Manika, J. & Roxburgh, C. The Great Changer: The Internet’s Impact on Economic Growth and Prosperity (McKinsey Global Institute, 2011).
Dunn, S., Amin, O., Shihada, B., Alouini, M.-S. What should 6G be? nut. electronic. 320–29 (2020).
Mwangama, J., Malila, B., Douglas, T., Rangaka, M. What can 5G do for healthcare in Africa? nut. electronic. 37–9 (2020).
Gohar, A. & Nencioni, G. The role of 5G technology in smart cities: The case for intelligent transportation systems. sustainability 135188 (2021).
Dai, C., Liu, X., Lai, J., Li, P., Chao, H.-C. Deep human behavior recognition architecture for smart city applications in 5G environment. IEEE Network. 33206–211 (2019).
Taleb, T., Afolabi, I. & Bagaa, M. Tailoring 5G network slices to support the industrial internet and form the next generation of smart factories. IEEE Network. 33146–154 (2019).
Al-Bawri, SS, Islam, MT, Islam, MS, Singh, MJ, Alsaif, H. MIMO antenna array with large-scale metamaterial system for 5G base stations. Science.Member of Parliament 1214311 (2022).
Hecht, J. et al. Bandwidth bottlenecks. Nature 536139–142 (2016).
I, C.-L., Han, S., Bian, S. Energy-efficient 5G for a greener future. nut. electronic. 3182–184 (2020).
Ding, Y et al. Carbon emissions and mitigation potential of his 5G base stations in China. resource. Maintain. Recycle. 182106339 (2022).
Thomas, Japan China has 2.1 million 5G base stations at the end of August: Report (RCR Wireless News, 2022); https://www.rcrwireless.com/20220923/5G/china-ends-august-2-million-5G-base-stations-report
Griggs, D. et al. Sustainable Development Goals for People and Planet. Nature 495305–307 (2013).
Guo, J., Wang, L., Zhou, W. & Wei, C. Promoting green digitalization: Evidence from China’s 5G network infrastructure. resource. Maintain. Recycle. 182106286 (2022).
Ilieva, RT & McPhearson, T. Social media data for urban sustainability. nut. last. 1553–565 (2018).
Yang, C., Li, J., Ni, Q., Anpalagan, A., Guizani, M. Maximizing energy efficiency considering interference in 5G ultra-dense networks. IEEE Trans. common. 65728–739 (2016).
Birdsey, RA Carbon storage and accumulation in U.S. forest ecosystems Vol. 59 (U.S. Department of Agriculture Forest Service, 1992).
Peng, C., Lee, S.-B., Lu, S., Luo, H., Li, H. Traffic-driven power savings in operational 3G cellular networks.in Procedures 17th Annual International Conference on Mobile Computing and Networking (Eds. Ramanathan, P., Nandagopal, T. & Levine, B.) 121–132 (Association for Computing Machinery, 2011).
Rostami, S., Heiska, K., Puchko, O., Leppanen, K. & Valkama, M. Energy efficient pre-authorization signaling for 5G and beyond mobile devices: Methodology and analysis. IEEE Trans. green commune. Net. 3418–432 (2019).
Wu, J., Zhang, Y., Zukerman, M., Yung, E.K.-N. Energy-efficient base station sleep mode techniques in green cellular networks: A survey. IEEE Commune. survive. Private tutor. 17803–826 (2015).
Yu, G., Chen, Q., and ying, R. Dual threshold sleep mode control scheme for small cells. IET community. 82008-2016 (2014).
Chamola, V. & Sikdar, B. Solar Powered Cellular Base Stations: Current Scenarios, Issues and Proposed Solutions. IEEE Commune. Mug. 54108–114 (2016).
Freeman, J.M. et al. System Advisor Model (SAM) Overview (National Renewable Energy Laboratory, 2018).
Waldman, J., Sharma, S., Afshari, S., Fekete, B. Replacing solar power as a solution to hydropower abandoned by US dam removal. nut. last. 2872–878 (2019).
Peng, W. et al. Managing China’s coal-fired power plants to address multiple environmental objectives. nut. last. 1693–701 (2018).
Wang, J. et al. Investigating the trade-off between electric heating policy and carbon reduction in China. nut. common. 116054 (2020).
Bogdanov, D. et al. A path of radical transformation towards sustainable electricity through evolutionary steps. nut. common. Ten1077 (2019).
Telecommunication industry statistics (Ministry of Industry and Information Technology of the People’s Republic of China, 2022); https://www.miit.gov.cn/gxsj/tjfx/txy/index.html
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 (Saracco, ed., R.) 1–8 (IEEE, 2010).
I, C.-L. et al. Towards green and soft: A 5G perspective. IEEE Commune. Mug. 5266–73 (2014).
Crowley, DB et al. Energyplus: Creating a new generation of building energy simulation programs. energy build. 33319–331 (2001).
Nanchang Municipal People’s Government Office, Notice on the Promotion of the 2021 Plan of the Municipal Development and Reform Commission and the National Power Grid Nanchang Power Supply Company for the Orderly Power Consumption of the Nanchang Power Grid (Nanchang Municipal People’s Government, 2021); http://www.nc.gov.cn/nc_xxgk/jsp/zfgb/ncgb_content.jsp?mid=a731211fe1094abfaea8ab348bd5ba8b
China Electricity Commission China Electric Power Industry Annual Development Report (2021) 1st edition (China Building Materials Publishing House, 2021).
Liu, Z. et al. Estimated carbon emissions from fossil fuel combustion and cement production in China. Nature 524335–338 (2015).
Yang, Y et al. Mean-field multi-agent reinforcement learning.in International conference on machine learning (Dy, JG & Krause, A. eds.) 5571–5580 (PMLR, 2018).
Yan, J., Yang, Y., Elia Campana, P. & He, J. City-level analysis of electricity prices, profits, and grid parity of unsubsidized solar power in China. nut.energy Four709–717 (2019).
Kaabeche, A., Belhamel, M. & Ibtiouen, R. Techno-economic evaluation and optimization of integrated photovoltaic/wind energy conversion systems. Sol.energy 852407–2420 (2011).
