“Visualization” of SDGs-related Patent Technologies by Natural Language Processing Technology

Yoshiaki MAEHARA, Atsushi KUKU, Yoshiyuki OSABE


SDGs is an abbreviation for “Sustainable Development Goals”, which were adopted at the United Nations Sustainable Development Summit in September 2015. They were set as goals to be achieved by the 193 United Nations Member States during the 15-year period from 2016 to 2030. Technological innovation is indispensable for the realization of the SDGs, but at present, it is unclear where (countries and companies) and to what extent SDG-related technologies are available. For this reason, we used BERT, a natural language processing technology, and Japanese patent publications we own and worked on the "visualization" of the SDGs technologies in Japan. The results show that out of the 17 SDGs goals, patents can contribute to Goals 2, 3, 6, 7, 9, 11 and 13.

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Cascini, G. et al. (2007) Computer-aided patent analysis: finding invention peculiarities, in: N. León-Rovira (Eds), Trends in Computer Aided Innovation, Springer Boston, 250, 167–178, https://doi.org/10.1007/978-0-387-75456-7_17

Cascini, G. & Russo, D. (2007) Computer-aided analysis of patents and search for TRIZ contradictions, International Journal of Product Development, 4 (1/2), 52–67, Retrieved August 3, 2021 from http://www.inderscience.com/offer.php?id=11533

Communication Science Laboratory, Tohoku University (2019) Pretrained Japanese BERT models released, Retrieved August 3, 2021 from https://www.nlp.ecei.tohoku.ac.jp/news-release/3284/

Daim, T. U. et al. (2006) Forecasting emerging technologies: use of bibliometrics and patent analysis, Technological Forecasting and Social Change, 73 (8), 981–1012, https://doi.org/10.1016/j.techfore.2006.04.004

Devlin, J. et al. (2018) BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. arXiv:1810.04805

Ernst, H. & Omland, N. (2011) The Patent Asset Index - a new approach to benchmark patent portfolios, World Patent Information, 33 (1), 34–41, https://doi.org/10.1016/j.wpi.2010.08.008

Jibu, M & Osabe, Y. (2014) Development of new indicators for the launch of AMED (8): knowledge flows of the pharmaceutical innovation system, Journal of Information Processing and Management, 57 (8), 562–572, https://doi.org/10.1241/johokanri.57.562

Jibu, M & Osabe, Y. (2015) Knowledge flows and delays in the pharmaceutical innovation system, Proceedings of ISSI, Istanbul: 15th International Society of Scientometrics and Informetrics Conference, Retrieved August 3, 2021 from https://www.issi-society.org/proceedings/issi_2015/0877.pdf

Jibu, M & Osabe, Y. (2018) Scientometrics, ISBN: 978-1-78923-307-0, Print ISBN: 978-1-78923-306-3, InTech, Retrieved August 3, 2021 from https://www.intechopen.com/books/scientometrics

Johannes W.H. et al. (2021) The innovative contribution of multinational enterprises to the Sustainable Development Goals, Journal of Cleaner Production, 285, 125319-125332, https://doi.org/10.1016/j.jclepro.2020.125319

Lee, J. S. & Hsiang, J. (2019) PatentBERT: Patent Classification with Fine-Tuning a pre-trained BERT Model. arXiv:1906.02124

Medina, S. R. (2019) Multi-Label Text Classification with Transfer Learning for Policy Documents, UPPSALA UNIVERSITET, Retrieved August 3, 2021 from https://github.com/vondersam/sdgs_text_classifier

MSCI Inc., (2020) MSCI ACWI Sustainable Impact Index, Retrieved August 3, 2021 from https://www.msci.com/msci-acwi-sustainable-impact-index

Russo, D. et al. (2011) Methodological enhancements for concept exploration in product design, Int. J. Prod. Dev., 15 (1/2/3), 28, https://doi.org/10.1504/IJPD.2011.043660

Trappey, C. V. et al. (2011) Using patent data for technology forecasting: China RFID patent analysis, Advanced Engineering Informatics, 25 (1), 53–64, https://doi.org/10.1016/j.aei.2010.05.007

Trappey, A. J. C. et al. (2012) A patent quality analysis for innovative technology and product development, Advanced Engineering Informatics, 26 (1), 26–34, https://doi.org/10.1016/j.aei.2011.06.005

United Nations, THE 17 GOALS, Retrieved August 3, 2021 from https://sdgs.un.org/goals

Verhaegen, P. A. et al. (2011) Identifying candidates for design-byanalogy, Computers in Industry, 62 (4), 446–459, https://doi.org/10.1016/j.compind.2010.12.007

White, M. (2010) Patent Searching: Back to the Future How to Use Patent Classification Search Tools to Create Better Searches, First Annual Conference of the Canadian Engineering Education Association, Kingston, Ontario, Retrieved August 3, 2021 from https://ojs.library.queensu.ca/index.php/PCEEA/article/view/3155/3093

WIPO, The Impact of Innovation: WIPO and the Sustainable Development Goals, Retrieved Augutst 3, 2021 from https://www.wipo.int/sdgs/en/story.html

Wolter, B. (2012) It takes all kinds to make a world – some thoughts on the use of classification in patent searching, World Patent Information, 34, 8–18, https://doi.org/10.1016/j.wpi.2011.08.001

Zaheer, M. et al. (2020) Big Bird: Transformers for Longer Sequences. arXiv:2007.14062

Zanni-Merk, C. et al. (2009) An ontological basis for computer aided innovation, Computers in Industry, 60 (8), 563-574, https://doi.org/10.1016/j.compind.2009.05.012

Zanni-Merk, C. et al. (2011) Use of formal ontologies as a foundation for inventive design studies, Computers in Industry, 62 (3), 323–336, https://doi.org/10.1016/j.compind.2010.09.007

Zhang, X. (2020) Creation of a Japanese SDGs dataset and a baseline model of classification, The Japanese Society for Artificial Intelligence, https://doi.org/10.11517/pjsai.JSAI2020.0_1D3GS1305

DOI: https://doi.org/10.11114/bms.v7i3.5315


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