Design of new energy market indicator system and dynamic risk assessment based on graph neural network: enhancing market monitoring and forecasting capability

[1] [1] Mi, Z., Zheng, J., Meng, J., Shan, Y., Zheng, H., Ou, J., … & Wei, Y. M. (2018). China’s energy consumption in the new normal. Earth’s Future, 6(7), 1007–1016. Mi Z. Zheng J. Meng J. Shan Y. Zheng H. Ou J. Wei Y. M. ( 2018 ). China’s energy consumption in the new normal . Earth’s Future , 6 ( 7 ), 1007 – 1016 . Search in Google Scholar

[2] [2] Gunnarsdóttir, I., Davidsdottir, B., Worrell, E., & Sigurgeirsdóttir, S. (2020). Review of indicators for sustainable energy development. Renewable and Sustainable Energy Reviews, 133, 110294. Gunnarsdóttir I. Davidsdottir B. Worrell E. Sigurgeirsdóttir S. ( 2020 ). Review of indicators for sustainable energy development . Renewable and Sustainable Energy Reviews , 133 , 110294 . Search in Google Scholar

[3] [3] Yu, L., Xue, B., Stückrad, S., Thomas, H., & Cai, G. (2020). Indicators for energy transition targets in China and Germany: A text analysis. Ecological indicators, 111, 106012. Yu L. Xue B. Stückrad S. Thomas H. Cai G. ( 2020 ). Indicators for energy transition targets in China and Germany: A text analysis . Ecological indicators , 111 , 106012 . Search in Google Scholar

[4] [4] Al Asbahi, A. A. M. H., Gang, F. Z., Iqbal, W., Abass, Q., Mohsin, M., & Iram, R. (2019). Novel approach of Principal Component Analysis method to assess the national energy performance via Energy Trilemma Index. Energy Reports, 5, 704–713. Al Asbahi A. A. M. H. Gang F. Z. Iqbal W. Abass Q. Mohsin M. Iram R. ( 2019 ). Novel approach of Principal Component Analysis method to assess the national energy performance via Energy Trilemma Index . Energy Reports , 5 , 704 – 713 . Search in Google Scholar

[5] [5] Zhu, Y., Zhou, S., Feng, Y., Hu, Z., & Yuan, L. (2017). Influences of solar energy on the energy efficiency design index for new building ships. International Journal of Hydrogen Energy, 42(30), 19389–19394. Zhu Y. Zhou S. Feng Y. Hu Z. Yuan L. ( 2017 ). Influences of solar energy on the energy efficiency design index for new building ships . International Journal of Hydrogen Energy , 42 ( 30 ), 19389 – 19394 . Search in Google Scholar

[6] [6] Miremadi, I., Saboohi, Y., & Jacobsson, S. (2018). Assessing the performance of energy innovation systems: Towards an established set of indicators. Energy Research & Social Science, 40, 159–176. Miremadi I. Saboohi Y. Jacobsson S. ( 2018 ). Assessing the performance of energy innovation systems: Towards an established set of indicators . Energy Research & Social Science , 40 , 159 – 176 . Search in Google Scholar

[7] [7] Razmjoo, A. A., Sumper, A., & Davarpanah, A. (2019). Development of sustainable energy indexes by the utilization of new indicators: A comparative study. Energy reports, 5, 375–383. Razmjoo A. A. Sumper A. Davarpanah A. ( 2019 ). Development of sustainable energy indexes by the utilization of new indicators: A comparative study . Energy reports , 5 , 375 – 383 . Search in Google Scholar

[8] [8] Acuna, L. G., Padilla, R. V., & Mercado, A. S. (2017). Measuring reliability of hybrid photovoltaic-wind energy systems: A new indicator. Renewable Energy, 106, 68–77. Acuna L. G. Padilla R. V. Mercado A. S. ( 2017 ). Measuring reliability of hybrid photovoltaic-wind energy systems: A new indicator . Renewable Energy , 106 , 68 – 77 . Search in Google Scholar

[9] [9] Bellamy, L. (2014). Towards the development of new energy performance indicators for the external walls of residential buildings. Energy and buildings, 68, 696–702. Bellamy L. ( 2014 ). Towards the development of new energy performance indicators for the external walls of residential buildings . Energy and buildings , 68 , 696 – 702 . Search in Google Scholar

[10] [10] Wang, Y., Zhang, L., Song, Y., Han, K., Zhang, Y., Zhu, Y., & Kang, L. (2024). State-of-the-art review on evaluation indicators of integrated intelligent energy from different perspectives. Renewable and Sustainable Energy Reviews, 189, 113835. Wang Y. Zhang L. Song Y. Han K. Zhang Y. Zhu Y. Kang L. ( 2024 ). State-of-the-art review on evaluation indicators of integrated intelligent energy from different perspectives . Renewable and Sustainable Energy Reviews , 189 , 113835 . Search in Google Scholar

[11] [11] Gunnarsdottir, I., Davidsdottir, B., Worrell, E., & Sigurgeirsdóttir, S. J. E. P. (2022). Indicators for sustainable energy development: An Icelandic case study. Energy Policy, 164, 112926. Gunnarsdottir I. Davidsdottir B. Worrell E. Sigurgeirsdóttir S. J. E. P. ( 2022 ). Indicators for sustainable energy development: An Icelandic case study . Energy Policy , 164 , 112926 . Search in Google Scholar

[12] [12] Song, Y., Zhang, M., & Sun, R. (2019). Using a new aggregated indicator to evaluate China’s energy security. Energy Policy, 132, 167–174. Song Y. Zhang M. Sun R. ( 2019 ). Using a new aggregated indicator to evaluate China’s energy security . Energy Policy , 132 , 167 – 174 . Search in Google Scholar

[13] [13] Bucur, C., Tudorică, B. G., Oprea, S. V., Nancu, D., & Duşmănescu, D. M. (2021). Insights into energy indicators analytics towards European green energy transition using statistics and self-organizing maps. IEEE Access, 9, 64427–64444. Bucur C. Tudorică B. G. Oprea S. V. Nancu D. Duşmănescu D. M. ( 2021 ). Insights into energy indicators analytics towards European green energy transition using statistics and self-organizing maps . IEEE Access , 9 , 64427 – 64444 . Search in Google Scholar

[14] [14] Bianco, G., Bonvini, B., Bracco, S., Delfino, F., Laiolo, P., & Piazza, G. (2021). Key performance indicators for an energy community based on sustainable technologies. Sustainability, 13(16), 8789. Bianco G. Bonvini B. Bracco S. Delfino F. Laiolo P. Piazza G. ( 2021 ). Key performance indicators for an energy community based on sustainable technologies . Sustainability , 13 ( 16 ), 8789 . Search in Google Scholar

[15] [15] LePoire, D. (2013). Potential economic and energy indicators of inflection in complexity. Evolution, 3, 108–118. LePoire D. ( 2013 ). Potential economic and energy indicators of inflection in complexity . Evolution , 3 , 108 – 118 . Search in Google Scholar

[16] [16] Dingbang, C., Cang, C., Qing, C., Lili, S., & Caiyun, C. (2021). Does new energy consumption conducive to controlling fossil energy consumption and carbon emissions?-Evidence from China. Resources policy, 74, 102427. Dingbang C. Cang C. Qing C. Lili S. Caiyun C. ( 2021 ). Does new energy consumption conducive to controlling fossil energy consumption and carbon emissions?-Evidence from China . Resources policy , 74 , 102427 . Search in Google Scholar

[17] [17] Jiang, Z., Lyu, P., Ye, L., & wenqian Zhou, Y. (2020). Green innovation transformation, economic sustainability and energy consumption during China’s new normal stage. Journal of Cleaner Production, 273, 123044. Jiang Z. Lyu P. Ye L. wenqian Zhou Y. ( 2020 ). Green innovation transformation, economic sustainability and energy consumption during China’s new normal stage . Journal of Cleaner Production , 273 , 123044 . Search in Google Scholar

[18] [18] Ahmed Hany Elgamal, Mehdi Shahrestani & Maria Vahdati. (2024). Simultaneous sizing and energy management of multi-energy Virtual Power Plants operating in regulated energy markets. International Journal of Electrical Power and Energy Systems110171–110171. Elgamal Ahmed Hany Shahrestani Mehdi Vahdati Maria ( 2024 ). Simultaneous sizing and energy management of multi-energy Virtual Power Plants operating in regulated energy markets . International Journal of Electrical Power and Energy Systems 110171 – 110171 . Search in Google Scholar

[19] [19] Javier Cifuentes Faura, Kamel Si Mohammed & Hind Alofaysan. (2024). The connectedness and structural changes among green and conventional energy markets with CO2 emissions in the United States. Economic Analysis and Policy80–94. Faura Javier Cifuentes Mohammed Kamel Si Alofaysan Hind ( 2024 ). The connectedness and structural changes among green and conventional energy markets with CO2 emissions in the United States . Economic Analysis and Policy 80 – 94 . Search in Google Scholar

[20] [20] Chen Xiaowei, Wang Harry Haoxiang & Tian Bin. (2022). Retraction Note: Visualization model of big data based on self-organizing feature map neural network and graphic theory for smart cities. Cluster Computing(Suppl 1),151–151. Xiaowei Chen Haoxiang Wang Harry Bin Tian ( 2022 ). Retraction Note: Visualization model of big data based on self-organizing feature map neural network and graphic theory for smart cities . Cluster Computing (Suppl 1 ), 151 – 151 . Search in Google Scholar

[21] [21] Dong Zhejia. (2020). Research on Medical Image Registration Based on Graphic Neural Network Reinforcement Learning. Journal of Physics: Conference Series(1),012131-. Zhejia Dong ( 2020 ). Research on Medical Image Registration Based on Graphic Neural Network Reinforcement Learning . Journal of Physics: Conference Series ( 1 ), 012131 -. Search in Google Scholar