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Unveiling the cooperation dynamics in the photovoltaic technologies’ development

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  • De Paulo, A.F.
  • Porto, G.S.

Abstract

Cooperation studies have supported the understanding of possible technological development strategies adopted in the Research and Development (R&D) departments. This article introduces an approach associating Social Network Analysis and Salton measure to expand the analysis of inter-organizational cooperation networks. This approach was used in 37,122 patent families of photovoltaic (PV) technologies applied between 1998 and 2017. The results showed that patent assignees prioritize their developments exclusively in their internal R&D areas. It has been observed that closed innovation is more prevalent than open innovation, given the lower proportion of technologies developed in collaboration. When there is cooperation, they prioritize cooperation relations between organizations of the same nationality. Small companies have greater cooperation intensity than large ones because they are more dependent on the innovation ecosystem and seek growth and support for their technological development by partnerships. The intensity of this cooperation is classified as incipient, but smaller organizations have a unilateral dependence on the relationship, which is a clear definition of dominance in cooperative relations. The results regarding the intensity of cooperation and the mapping of these networks did not indicate different actors who assumed more significant roles, whether in terms of constancy, centrality or intermediations of these relations. The findings can support strategic decisions on R&D, prioritization of investments, identification of potential partnerships (or competitors) for technological development. Additionally, they can contribute to the definition of public policies based on promoting the development and use of PV technologies.

Suggested Citation

  • De Paulo, A.F. & Porto, G.S., 2023. "Unveiling the cooperation dynamics in the photovoltaic technologies’ development," Renewable and Sustainable Energy Reviews, Elsevier, vol. 187(C).
    • Handle: RePEc:eee:rensus:v:187:y:2023:i:c:s1364032123005518
    DOI: 10.1016/j.rser.2023.113694
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    1. Sunghae Jun & Sangsung Park & Dongsik Jang, 2015. "A Technology Valuation Model Using Quantitative Patent Analysis: A Case Study of Technology Transfer in Big Data Marketing," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 51(5), pages 963-974, September.
    2. Cantner, Uwe & Graf, Holger, 2006. "The network of innovators in Jena: An application of social network analysis," Research Policy, Elsevier, vol. 35(4), pages 463-480, May.
    3. Holger Graf & Tobias Henning, 2010. "Public Research in Regional Networks of Innovators: A Comparative Study of Four East-German Regions," Springer Books, in: Andreas Freytag & Roy Thurik (ed.), Entrepreneurship and Culture, chapter 0, pages 97-128, Springer.
    4. Gassmann, Oliver & von Zedtwitz, Maximilian, 1999. "New concepts and trends in international R&D organization," Research Policy, Elsevier, vol. 28(2-3), pages 231-250, March.
    5. Sternitzke, Christian & Bartkowski, Adam & Schramm, Reinhard, 2008. "Visualizing patent statistics by means of social network analysis tools," World Patent Information, Elsevier, vol. 30(2), pages 115-131, June.
    6. Wolfgang Glänzel & András Schubert, 2001. "Double effort = Double impact? A critical view at international co-authorship in chemistry," Scientometrics, Springer;Akadémiai Kiadó, vol. 50(2), pages 199-214, February.
    7. Peter Thompson, 2006. "Patent Citations and the Geography of Knowledge Spillovers: Evidence from Inventor- and Examiner-added Citations," The Review of Economics and Statistics, MIT Press, vol. 88(2), pages 383-388, May.
    8. Calvin S. Weng, 2014. "Technology Management: The Perspective of Social Network," International Journal of Innovation and Technology Management (IJITM), World Scientific Publishing Co. Pte. Ltd., vol. 11(03), pages 1-7.
    9. Isabel Maria Bodas Freitas & Bart Verspagen, 2017. "The motivations, institutions and organization of university-industry collaborations in the Netherlands," Journal of Evolutionary Economics, Springer, vol. 27(3), pages 379-412, July.
    10. Jiaming Jiang & Yu Zhao & Junshi Feng, 2022. "University–Industry Technology Transfer: Empirical Findings from Chinese Industrial Firms," Sustainability, MDPI, vol. 14(15), pages 1-18, August.
    11. Ming-Yeu Wang & Hsien-Chen Lo & Yu-Yin Liao, 2015. "Knowledge Flow Determinants of Patent Value: Evidence from Taiwan and South Korea Biotechnology Patents," International Journal of Innovation and Technology Management (IJITM), World Scientific Publishing Co. Pte. Ltd., vol. 12(03), pages 1-18.
    12. Leydesdorff, Loet & Wagner, Caroline S., 2008. "International collaboration in science and the formation of a core group," Journal of Informetrics, Elsevier, vol. 2(4), pages 317-325.
    13. Jyun-Cheng Wang & Cheng-hsin Chiang & Shu-Wei Lin, 2010. "Network structure of innovation: can brokerage or closure predict patent quality?," Scientometrics, Springer;Akadémiai Kiadó, vol. 84(3), pages 735-748, September.
    14. Xiao-Ping Lei & Zhi-Yun Zhao & Xu Zhang & Dar-Zen Chen & Mu-Hsuan Huang & Jia Zheng & Run-Sheng Liu & Jing Zhang & Yun-Hua Zhao, 2013. "Technological collaboration patterns in solar cell industry based on patent inventors and assignees analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 96(2), pages 427-441, August.
    15. de Faria, Pedro & Lima, Francisco & Santos, Rui, 2010. "Cooperation in innovation activities: The importance of partners," Research Policy, Elsevier, vol. 39(8), pages 1082-1092, October.
    16. von Zedtwitz, Maximilian & Gassmann, Oliver, 2002. "Market versus technology drive in R&D internationalization: four different patterns of managing research and development," Research Policy, Elsevier, vol. 31(4), pages 569-588, May.
    17. Kuang-Cheng Chai & Yang Yang & Zhiyong Sui & Ke-Chiun Chang, 2020. "Determinants of highly-cited green patents: The perspective of network characteristics," PLOS ONE, Public Library of Science, vol. 15(10), pages 1-13, October.
    18. Alex Fabianne de Paulo & Evandro Marcos Saidel Ribeiro & Geciane Silveira Porto, 2018. "Mapping countries cooperation networks in photovoltaic technology development based on patent analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 117(2), pages 667-686, November.
    19. Devabhaktuni, Vijay & Alam, Mansoor & Shekara Sreenadh Reddy Depuru, Soma & Green, Robert C. & Nims, Douglas & Near, Craig, 2013. "Solar energy: Trends and enabling technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 19(C), pages 555-564.
    20. Sandro Montresor & Giuseppe Vittucci Marzetti, 2008. "Innovation Clusters in Technological Systems: A Network Analysis of 15 OECD Countries for the Mid-1990s," Industry and Innovation, Taylor & Francis Journals, vol. 15(3), pages 321-346.
    21. Henry Etzkowitz, 1998. "Triple Helix of innovation: introduction," Science and Public Policy, Oxford University Press, vol. 25(6), pages 358-364, December.
    22. Terje I. Vaaland & Sharon Purchase & Doina Olaru, 2005. "When Techno-Innovative Relationships Break Up What Happens To The Network?," International Journal of Innovation and Technology Management (IJITM), World Scientific Publishing Co. Pte. Ltd., vol. 2(03), pages 293-312.
    23. Alaaeddin, M.H. & Sapuan, S.M. & Zuhri, M.Y.M. & Zainudin, E.S. & AL- Oqla, Faris M., 2019. "Photovoltaic applications: Status and manufacturing prospects," Renewable and Sustainable Energy Reviews, Elsevier, vol. 102(C), pages 318-332.
    24. Sampaio, Priscila Gonçalves Vasconcelos & González, Mario Orestes Aguirre & de Vasconcelos, Rafael Monteiro & dos Santos, Marllen Aylla Teixeira & de Toledo, José Carlos & Pereira, Jonathan Paulo Pinh, 2018. "Photovoltaic technologies: Mapping from patent analysis," Renewable and Sustainable Energy Reviews, Elsevier, vol. 93(C), pages 215-224.
    25. Williams, Trevor, 2005. "Cooperation by design: structure and cooperation in interorganizational networks," Journal of Business Research, Elsevier, vol. 58(2), pages 223-231, February.
    26. Zhang, Fang & Gallagher, Kelly Sims, 2016. "Innovation and technology transfer through global value chains: Evidence from China's PV industry," Energy Policy, Elsevier, vol. 94(C), pages 191-203.
    27. Maura McAdam & Rodney McAdam & Adele Dunn & Clare McCall, 2016. "Regional Horizontal Networks within the SME Agri-Food Sector: An Innovation and Social Network Perspective," Regional Studies, Taylor & Francis Journals, vol. 50(8), pages 1316-1329, August.
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