Standardization and interoperability of data for both the functional and environmental performance properties of nanomaterials is essential to accelerate sustainable design.
References
Towards a European Strategy for Nanotechnology (European Commission, 2004).
Dowling, A. et al. London R. Soc. R. Acad. Eng. Rep. 46, 618–618 (2004).
Grassian, V. H. Environ. Sci. Nano 1, 8–10 (2014).
Dee, N. T. In Situ Monitoring and Control of Carbon Nanotube Synthesis (Massachusetts Institute of Technology, 2020).
Kalinin, S. V. et al. ACS Nano 10, 9068–9086 (2016).
Yan, X., Sedykh, A., Wang, W., Yan, B. & Zhu, H. Nat. Commun. 11, (2020).
Paunovska, K., Loughrey, D., Sago, C. D., Langer, R. & Dahlman, J. E. Adv. Mater. 31, 1902798 (2019).
Kim, E. et al. Chem. Mater. 29, 9436–9444 (2017).
Shi, W., Xue, K., Meshot, E. R. & Plata, D. L. Green Chem. 19, 3787–3800 (2017).
Wilkinson, M. D. et al. Sci. Data 3, 160018 (2016).
Haase, A. EU US Roadmap Nanoinformatics 2030 (EU NanoSafety Cluster, 2017); https://doi.org/10.5281/zenodo.1486012
Chetwynd, A. J., Wheeler, K. E. & Lynch, I. Nano Today 28, 100758 (2019).
Gilbertson, L. M., Zimmerman, J. B., Plata, D. L., Hutchison, J. E. & Anastas, P. T. Chem. Soc. Rev. 44, 5758–5777 (2015).
Meshot, E. R. et al. ACS Nano 3, 2477–2486 (2009).
Plata, D. L., Hart, A. J., Reddy, C. M. & Gschwend, P. M. Environ. Sci. Technol. 43, 8367–8373 (2009).
Plata, D. L., Meshot, E. R., Reddy, C. M., Hart, A. J. & Gschwend, P. M. ACS Nano 4, 7185–7192 (2010).
Falinski, M. M. et al. Nat. Nanotechnol. 13, 708–714 (2018).
Nat. Nanotechnol. 15, 83 (2020).
Author information
Authors and Affiliations
Corresponding author
Ethics declarations
Competing interests
The authors declare no competing interests.
Rights and permissions
About this article
Cite this article
Plata, D.L., Janković, N.Z. Achieving sustainable nanomaterial design though strategic cultivation of big data. Nat. Nanotechnol. 16, 612–614 (2021). https://doi.org/10.1038/s41565-021-00902-7
Published:
Issue Date:
DOI: https://doi.org/10.1038/s41565-021-00902-7
- Springer Nature Limited
This article is cited by
-
Reaching the Full Potential of Machine Learning in Mitigating Environmental Impacts of Functional Materials
Reviews of Environmental Contamination and Toxicology (2022)