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Consider ethical and social challenges in smart grid research

Artificial intelligence and machine learning are increasingly seen as key technologies for building more decentralized and resilient energy grids. However, researchers must consider the ethical and social implications of these developments.

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References

  1. Ramchurn, S. D., Vytelingum, P., Rogers, A. & Jennings, N. R. Commun. ACM 55, 86–97 (2012).

    Article  Google Scholar 

  2. Grundy, A. Current https://www.current-news.co.uk/news/over-50-000-daily-smart-meter-installs-needed-to-meet-2020-target (2019).

  3. Orkney Islands Council https://www.orkney.gov.uk/OIC-News/285m-ReFLEX-Orkney-project-to-create-a-smart-energy-island.htm (2019).

  4. Community Energy Scotland https://www.communityenergyscotland.org.uk/projects.asp (2019).

  5. Andoni, M. et al. Renew. Sustain. Energy Rev. 100, 143–174 (2018).

    Article  Google Scholar 

  6. Floridi, L. Nat. Mach. Intell. 1, 261–262 (2019).

    Article  Google Scholar 

  7. Parson, O., Ghosh, S., Weal, M. & Rogers, A. in Proc. 26th International Conference on Artificial Intelligence (AAAI, 2012).

  8. Kolter, J. A. & Jaakkola, T. Proc. 15th International Conference on Artificial Intelligence and Statistics 1472–1482 (PMLR, 2012).

  9. Mokhtar, M. et al. in Proc. 9th IEEE International Conference Smart Grid Technology (IEEE, 2019).

  10. Robu, V. et al. J. Artif. Intell. Res. 48, 175–230 (2013).

    Article  MathSciNet  Google Scholar 

  11. Ma, H., Robu, V., Li, N. & Parkes, D. C. in Proc. 25th International Joint Conference on AI 352–358 (IJCAI, 2016).

  12. Kota, R. Chalkiadakis, G., Robu, V., Rogers, A. & Jennings, N. R. in Proc. 7th Conference on Prestigious Applications of Intelligent Systems 969–974 (ACM, 2012).

  13. Bitcoin, Blockchain, and the Energy Sector (US Congressional Research Service, 2019).

  14. Sloane, M. & Moss, E. Nat. Mach. Intell. 1, 330–331 (2019).

    Article  Google Scholar 

  15. Costanza, E. et al. in Proc. SIGCHI Conference on Human Factors in Computing Systems 813–822 (ACM, 2014).

  16. Alam, M., Alan, A. T., Rogers, A. & Ramchurn, S. D. in Proc. ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation 32 (ACM, 2013).

  17. Ramchurn, S. et al. in Proc. 12th International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS, 2013).

  18. Andoni, M., Robu, V., Fruh, W.-G. & Flynn, D. Appl. Energy 201, 174–187 (2017).

    Article  Google Scholar 

  19. Etukudor, C. et al. in Proc. 2009 IEEE Power Africa Conference (IEEE, 2019).

  20. Alam, M., Ramchurn, S. D. & Rogers, A. in Proc. 12th International Conference on Autonomous Agents and Multi-Agent Systems 731–738 (AAMAS, 2013).

  21. Sharma, S. & Abhyankar, A. R. IEEE Trans. Power Sys. 32, 1369–1377 (2017).

    Google Scholar 

  22. Norbu, S. & Bandyopadhyay, S. Energy 135, 466–475 (2017).

    Article  Google Scholar 

  23. Oluwasuji, O. I., Malik, O., Zhang, J. & Ramchurn, S. D. in Proc. 27th International Joint Conference on AI 1590–1596 (IJCAI, 2018).

  24. Gov.UK https://www.gov.uk/government/news/offshore-wind-energy-revolution-to-provide-a-third-of-all-uk-electricity-by-2030 (2019).

Download references

Acknowledgements

The authors would like to acknowledge the support of the UK Research Councils through the CESI projects CESI (EP/P001173/1), CEDRI (EP/R008655/1), NCEWS (KTP:510925) and Reflex (InnovateUK: 104780).

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Correspondence to Valentin Robu.

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Robu, V., Flynn, D., Andoni, M. et al. Consider ethical and social challenges in smart grid research. Nat Mach Intell 1, 548–550 (2019). https://doi.org/10.1038/s42256-019-0120-6

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  • DOI: https://doi.org/10.1038/s42256-019-0120-6

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