from the increasing number of publications and citations. This trend sharpened in 2011.
  • The most productive countries in terms of the number of publications were China (241), the United States (202) and Spain (115), which has similar citation/publication ratios to the average (22.1 citations per work). A similar trend was observed regarding the most productive institutions, with two of them being from China (the Chinese Academy of Sciences and North China Electric Power University).
  • However, the most renowned researcher on the ISCC topic was Ibrahim Dincer from Ontario Tech University (Canada), with 24 publications and 758 citations. The second and third most productive authors were from China (the Chinese Academy of Sciences) and the United States (the University of South Florida). Despite their large scientific production, the most cited papers were from Mills (published in Solar Energy), Behar (Renewable and Sustainable Energy Reviews) and Schuster (Applied Thermal Engineering).
  • It was interesting that none of those most-cited articles were published at the main publishing sources: Energy Conversion and Management (with 158 publications), Energy (124) and Applied Energy (114).
  • Regarding the most frequently appearing keywords, it was found that modelling terms such as ‘optimization’, ‘thermodynamics analysis’, ‘exergy analysis’ and ‘performance’ were preferred to more particular ones. 


  1. Daniel M. Martínez; Ben W. Ebenhack; Understanding the role of energy consumption in human development through the use of saturation phenomena. Energy Policy 2008, 36, 1430-1435, 10.1016/j.enpol.2007.12.016.
  2. Qingtao Li; Jianxue Wang; Yao Zhang; Yue Fan; Guojun Bao; Xuebin Wang; Multi-Period Generation Expansion Planning for Sustainable Power Systems to Maximize the Utilization of Renewable Energy Sources. Sustainability 2020, 12, 1083, 10.3390/su12031083.
  3. Electricity Storage and Renewables: Costs and Markets to 2030 . IRENA. Retrieved 2020-10-8
  4. H.L. Zhang; J. Baeyens; J. Degrève; G. Cacères; Concentrated solar power plants: Review and design methodology. Renewable and Sustainable Energy Reviews 2013, 22, 466-481, 10.1016/j.rser.2013.01.032.
  5. Kody M. Powell; Khalid Rashid; Kevin Ellingwood; Jake Tuttle; Brian D. Iverson; Hybrid concentrated solar thermal power systems: A review. Renewable and Sustainable Energy Reviews 2017, 80, 215-237, 10.1016/j.rser.2017.05.067.
  6. Yong Zhu; Rongrong Zhai; Yongping Yang; Miguel Reyes-Belmonte; Techno-Economic Analysis of Solar Tower Aided Coal-Fired Power Generation System. Energies 2017, 10, 1392, 10.3390/en10091392.
  7. Jesús A. Aguilar-Jiménez; Nicolás Velázquez-Limón; Jesús A. Aguilar-Jiménez; R. Cota; E. González; L. González; Ricardo López-Zavala; S. Islas; Techno-economic analysis of a hybrid PV-CSP system with thermal energy storage applied to isolated microgrids. Solar Energy 2018, 174, 55-65, 10.1016/j.solener.2018.08.078.
  8. Csaba Singer; Reiner Buck; Robert Pitz-Paal; Hans Müller-Steinhagen; Assessment of Solar Power Tower Driven Ultrasupercritical Steam Cycles Applying Tubular Central Receivers With Varied Heat Transfer Media. Journal of Solar Energy Engineering 2010, 132, 041010, 10.1115/1.4002137.
  9. M.A. Reyes-Belmonte; A. Sebastián; M. Romero; J. González-Aguilar; Optimization of a recompression supercritical carbon dioxide cycle for an innovative central receiver solar power plant. Energy 2016, 112, 17-27, 10.1016/
  10. Craig S. Turchi; Zhiwen Ma; Ty W. Neises; Michael J. Wagner; Thermodynamic Study of Advanced Supercritical Carbon Dioxide Power Cycles for Concentrating Solar Power Systems. Journal of Solar Energy Engineering 2013, 135, 041007, 10.1115/1.4024030.
  11. T. Neises; C. Turchi; A Comparison of Supercritical Carbon Dioxide Power Cycle Configurations with an Emphasis on CSP Applications. Energy Procedia 2014, 49, 1187-1196, 10.1016/j.egypro.2014.03.128.
  12. K. Vignarooban; Xinhai Xu; A. Arvay; K. Hsu; A.M. Kannan; Heat transfer fluids for concentrating solar power systems – A review. Applied Energy 2015, 146, 383-396, 10.1016/j.apenergy.2015.01.125.
  13. Ming Liu; N.H. Steven Tay; Stuart Bell; Martin Belusko; Rhys Jacob; Geoffrey Will; Wasim Saman; Frank Bruno; Review on concentrating solar power plants and new developments in high temperature thermal energy storage technologies. Renewable and Sustainable Energy Reviews 2016, 53, 1411-1432, 10.1016/j.rser.2015.09.026.
  14. Clifford K. Ho; A review of high-temperature particle receivers for concentrating solar power. Applied Thermal Engineering 2016, 109, 958-969, 10.1016/j.applthermaleng.2016.04.103.
  15. W. H. Stein; Reiner Buck; Advanced power cycles for concentrated solar power. Solar Energy 2017, 152, 91-105, 10.1016/j.solener.2017.04.054.
  16. Stefano Giuliano; Reiner Buck; Santiago Eguiguren; Analysis of Solar-Thermal Power Plants With Thermal Energy Storage and Solar-Hybrid Operation Strategy. Journal of Solar Energy Engineering 2011, 133, 031007, 10.1115/1.4004246.
  17. VOSviewer—Visualizing Scientific Landscapes . 48. Centre for Science and Technology Studies—Leiden University. Retrieved 2020-10-8