Carbon emissions of 5G mobile networks in China

Carbon emissions of 5G mobile networks in China

References

  1. Manyika, J. & Roxburgh, C. The Great Transformer: The Impact of the Internet on Economic Growth and Prosperity (McKinsey Global Institute, 2011).

  2. Dang, S., Amin, O., Shihada, B. & Alouini, M.-S. What should 6G be? Nat. Electron. 3, 20–29 (2020).

    Article 

    Google Scholar
     

  3. Mwangama, J., Malila, B., Douglas, T. & Rangaka, M. What can 5G do for healthcare in Africa? Nat. Electron. 3, 7–9 (2020).

    Article 

    Google Scholar
     

  4. Gohar, A. & Nencioni, G. The role of 5G technologies in a smart city: the case for intelligent transportation system. Sustainability 13, 5188 (2021).

    Article 

    Google Scholar
     

  5. Dai, C., Liu, X., Lai, J., Li, P. & Chao, H.-C. Human behavior deep recognition architecture for smart city applications in the 5G environment. IEEE Netw. 33, 206–211 (2019).

    Article 

    Google Scholar
     

  6. Taleb, T., Afolabi, I. & Bagaa, M. Orchestrating 5G network slices to support industrial internet and to shape next-generation smart factories. IEEE Netw. 33, 146–154 (2019).

    Article 

    Google Scholar
     

  7. Al-Bawri, S. S., Islam, M. T., Islam, M. S., Singh, M. J. & Alsaif, H. Massive metamaterial system-loaded MIMO antenna array for 5G base stations. Sci. Rep. 12, 14311 (2022).

    Article 
    CAS 

    Google Scholar
     

  8. Hecht, J. et al. The bandwidth bottleneck. Nature 536, 139–142 (2016).

    Article 
    CAS 

    Google Scholar
     

  9. I, C.-L., Han, S. & Bian, S. Energy-efficient 5G for a greener future. Nat. Electron. 3, 182–184 (2020).

    Article 

    Google Scholar
     

  10. Ding, Y. et al. Carbon emissions and mitigation potentials of 5G base station in China. Resour. Conserv. Recycl. 182, 106339 (2022).

    Article 
    CAS 

    Google Scholar
     

  11. Tomás, J. P. China Ends August with 2.1 Million 5G Base Stations: Report (RCR Wireless News, 2022); https://www.rcrwireless.com/20220923/5G/china-ends-august-2-million-5G-base-stations-report

  12. Griggs, D. et al. Sustainable development goals for people and planet. Nature 495, 305–307 (2013).

    Article 
    CAS 

    Google Scholar
     

  13. Guo, J., Wang, L., Zhou, W. & Wei, C. Powering green digitalization: evidence from 5G network infrastructure in China. Resour. Conserv. Recycl. 182, 106286 (2022).

    Article 

    Google Scholar
     

  14. Ilieva, R. T. & McPhearson, T. Social-media data for urban sustainability. Nat. Sustain. 1, 553–565 (2018).

    Article 

    Google Scholar
     

  15. Yang, C., Li, J., Ni, Q., Anpalagan, A. & Guizani, M. Interference-aware energy efficiency maximization in 5G ultra-dense networks. IEEE Trans. Commun. 65, 728–739 (2016).

    Article 

    Google Scholar
     

  16. Birdsey, R. A. Carbon Storage and Accumulation in United States Forest Ecosystems Vol. 59 (US Department of Agriculture, Forest Service, 1992).

  17. Peng, C., Lee, S.-B., Lu, S., Luo, H. & Li, H. Traffic-driven power saving in operational 3G cellular networks. In Proc. 17th Annual International Conference on Mobile Computing and Networking (eds Ramanathan, P., Nandagopal, T. & Levine, B.) 121–132 (Association for Computing Machinery, 2011).

  18. Rostami, S., Heiska, K., Puchko, O., Leppanen, K. & Valkama, M. Pre-grant signaling for energy-efficient 5G and beyond mobile devices: method and analysis. IEEE Trans. Green Commun. Netw. 3, 418–432 (2019).

    Article 

    Google Scholar
     

  19. Wu, J., Zhang, Y., Zukerman, M. & Yung, E. K.-N. Energy-efficient base-stations sleep-mode techniques in green cellular networks: a survey. IEEE Commun. Surv. Tutor. 17, 803–826 (2015).

    Article 

    Google Scholar
     

  20. Yu, G., Chen, Q. & Yin, R. Dual-threshold sleep mode control scheme for small cells. IET Commun. 8, 2008–2016 (2014).

    Article 

    Google Scholar
     

  21. Chamola, V. & Sikdar, B. Solar powered cellular base stations: current scenario, issues and proposed solutions. IEEE Commun. Mag. 54, 108–114 (2016).

    Article 

    Google Scholar
     

  22. Freeman, J. M. et al. System Advisor Model (SAM) General Description (National Renewable Energy Lab, 2018).

  23. Waldman, J., Sharma, S., Afshari, S. & Fekete, B. Solar-power replacement as a solution for hydropower foregone in US dam removals. Nat. Sustain. 2, 872–878 (2019).

    Article 

    Google Scholar
     

  24. Peng, W. et al. Managing China’s coal power plants to address multiple environmental objectives. Nat. Sustain. 1, 693–701 (2018).

    Article 

    Google Scholar
     

  25. Wang, J. et al. Exploring the trade-offs between electric heating policy and carbon mitigation in China. Nat. Commun. 11, 6054 (2020).

    Article 
    CAS 

    Google Scholar
     

  26. Bogdanov, D. et al. Radical transformation pathway towards sustainable electricity via evolutionary steps. Nat. Commun. 10, 1077 (2019).

    Article 

    Google Scholar
     

  27. Statistics in Communication Industry (People’s Republic of China’s Ministry of Industry and Information Technology, 2022); https://www.miit.gov.cn/gxsj/tjfx/txy/index.html

  28. Arnold, O., Richter, F., Fettweis, G. & Blume, O. Power consumption modeling of different base station types in heterogeneous cellular networks. In 2010 Future Network & Mobile Summit (ed. Saracco, R.) 1–8 (IEEE, 2010).

  29. I, C.-L. et al. Toward green and soft: a 5G perspective. IEEE Commun. Mag. 52, 66–73 (2014).

    Article 

    Google Scholar
     

  30. Crawley, D. B. et al. Energyplus: creating a new-generation building energy simulation program. Energy Build. 33, 319–331 (2001).

    Article 

    Google Scholar
     

  31. Notice of the Office of the People’s Government of Nanchang City on Forwarding the 2021 Plan of the Municipal Development and Reform Commission and State Grid Nanchang Power Supply Company for Orderly Power Consumption of Nanchang Power Grid (Nanchang Municipal People’s Government, 2021); http://www.nc.gov.cn/nc_xxgk/jsp/zfgb/ncgb_content.jsp?mid=a731211fe1094abfaea8ab348bd5ba8b

  32. China Electricity Council Annual Development Report of China’s Power Industry (2021) 1st edn (China Building Materials Press, 2021).

  33. Liu, Z. et al. Reduced carbon emission estimates from fossil fuel combustion and cement production in China. Nature 524, 335–338 (2015).

    Article 
    CAS 

    Google Scholar
     

  34. Yang, Y. et al. Mean field multi-agent reinforcement learning. In International Conference on Machine Learning (eds Dy, J. G. & Krause, A.) 5571–5580 (PMLR, 2018).

  35. Yan, J., Yang, Y., Elia Campana, P. & He, J. City-level analysis of subsidy-free solar photovoltaic electricity price, profits and grid parity in China. Nat. Energy 4, 709–717 (2019).

    Article 
    CAS 

    Google Scholar
     

  36. Kaabeche, A., Belhamel, M. & Ibtiouen, R. Techno-economic valuation and optimization of integrated photovoltaic/wind energy conversion system. Sol. Energy 85, 2407–2420 (2011).

    Article 

    Google Scholar
     

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