Spatio-temporal clustering analysis and technological forecasting of nanotechnology using patent data

References

• Alencar, M., A. Porter, and A. Antunes. 2007. “Nanopatenting Patterns in Relation to Product Life Cycle.” Technological Forecasting and Social Change 74 (9): 1661–1680.
   Web of Science ®Google Scholar
• Bai, X., and Y. Liu. 2019. “Exploring the Asian Innovation Networks (AINs) Characteristics.” Information Development 35 (1): 21–35.
   Web of Science ®Google Scholar
• Barirani, A., B. Agard, and C. Beaudry. 2013. “Discovering and Assessing Fields of Expertise in Nanomedicine: A Patent co-Citation Network Perspective.” Scientometrics 94 (3): 1111–1136.
   Web of Science ®Google Scholar
• Beaudry, C., and A. Schiffauerova. 2011. “Impacts of Collaboration and Network Indicators on Patent Quality: The Case of Canadian Nanotechnology Innovation.” European Management Journal 29 (5): 362–376.
   Web of Science ®Google Scholar
• Bhattacharya, S., S. Shilpa, and M. Bhati. 2012. “China and India: The Two New Players in the Nanotechnology Race.” Scientometrics 93 (1): 59–87. doi:10.1007/s11192-012-0651-7.
   Web of Science ®Google Scholar
• Burnett, K., and M. G. Tyshenko. 2010. “A Comparison of Human Capital Levels and the Future Prospect of the Nanotechnology Industry in Early Sector Investors and Recent Emerging Markets.” International Journal of Nanotechnology 7 (2-3): 187–208.
   Web of Science ®Google Scholar
• Caviggioli, F., G. Scellato, and E. Ughetto. 2013. “International Patent Disputes: Evidence from Oppositions at the European Patent Office.” Research Policy 42 (9): 1634–1646.
   Web of Science ®Google Scholar
• Chen, L. 2017. “Do Patent Citations Indicate Knowledge Linkage? The Evidence from Text Similarities Between Patents and Their Citations.” Journal of Informetrics 11 (1): 63–79.
   Web of Science ®Google Scholar
• Chen, H., M. C. Roco, J. Son, S. Jiang, C. A. Larson, and Q. Gao. 2013. “Global Nanotechnology Development from 1991 to 2012: Patents, Scientific Publications, and Effect of NSF Funding.” Journal of Nanoparticle Research 15 (9): 1–21.
   Web of Science ®Google Scholar
• Choi, H., and S. Park. 2018. “Network Variations at the Intersection of National Capability Orientation and Technological Path Dependence – Patent Citation Network Analysis of the Hydrogen Energy and Nano-Tech Sectors.” Industry and Innovation 25 (8): 809–831.
   Web of Science ®Google Scholar
• Dong, Z.-J., L. Xu, J.-H. Cheng, and G.-J. Sun. 2021. “Major Factors Affecting Biomedical Cross-City R&D Collaborations Based on Cooperative Patents in China.” Scientometrics 126 (3): 1923–1943.
   Web of Science ®Google Scholar
• Drexler, K. E. 1999. “Building Molecular Machine Systems.” Trends in Biotechnology 17 (1): 5–7. doi:10.1016/S0167-7799(98)01278-5.
   Web of Science ®Google Scholar
• Fernández-Ribas, A. 2010. “International Patent Strategies of Small and Large Firms: An Empirical Study of Nanotechnology.” Review of Policy Research 27 (4): 457–473.
   Web of Science ®Google Scholar
• Friedrichs, S., and B. van Beuzekom. 2018. “OECD Science, Technology and Industry Working Papers.” Technology and Industry Working Papers, 1–22. doi:10.1787/085e0151-en.
   Google Scholar
• Fukuyama, H., W. L. Weber, and Y. Xia. 2016. “Time Substitution and Network Effects with an Application to Nanobiotechnology Policy for US Universities.” Omega 60: 34–44. doi:10.1016/j.omega.2015.04.020.
   Web of Science ®Google Scholar
• Gazni, A. 2020. “The Growing Number of Patent Citations to Scientific Papers: Changes in the World, Nations, and Fields.” Technology in Society 62: 101276.
   Web of Science ®Google Scholar
• Getis, A., and J. K. Ord. 2010. “The Analysis of Spatial Association by Use of Distance Statistics.” In Perspectives on Spatial Data Analysis, 127–145. Berlin: Springer.
   Google Scholar
• Gokhberg, L., I. Kuzminov, E. Khabirova, and T. Thurner. 2020. “Advanced Text-Mining for Trend Analysis of Russia’s Extractive Industries.” Futures 115: 102476.
   Web of Science ®Google Scholar
• Guan, J., and Y. Shi. 2012. “Transnational Citation, Technological Diversity and Small World in Global Nanotechnology Patenting.” Scientometrics 93 (3): 609–633.
   Web of Science ®Google Scholar
• Hasanikhah, N., S. Amin-Nejad, G. Darvish, and M. R. Moniri. 2018. “Efficient Implementation of Space-Time Adaptive Processing for Adaptive Weights Calculation Based on Floating Point FPGAs.” The Journal of Supercomputing 74 (7): 3193–3210. doi:10.1007/s11227-018-2369-7.
   Web of Science ®Google Scholar
• Hogg, T., and R. A. Freitas Jr. 2012. “Acoustic Communication for Medical Nanorobots.” Nano Communication Networks 3 (2): 83–102. doi:10.1016/j.nancom.2012.02.002.
   Google Scholar
• Huang, Z., H. Chen, A. Yip, G. Ng, F. Guo, Z.-K. Chen, and M. C. Roco. 2003. “Longitudinal Patent Analysis for Nanoscale Science and Engineering: Country, Institution and Technology Field.” Journal of Nanoparticle Research 5 (3): 333–363.
   Web of Science ®Google Scholar
• Huang, C., and Y. Wu. 2012. “State-led Technological Development: A Case of China’s Nanotechnology Development.” World Development 40 (5): 970–982.
   Web of Science ®Google Scholar
• Hullmann, A. 2007. “Measuring and Assessing the Development of Nanotechnology.” Scientometrics 70 (3): 739–758.
   Web of Science ®Google Scholar
• Jui, C.-W., A. J. Trappey, and C.-C. Fu. 2018. “Discover Patent Landscape of two-Photon Polymerization Technology for the Production of 3D Nano-Structure Using Claim-Based Approach.” Recent Patents on Nanotechnology 12 (3): 218–230.
   PubMed Web of Science ®Google Scholar
• Jung, H. J. 2014. “The Impacts of Science and Technology Policy Interventions on University Research: Evidence from the U.S. National Nanotechnology Initiative.” Research Policy 43 (1): 74–91.
   Web of Science ®Google Scholar
• Jürgens, B., and V. Herrero-Solana. 2017. “Monitoring Nanotechnology Using Patent Classifications: An Overview and Comparison of Nanotechnology Classification Schemes.” Journal of Nanoparticle Research 19 (4): 151.
   Web of Science ®Google Scholar
• Karunan, K., H. H. Lathabai, and T. Prabhakaran. 2017. “Discovering Interdisciplinary Interactions Between two Research Fields Using Citation Networks.” Scientometrics 113 (1): 335–367.
   Web of Science ®Google Scholar
• Lee, J., and S. Li. 2017. “Extending Moran's Index for Measuring Spatiotemporal Clustering of Geographic Events.” Geographical Analysis 49 (1): 36–57. doi:10.1111/gean.12106.
   Web of Science ®Google Scholar
• Leydesdorff, L., and L. Bornmann. 2012. “Mapping (USPTO) patent data using overlays to G oogle M aps.” Journal of the American Society for Information Science and Technology 63 (7): 1442–1458.
   Web of Science ®Google Scholar
• Li, X., M. Fan, Y. Zhou, J. Fu, F. Yuan, and L. Huang. 2020. “Monitoring and Forecasting the Development Trends of Nanogenerator Technology Using Citation Analysis and Text Mining.” Nano Energy 71: 104636.
   Web of Science ®Google Scholar
• Liu, X., P. Zhang, X. Li, H. Chen, Y. Dang, C. Larson, M. C. Roco, and X. Wang. 2009. “Trends for Nanotechnology Development in China, Russia, and India.” Journal of Nanoparticle Research 11 (8): 1845–1866.
   PubMed Web of Science ®Google Scholar
• Meyer, M. 2001. “Patent Citation Analysis in a Novel Field of Technology: An Exploration of Nano-Science and Nano-Technology.” Scientometrics 51 (1): 163–183.
   Web of Science ®Google Scholar
• Meyer, M., K. Debackere, and W. Glänzel. 2010. “Can Applied Science be ‘Good Science’? Exploring the Relationship Between Patent Citations and Citation Impact in Nanoscience.” Scientometrics 85 (2): 527–539.
   Web of Science ®Google Scholar
• Meyer, M., and O. Persson. 1998. “Nanotechnology-interdisciplinarity, Patterns of Collaboration and Differences in Application.” Scientometrics 42 (2): 195–205.
   Web of Science ®Google Scholar
• Milanez, D. H., L. I. L. de Faria, R. M. do Amaral, D. R. Leiva, and J. A. R. Gregolin. 2014. “Patents in Nanotechnology: An Analysis Using Macro-Indicators and Forecasting Curves.” Scientometrics 101 (2): 1097–1112. doi:10.1007/s11192-014-1244-4.
   Web of Science ®Google Scholar
• Mowery, D. C. 2011. “Nanotechnology and the US National Innovation System: Continuity and Change.” The Journal of Technology Transfer 36 (6): 697–711.
   Web of Science ®Google Scholar
• No, H. J., and Y. Park. 2010. “Trajectory Patterns of Technology Fusion: Trend Analysis and Taxonomical Grouping in Nanobiotechnology.” Technological Forecasting and Social Change 77 (1): 63–75. doi:10.1016/j.techfore.2009.06.006.
   Web of Science ®Google Scholar
• Ozcan, S., and N. Islam. 2017. “Patent Information Retrieval: Approaching a Method and Analysing Nanotechnology Patent Collaborations.” Scientometrics 111 (2): 941.
   PubMed Web of Science ®Google Scholar
• Qi, Y., N. Zhu, Y. Zhai, and Y. Ding. 2018. “The Mutually Beneficial Relationship of Patents and Scientific Literature: Topic Evolution in Nanoscience.” Scientometrics 115 (2): 893–911.
   Web of Science ®Google Scholar
• Roco, M. C. 2011. “The Long View of Nanotechnology Development: The National Nanotechnology Initiative at 10 Years.” Journal of Nanoparticle Research 13 (2): 427–445. doi:10.1007/s11051-010-0192-z.
   Web of Science ®Google Scholar
• Sampaio, P. G. V., M. O. A. Gonzalez, R. M. de Vasconcelos, M. A. T. dos Santos, J. C. de Toledo, and J. P. P. Pereira. 2018. “Photovoltaic Technologies: Mapping from Patent Analysis.” Renewable and Sustainable Energy Reviews 93: 215–224. doi:10.1016/j.rser.2018.05.033.
   Web of Science ®Google Scholar
• Shcharbin, D., N. Shcharbina, A. Shakhbazau, S. Mignani, J.-P. Majoral, and M. Bryszewska. 2015. “Phosphorus-containing Nanoparticles: Biomedical Patents Review.” Expert Opinion on Therapeutic Patents 25 (5): 539–548.
   PubMed Web of Science ®Google Scholar
• Sun, X., and K. Ding. 2018. “Identifying and Tracking Scientific and Technological Knowledge Memes from Citation Networks of Publications and Patents.” Scientometrics 116 (3): 1735–1748.
   Web of Science ®Google Scholar
• Taniguchi, N. 1974. “On the Basic Concept of Nanotechnology.” In Proceedings of the International Conference on Production Engineering, Tokyo, Part II, 18–23. Japan Society of Precision Engineering.
   Google Scholar
• Terekhov, A. I. 2015. “R & D on Carbon Nanostructures in Russia: Scientometric Analysis, 1990–2011.” Journal of Nanoparticle Research 17 (2): 1–26.
   Web of Science ®Google Scholar
• Wang, L.-Y., and Z. Dong. 2021. “Cross-domain Function Analysis and Trend Study in Chinese Construction Industry Based on Patent Semantic Analysis.” Technological Forecasting and Social Change 162: 120331.
   Web of Science ®Google Scholar
• Wang, G., and J. Guan. 2011. “Measuring Science–Technology Interactions Using Patent Citations and Author-Inventor Links: An Exploration Analysis from Chinese Nanotechnology.” Journal of Nanoparticle Research 13 (12): 6245–6262.
   Web of Science ®Google Scholar
• Wang, A.-P., C.-E. Hou, and S.-W. Hung. 2018. “Exploration of the Evolution of Nanotechnology from a Patent co-Classification Perspective.” Nanotechnology Reviews 7 (3): 233–245.
   Web of Science ®Google Scholar
• Wu, L., H. Zhu, H. Chen, and M. C. Roco. 2019. “Comparing Nanotechnology Landscapes in the US and China: A Patent Analysis Perspective.” Journal of Nanoparticle Research 21 (8): 1–20.
   PubMed Web of Science ®Google Scholar
• Yu, H., C. Devece, J. M. G. Martinez, and B. Xu. 2021. “An Analysis of the Paradox in R&D. Insight from a new Spatial Heterogeneity Model.” Technological Forecasting and Social Change 165: 120471.
   Web of Science ®Google Scholar
• Yuan, X., and Y. Cai. 2021. “Forecasting the Development Trend of low Emission Vehicle Technologies: Based on Patent Data.” Technological Forecasting and Social Change 166: 120651.
   Web of Science ®Google Scholar
• Zhang, D., C. Li, D. Jia, S. Wang, R. Li, and X. Qi. 2014. “Grinding model and material removal mechanism of medical nanometer zirconia ceramics.” Recent patents on nanotechnology 8 (1): 2–17.
   PubMed Web of Science ®Google Scholar
• Zhang, Y., M. Sulfab, and D. Fernandez. 2013. “Intellectual Property Protection Strategies for Nanotechnology.” Nanotechnology Reviews 2 (6): 725–742.
   Web of Science ®Google Scholar
• Zheng, J., Z.-Y. Zhao, X. Zhang, D.-Z. Chen, and M.-H. Huang. 2014. “International Collaboration Development in Nanotechnology: A Perspective of Patent Network Analysis.” Scientometrics 98 (1): 683–702.
   Web of Science ®Google Scholar
• Zhu, H., S. Jiang, H. Chen, and M. C. Roco. 2017. “International Perspective on Nanotechnology Papers, Patents, and NSF Awards (2000–2016).” Journal of Nanoparticle Research 19 (11): 1–11.
   Web of Science ®Google Scholar
• Zingg, R., and M. Fischer. 2018. “The Nanotechnology Patent Thicket Revisited.” Journal of Nanoparticle Research 20 (10): 1–6.
   Web of Science ®Google Scholar