Abstract
With the rise in new energy industries, electrochemical energy storage, which plays an important supporting role, has attracted extensive attention from researchers all over the world. To trace the electrochemical energy storage development history, determine the research theme and evolution path, and predict the future development directions, this paper will use CitNetExplorer to draw citation chronology charts and study the development trends in this field by analysing data downloaded from the Web of Science database. The results indicate that the research in this field originated from the study on energy storage materials and gradually divided into two major fields: energy storage materials and applications after 2000. The research on the energy storage materials refers to activated carbon materials, carbon nanotubes, graphene, and mesoporous carbon materials. Energy storage applications mainly focus on power systems, new energy vehicles, and wind farm dispatch. For research on electrochemical energy storage materials, the industrialization of graphene may become a new trending topic, and the application research will turn to the construction of energy Internet systems in the future. This paper will provide a full map for the development of electrochemical energy storage and forecast the future research directions in this field.
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References
Amatucci, G. G., Badway, F., Pasquier, A. D., et al. (2001). An asymmetric hybrid nonaqueous energy storage cell. Journal of the Electrochemical Society, 148(8), A930–A939.
Arulampalam, A., Barnes, M., Jenkins, N., et al. (2006). Power quality and stability improvement of a wind farm using STATCOM supported with hybrid battery energy storage. IEE Proceedings-Generation, Transmission and Distribution, 153(6), 701–710.
Avila-Robinson, A., & Islam, N. (2015). Evolution of emerging iPS cell-based therapies for age-related macular degeneration (AMD). In IEEE Portland international conference on management of engineering and technology.
Beidaghi, M. (2014). Capacitive energy storage in micro-scale devices: Recent advances in design and fabrication of micro-supercapacitors. Energy & Environmental Sciences, 7(3), 867–884.
Brekken, T. K. A., Yokochi, A., Von Jouanne, A., et al. (2011). Optimal energy storage sizing and control for wind power applications. IEEE Transactions on Sustainable Energy, 2(1), 69–77.
Brousse, T., Marchand, R., Taberna, P. L., et al. (2006). TiO2(B)/activated carbon non-aqueous hybrid system for energy storage. Journal of Power Sources, 158(1), 571–577.
Cao, Z. Y., & Wei, B. Q. (2013). A perspective: Carbon nanotube macro-films for energy storage. Energy & Environmental Science, 6(11), 3183–3201.
Chen, C., Hu, Z., Liu, S., & Tseng, H. (2012). Emerging trends in regenerative medicine: A scientometric analysis in CiteSpace. Expert Opinion on Biological Therapy, 12(5), 593–608.
Chen, H. S., Cong, T. N., Yang, W., et al. (2009a). Progress in electrical energy storage system: A critical review. Progress in Natural Science, 19(3), 291–312.
Chen, Z., Qin, Y. C., Weng, D., et al. (2009b). Design and synthesis of hierarchical nanowire composites for electrochemical energy storage. Advanced Functional Materials, 19(21), 3420–3426.
Chu, J. W., & Qian, Q. (2014). Analysis of research focus and research methods in the field of knowledge management during the past decade. Information Science, 32(10), 156–160.
Conway, B. E. (1991). Transition from supercapacitor to battery behavior in electrochemical energy storage. Journal of the Electrochemical Society, 138(6), 1539–1548.
Conway, B. E., Birss, V., & Wojtowicz, J. (1997). The role and utilization of pseudocapacitance for energy storage by supercapacitors. Journal of Power Sources, 66(1–2), 1–14.
Cruz, S. C., & Teixeira, A. A. (2010). The evolution of the cluster literature: Shedding light on the regional studies–regional science debate. Regional Studies, 44(9), 1263–1288.
Dell, R. M., & Rand, D. A. J. (2001). Energy storage—A key technology for global energy sustainability. Journal of Power Sources, 100(1–2), 2–17.
Díaz-González, F., Sumper, A., Gomis-Bellmunt, O., et al. (2012). A review of energy storage technologies for wind power applications. Renewable and Sustainable Energy Reviews, 16(4), 2154–2171.
Divya, K. C., & Østergaard, J. (2009). Battery energy storage technology for power systems—An overview. Electric Power Systems Research, 79(4), 511–520.
Du Pasquier, A., Laforgue, A., Simon, P., et al. (2002). A nonaqueous asymmetric hybrid Li4Ti5O12/poly(fluorophenylthiophene) energy storage device. Journal of the Electrochemical Society, 149(3), A302–A306.
Dunn, B., Kamath, H., & Tarascon, J. M. (2011). Electrical energy storage for the grid: A battery of choices. Science, 334(6058), 928–935.
Elango, B., Bornmann, L., & Shankar, S. (2014). Study of citation networks in tribology research. Eprint Arxiv.
Feng, C. Y. (2015). The social media citation contexts analysis based on histcite. Research on Library Science, 5, 22–29.
Garfield, E. (2004). Historiographic mapping of knowledge domains literature. Journal of Information Science, 30, 119–145.
Garfield, E., Pudovkin, A. I., & Istomin, V. S. (2003a). Why do we need algorithmic historiography? Journal of the American Society for Information Science and Technology, 54, 400–412.
Garfield, E., Pudovkin, A. I., & Istomin, V. I. (2003b). Mapping the output of topical searches in the Web of knowledge and the case of Watson–Crick. Information Technology and Libraries, 22, 183–187.
Gogotsi, Y., & Simon, P. (2011). True performance metrics in electrochemical energy storage. Science, 334(6058), 917–918.
Hall, P. J., Mirzaeian, M., Fletcher, S. I., et al. (2010). Energy storage in electrochemical capacitors: Designing functional materials to improve performance. Energy & Environmental Science, 3(9), 1238–1251.
Han, Y., & Jin, B. H. (2012). Main path analysis: A new perspective to structural analysis of citation Jae-network based on connectivity. Studies in Science of Science, 30(11), 1634–1640.
Hu, L., Choi, J. W., Yang, Y., et al. (2009). Highly conductive paper for energy-storage devices. Proceedings of the National Academy of Sciences of the United States of America, 106(51), 21490–21494.
Ibrahim, H., IIinca, A., & Perron, J. (2008). Energy storage systems—Characteristics and comparisons. Renewable and Sustainable Energy Reviews, 12(5), 1221–1250.
Jia, L. L., Liu, P., & Zhang, W. H. (2014). Research progress of electrochemical technology of energy storage. Chinese Journal of Power Sources, 10, 1972–1974.
Jiang, J., Li, Y. Y., Liu, J. P., et al. (2012). Recent advances in metal oxide-based electrode architecture design for electrochemical energy storage. Advanced Materials, 24(38), 5166–5180.
Jost, K., Perez, C. R., Mcdonough, J. K., et al. (2011). Carbon coated textiles for flexible energy storage. Energy & Environmental Science, 4(12), 5060–5067.
Khadiran, T., Hussein, M. Z., Zainal, Z., et al. (2016). Advanced energy storage materials for building applications and their thermal performance characterization: A review. Renewable and Sustainable Energy Reviews, 57, 916–928.
Khaligh, A., & Li, Z. H. (2010). Battery, ultracapacitor, fuel cell, and hybrid energy storage systems for electric, hybrid electric, fuel cell, and plug-in hybrid electric vehicles: state of the art. IEEE Transactions on Vehicular Technology, 59(6), 2806–2814.
Kim, J. H., Lee, K. H., Overzet, L. J., et al. (2011). Synthesis and electrochemical properties of spin-capable carbon nanotube sheet/MnOx composites for high-performance energy storage devices. Nano Letters, 11(7), 2611–2617.
Kleinberg, J. (2003). Bursty and hierarchical structure in streams. In Proceedings of the eighth ACM Lei SIGKDD international conference on knowledge discovery and data mining (pp. 373–397). ACM.
Kondoh, J., Ishii, I., Yamaguchi, H., et al. (2000). Electrical energy storage systems for energy networks. Energy Conversion and Management, 41(17), 1863–1874.
Lei, H. Z. (2008). Appling information entropy to quantitative analysis on competitive intelligence. Journal of Information, 5, 73–75.
Li, Q., Choi, S. S., Yuan, Y., et al. (2011). On the determination of battery energy storage capacity and short-term power dispatch of a wind farm. IEEE Transactions on Sustainable Energy, 2(2), 148–158.
Li, H. Z., Duan, J. M., & Wang, C. M. (2012). Battery energy storage technologies and Valuation in smart grid. Beijing: China Machine Press.
Liu, C., Li, F., Ma, L., et al. (2010). Advanced materials for energy storage. Advanced Materials, 22(8), 28–62.
Liu, R., Duay, J., & Lee, S. B. (2011). Heterogeneous nanostructured electrode materials for electrochemical energy storage. Chemical Communications, 47(5), 1384–1404.
Liu, S. N., Su, W., & Wei, Z. F. (2013). Application effect evaluation of the chemical energy storage battery in electric power system. Renewable Energy Resources, 31(1), 105–108.
Lu, L. Y. Y., & Liu, J. S. (2016). A novel approach to identify the major research themes and development trajectory: The case of patenting research. Technological Forecasting and Social Change, 103, 71–82.
Lukic, S. M., Cao, J., Bansal, R. C., et al. (2008). Energy storage systems for automotive applications. IEEE Transactions on Industrial Electronics, 55(6), 2258–2267.
Luo, X., Wang, J., Dooner, M., et al. (2015). Overview of current development in electrical energy storage technologies and the application potential in power system operation. Applied Energy, 137(C), 511–536.
Min, S., Hoe, G. E., & Su, Y. K. (2014). Analyzing topic evolution in bioinformatics: Investigation of dynamics of the field with conference data in DBLP. Scientometrics, 101(1), 397–428.
Nyholm, L., Nyström, G., Mihranyan, A., et al. (2011). Toward flexible polymer and paper-based energy storage devices. Advanced Materials, 23(33), 3751–3769.
Posada, J. O. G., & Hall, P. J. (2016). Towards the development of safe and commercially viable nickel–iron batteries: Improvements to Coulombic efficiency at high iron sulphide electrode formulations. Journal of Applied Electrochemistry, 46(4), 451–458.
Pushparaj, V. L., Shaijumon, M. M., Kumar, A., et al. (2007). Flexible energy storage devices based on nanocomposite paper. Proceedings of the National Academy of Sciences of the United States of America, 104(34), 13574–13577.
Ribeiro, P. F., Johnson, B. K., Crow, M. L., et al. (2001). Energy storage systems for advanced power applications. Proceedings of the IEEE, 89(12), 1744–1756.
Rolison, D. R., & Nazar, L. F. (2011). Electrochemical energy storage to power the 21st century. MRS Bulletin, 36(7), 486–493.
Simon, P., & Gogotsi, Y. (2013). Capacitive energy storage in nanostructured carbon-electrolyte systems. Accounts of Chemical Research, 46(5), 1094–1103.
Soloveichik, G. L. (2011). Battery technologies for large-scale stationary energy storage. Annual Review of Chemical & Biomolecular Engineering, 2, 503–527.
Suberu, M. Y., Mustafa, M. W., & Bashir, N. (2014). Energy storage systems for renewable energy power sector integration and mitigation of intermittency. Renewable and Sustainable Energy Reviews, 35, 499–514.
Sun, Y. T., & Grimes, S. (2015). the emerging dynamic structure of national innovation studies: A bibliometric analysis. Scientometrics, 99(1), 1–24.
Teleke, S., Baran, M. E., Bhattacharya, S., et al. (2010). Optimal control of battery energy storage for wind farm dispatching. IEEE Transactions on Energy Conversion, 25(3), 787–794.
Teleke, S., Baran, M. E., Huang, A. Q., et al. (2009). Control strategies for battery energy storage for wind farm dispatching. Energy Conversion IEEE Transactions, 24(3), 725–732.
Tong, Z. Y. (2015). The hotspot and trend research on Library knowledge management based on word frequency analysis. Journal of Library Science, 3, 130–132.
Tramarico, C. L., DanieleMizuno, Salomon. V. A. P., et al. (2015). Analytic hierarchy process and supply chain management: A bibliometric study. Procedia Computer Science, 55, 441–450.
van Eck, N. I., & Waltman, L. (2014a). CitNetExplorer: A new software tool for analyzing and visualizing citation networks. Journal of Informetrics, 8(4), 802–823.
Van Eck, N. J., & Waltman, L. (2014b). Getting started wuth CitNetExplorer version 1.0.0. http://www.citnetexplorer.nl/Getting-Started. Accessed March 15, 2014.
Vazquez, S., Lukic, S. M., Galvan, E., et al. (2010). Energy storage systems for transport and grid applications. IEEE Transactions on Industrial Electronics, 57(12), 3881–3895.
Wang, B., Liu, S. B., Ding, K., et al. (2015a). Patent content analysis method based on LDA topic model. Science Research Management, 36(3), 111–117.
Wang, D. H., Kou, R., Choi, D., et al. (2010). Ternary self-assembly of ordered metal oxide-graphene nanocomposites for electrochemical energy storage. ACS Nano, 4(3), 1587–1595.
Wang, D. W., Fang, H. T., Li, F., et al. (2008a). Aligned titania nanotubes as an intercalation anode material for hybrid electrochemical energy storage. Advanced Functional Materials, 18(23), 3787–3793.
Wang, D. W., Li, F., Liu, M., et al. (2008b). 3D aperiodic hierarchical porous graphitic carbon material for high-rate electrochemical capacitive energy storage. Angewandte Chemie, 47(2), 373–376.
Wang, P. (2014). Discovery and evolution of the literature based on the hierarchical probabilistic topic model. Library and Information Service, 58(22), 70–76.
Wang, X., Cheng, Q., & Lu, W. (2014a). Analyzing evolution of research topics with NEViewer: A new method based on dynamic co-word networks. Scientometrics, 101(2), 1253–1271.
Wang, X. F., Xihong, L., Bin, L., et al. (2014b). Flexible energy-storage devices: Design consideration and recent progress. Advanced Materials, 26(28), 4763–4782.
Wang, X. L., Zhang, Y., & Zhang, H. (2015b). Latest progresses in vanadium flow battery technologies and applications. Journal of Electrochemistry, 21(5), 433–440.
Whitacre, J. F., Tevar, A., & Sharma, S. (2010). Na4Mn9O18, as a positive electrode material for an aqueous electrolyte sodium–ion energy storage device. Electrochemistry Communications, 12(3), 463–466.
Wu, F. F., Duan, G. H., et al. (2014). Citation analysis on current science publications: 3D print research topics. Journal of Intelligence, 33(12), 64–70.
Xie, H. N. (2014). Comprehensive analysis on electrochemical energy storage mode and energy storage materials. Smart Grid, 2(7), 4–8.
Xu, S. (2010). The research trend on drug therapy for systemic inflammatory response syndrome based on burst detection. Shenyang: China Medical University.
Xu, C. H., Xu, B. H., Gu, Y., et al. (2013). Graphene-based electrodes for electrochemical energy storage. Energy & Environmental Science, 6(5), 1388–1414.
Yang, X. W., Cheng, C., Wang, Y. F., et al. (2013). Liquid-mediated dense integration of graphene materials for compact capacitive energy storage. Science, 341(6145), 534–537.
Yang, Z., Shen, C., Zhang, L., et al. (2001). Integration of a StatCom and battery energy storage. IEEE Power Engineering Review, 21(5), 63.
Yang, Z. G., Zhang, J. L., Kintner-Meyer, M. C. W., et al. (2011). Electrochemical energy storage for green grid. Chemical Reviews, 111(5), 3577–3613.
Yao, D. L., Choi, S. S., Tseng, K. J., et al. (2012). Determination of short-term power dispatch schedule for a wind farm incorporated with dual-battery energy storage scheme. IEEE Transactions on Sustainable Energy, 3(1), 74–84.
Yuan, L. Y., Yao, B., Hu, B., et al. (2013). Polypyrrole-coated paper for flexible solid-state energy storage. Energy & Environmental Science, 6(2), 470–476.
Zhai, Y. P., Dou, Y. Q., Zhao, D. Y., et al. (2011). Carbon materials for chemical capacitive energy storage. Advanced Materials, 23(42), 4828–4850.
Zhang, H., Cao, G. P., Wang, Z. Y., et al. (2008). Growth of manganese oxide nanoflowers on vertically-aligned carbon nanotube arrays for high-rate electrochemical capacitive energy storage. Nano Letters, 8(9), 2664–2668.
Zhang, J., & Dai, W. Y. (2015). Overview of international roadmap studies on energy storage technologies. Energy Storage Science and Technology, 4(3), 260–266.
Zhao, H., Wu, Q., Hu, S., Xu, H., Rasmussen, C. N. (2015). Review of energy storage system for wind power integration support. Applied Energy, 137, 545–553.
Zhao, X., Hayner, C. M., Kung, M. C., et al. (2011a). Flexible holey graphene paper electrodes with enhanced rate capability for energy storage applications. ACS Nano, 5(11), 8739–8749.
Zhao, X., Sánchez, B. M., Dobson, P. J., et al. (2011b). The role of nanomaterials in redox-based supercapacitors for next generation energy storage devices. Nanoscale, 3(3), 839–855.
Zhu, Q. S., Leng F. H. (2014). Analysis of topic evolution based on co-citation of documents on the main citation path. Journal of the China Society for Scientific and Technical Information, 33(5), 498–506.
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We thank the anonymous reviewers for their constructive comments and suggestions. This paper is supported by the National Social Science Foundation of China (Grant 11&ZD140).
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Appendix: The related journals on electrochemical energy storage covered in WoS
Appendix: The related journals on electrochemical energy storage covered in WoS
In term of electrochemical energy storage, WoS covers the leading Journals in this field compared to other databases. The following is the Top 30 Journals content retrieved in WoS.
Source of publications | Percent of 2710 (%) | Source of publications | Percent of 2710 (%) |
---|---|---|---|
Journal of Power Sources | 5.558 | Chemical Communications | 0.862 |
Journal of Materials Chemistry A | 4.408 | Physical Chemistry Chemical Physics | 0.815 |
Electrochimica Acta | 3.258 | Angewandte Chemie International Edition | 0.815 |
RSC Advances | 3.115 | Electric Power Systems Research | 0.767 |
Energy Environmental Science | 2.444 | Carbon | 0.767 |
Applied Energy | 2.444 | Chemistry of Materials | 0.719 |
Journal of the Electrochemical Society | 2.06 | Chemsuschem | 0.671 |
Nanoscale | 1.485 | Chemical Society Reviews | 0.623 |
International Journal of Hydrogen Energy | 1.485 | Small | 0.575 |
Energy Conversion and Management | 1.485 | Materials Letters | 0.527 |
Advanced Materials | 1.437 | Journal of Power Electronics | 0.527 |
International Journal of Electrical Power Energy Systems | 1.39 | Electrochemistry Communications | 0.527 |
Renewable Energy | 1.246 | Nature communications | 0.479 |
ACS Nano | 1.246 | Nanotechnology | 0.479 |
Energies | 1.198 | Journal of the American Chemical Society | 0.479 |
ACS Applied Materials Interfaces | 1.198 | Journal of Renewable and Sustainable Energy | 0.479 |
Renewable Sustainable Energy Reviews | 1.054 | Journal of Physical Chemistry Letters | 0.479 |
Journal of Materials Chemistry | 1.054 | Journal of Alloys and Compounds | 0.479 |
Nano Energy | 0.958 | International Journal of Energy Research | 0.479 |
Journal of Physical Chemistry C | 0.958 | Przeglad Elektrotechniczny | 0.431 |
Energy | 0.958 | Proceedings of the IEEE | 0.431 |
Advanced Functional Materials | 0.958 | International Journal of Electrochemical Science | 0.431 |
Scientific Reports | 0.91 | IET Renewable Power Generation | 0.431 |
Nano Letters | 0.91 | Dalton Transactions | 0.431 |
Advanced Energy Materials | 0.91 | Solar Energy | 0.383 |
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Wu, F., Li, R., Huang, L. et al. Theme evolution analysis of electrochemical energy storage research based on CitNetExplorer. Scientometrics 110, 113–139 (2017). https://doi.org/10.1007/s11192-016-2164-2
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DOI: https://doi.org/10.1007/s11192-016-2164-2