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Usage impact on data center electricity needs: A system dynamic forecasting model

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  1. Sermsuk, Maytungkorn & Sukjai, Yanin & Wiboonrat, Montri & Kiatkittipong, Kunlanan, 2022. "Feasibility study of a combined system of electricity generation and cooling from liquefied natural gas to reduce the electricity cost of data centres," Energy, Elsevier, vol. 254(PA).
  2. José Rubio-León & José Rubio-Cienfuegos & Cristian Vidal-Silva & Jesennia Cárdenas-Cobo & Vannessa Duarte, 2023. "Applying Fuzzy Time Series for Developing Forecasting Electricity Demand Models," Mathematics, MDPI, vol. 11(17), pages 1-18, August.
  3. Mengshu, Shi & Yuansheng, Huang & Xiaofeng, Xu & Dunnan, Liu, 2021. "China's coal consumption forecasting using adaptive differential evolution algorithm and support vector machine," Resources Policy, Elsevier, vol. 74(C).
  4. Guo, Yuxiang & Qu, Shengli & Wang, Chuang & Xing, Ziwen & Duan, Kaiwen, 2024. "Optimal dynamic thermal management for data center via soft actor-critic algorithm with dynamic control interval and combined-value state space," Applied Energy, Elsevier, vol. 373(C).
  5. Kandasamy, Ranjith & Ho, Jin Yao & Liu, Pengfei & Wong, Teck Neng & Toh, Kok Chuan & Chua, Sunshine Jr, 2022. "Two-phase spray cooling for high ambient temperature data centers: Evaluation of system performance," Applied Energy, Elsevier, vol. 305(C).
  6. Castro, Vitor & Georgiou, Marios & Jackson, Thomas & Hodgkinson, Ian R. & Jackson, Lisa & Lockwood, Steve, 2024. "Digital data demand and renewable energy limits: Forecasting the impacts on global electricity supply and sustainability," Energy Policy, Elsevier, vol. 195(C).
  7. Lei Su & Wenxiang Wu & Wanli Feng & Junda Qin & Yuqi Ao, 2024. "Collaborative Planning of Distribution Network, Data Centres and Renewable Energy in the Power Distribution IoT via Interval Optimization," Energies, MDPI, vol. 17(15), pages 1-26, July.
  8. He, Wei & Ding, Su & Zhang, Jifang & Pei, Chenchen & Zhang, Zhiheng & Wang, Yulin & Li, Hailong, 2021. "Performance optimization of server water cooling system based on minimum energy consumption analysis," Applied Energy, Elsevier, vol. 303(C).
  9. Amine Bouaouda & Karim Afdel & Rachida Abounacer, 2024. "Unveiling Genetic Reinforcement Learning (GRLA) and Hybrid Attention-Enhanced Gated Recurrent Unit with Random Forest (HAGRU-RF) for Energy-Efficient Containerized Data Centers Empowered by Solar Ener," Sustainability, MDPI, vol. 16(11), pages 1-28, May.
  10. Chen, Xiaoyuan & Jiang, Shan & Chen, Yu & Lei, Yi & Zhang, Donghui & Zhang, Mingshun & Gou, Huayu & Shen, Boyang, 2022. "A 10 MW class data center with ultra-dense high-efficiency energy distribution: Design and economic evaluation of superconducting DC busbar networks," Energy, Elsevier, vol. 250(C).
  11. Feng, Yanchao & Yan, Tong & Zhang, Ci & Zhang, Zhenhua & Pan, Yuxi, 2025. "Assessing the internal nexus of energy transition at the global level: Insights from triple aspects of scale, structure, and efficiency," Energy, Elsevier, vol. 320(C).
  12. Natalija Gelvanovska-Garcia & Vaiva Ma?iul? & Carlo Maria Rossotto, 2024. "Advancing Cloud and Data Infrastructure Markets," World Bank Publications - Books, The World Bank Group, number 41587, April.
  13. Madlener, Reinhard & Sheykhha, Siamak & Briglauer, Wolfgang, 2022. "The electricity- and CO2-saving potentials offered by regulation of European video-streaming services," Energy Policy, Elsevier, vol. 161(C).
  14. Taheri, Seyed Danial Mohseni & Nadarajah, Selvaprabu & Trivella, Alessio, 2025. "Physical vs Virtual corporate power purchase agreements: Meeting renewable targets amid demand and price uncertainty," European Journal of Operational Research, Elsevier, vol. 320(1), pages 256-270.
  15. Liu, Min & Liu, Hong-Fei & Lee, Chien-Chiang, 2024. "An empirical study on the response of the energy market to the shock from the artificial intelligence industry," Energy, Elsevier, vol. 288(C).
  16. Tian, Tong & Wang, Xinyue & Liu, Yang & Yang, Xuan & Sun, Bo & Li, Ji, 2023. "Nano-engineering enabled heat pipe battery: A powerful heat transfer infrastructure with capability of power generation," Applied Energy, Elsevier, vol. 348(C).
  17. Sudipto Mondal & Fashat Bin Faruk & Dibosh Rajbongshi & Mohammad Masum Khondhoker Efaz & Md. Motaharul Islam, 2023. "GEECO: Green Data Centers for Energy Optimization and Carbon Footprint Reduction," Sustainability, MDPI, vol. 15(21), pages 1-28, October.
  18. Anthony Chukwuemeka Nwachukwu & Andrzej Karbowski, 2024. "Solution of the Simultaneous Routing and Bandwidth Allocation Problem in Energy-Aware Networks Using Augmented Lagrangian-Based Algorithms and Decomposition," Energies, MDPI, vol. 17(5), pages 1-23, March.
  19. Matthias Gotsch & Carsten Gandenberger & Luisa Serafimov & Mathias Miemiec, 2023. "Top‐down and bottom‐up strategies for the implementation of corporate social responsibility: A qualitative survey of an international IT services company," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 30(4), pages 1645-1663, July.
  20. Babasola Osibo & Simisola Adamo, 2023. "Data Centers and Green Energy: Paving the Way for a Sustainable Digital Future," International Journal of Latest Technology in Engineering, Management & Applied Science, International Journal of Latest Technology in Engineering, Management & Applied Science (IJLTEMAS), vol. 12(11), pages 15-30, November.
  21. Cho, Jinkyun & Park, Beungyong & Jang, Seungmin, 2022. "Development of an independent modular air containment system for high-density data centers: Experimental investigation of row-based cooling performance and PUE," Energy, Elsevier, vol. 258(C).
  22. Altanshagai Batmunkh, 2022. "Carbon Footprint of The Most Popular Social Media Platforms," Sustainability, MDPI, vol. 14(4), pages 1-10, February.
  23. Ji, Haoran & Chen, Sirui & Yu, Hao & Li, Peng & Yan, Jinyue & Song, Jieying & Wang, Chengshan, 2022. "Robust operation for minimizing power consumption of data centers with flexible substation integration," Energy, Elsevier, vol. 248(C).
  24. Robert Istrate & Victor Tulus & Robert N. Grass & Laurent Vanbever & Wendelin J. Stark & Gonzalo Guillén-Gosálbez, 2024. "The environmental sustainability of digital content consumption," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
  25. Da Wang & Chongsen Ma & Yun Chen & Ai Wen & Mengjun Hu & Qi Luo, 2024. "Carbon Reduction Effects in Transport Infrastructure: The Mediating Roles of Collusive Behavior and Digital Control Technologies," Sustainability, MDPI, vol. 16(19), pages 1-18, September.
  26. Wu, Zemin & Wu, Qiuwei & Yu, Xianyu & Wang, Qunwei & Tan, Jin, 2024. "Exploring phase-out path of China's coal power plants with its dynamic impact on electricity balance," Energy Policy, Elsevier, vol. 187(C).
  27. Du, Juntao & Shen, Zhiyang & Song, Malin & Zhang, Linda, 2023. "Nexus between digital transformation and energy technology innovation: An empirical test of A-share listed enterprises," Energy Economics, Elsevier, vol. 120(C).
  28. Ihnat Ruksha & Andrzej Karbowski, 2022. "Decomposition Methods for the Network Optimization Problem of Simultaneous Routing and Bandwidth Allocation Based on Lagrangian Relaxation," Energies, MDPI, vol. 15(20), pages 1-28, October.
  29. Zehua Yu & Zheng Li & Linwei Ma, 2023. "Strategies for the Resilience of Power-Coal Supply Chains in Low-Carbon Energy Transition: A System Dynamics Model and Scenario Analysis of China up to 2060," Sustainability, MDPI, vol. 15(9), pages 1-19, April.
  30. Chen, Xiaoyuan & Jiang, Shan & Chen, Yu & Zou, Zhice & Shen, Boyang & Lei, Yi & Zhang, Donghui & Zhang, Mingshun & Gou, Huayu, 2022. "Energy-saving superconducting power delivery from renewable energy source to a 100-MW-class data center," Applied Energy, Elsevier, vol. 310(C).
  31. Xue, Yan & Tang, Chang & Wu, Haitao & Liu, Jianmin & Hao, Yu, 2022. "The emerging driving force of energy consumption in China: Does digital economy development matter?," Energy Policy, Elsevier, vol. 165(C).
  32. Maytungkorn Sermsuk & Yanin Sukjai & Montri Wiboonrat & Kunlanan Kiatkittipong, 2021. "Utilising Cold Energy from Liquefied Natural Gas (LNG) to Reduce the Electricity Cost of Data Centres," Energies, MDPI, vol. 14(19), pages 1-17, October.
  33. Na Huang & Xiang Li & Quanming Xu & Ronghao Chen & Huidong Chen & Aidong Chen, 2023. "Artificial Intelligence-Based Temperature Twinning and Pre-Control for Data Center Airflow Organization," Energies, MDPI, vol. 16(16), pages 1-15, August.
  34. Chen, Boyu & Che, Yanbo & Zheng, Zhihao & Zhao, Shuaijun, 2023. "Multi-objective robust optimal bidding strategy for a data center operator based on bi-level optimization," Energy, Elsevier, vol. 269(C).
  35. Lei Wen & Anqi Wang, 2023. "System dynamics model of Beijing urban public transport carbon emissions based on carbon neutrality target," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(11), pages 12681-12706, November.
  36. Wang, Kaifeng & Ye, Lin & Yang, Shihui & Deng, Zhanfeng & Song, Jieying & Li, Zhuo & Zhao, Yongning, 2023. "A hierarchical dispatch strategy of hybrid energy storage system in internet data center with model predictive control," Applied Energy, Elsevier, vol. 331(C).
  37. Shize Qin & Lena Klaa{ss}en & Ulrich Gallersdorfer & Christian Stoll & Da Zhang, 2020. "Bitcoin's future carbon footprint," Papers 2011.02612, arXiv.org, revised Jan 2021.
  38. Chen, Xiaoyuan & Zhang, Mingshun & Jiang, Shan & Gou, Huayu & Zhou, Pang & Yang, Ruohuan & Shen, Boyang, 2023. "Energy reliability enhancement of a data center/wind hybrid DC network using superconducting magnetic energy storage," Energy, Elsevier, vol. 263(PA).
  39. Hao, Yueting & Zhou, Haojie & Tian, Tong & Zhang, Wei & Zhou, Xin & Shen, Qingfei & Wu, Tong & Li, Ji, 2025. "Data centers waste heat recovery technologies: Review and evaluation," Applied Energy, Elsevier, vol. 384(C).
  40. Granda, Mariusz & Trojan, Marcin & Taler, Jan & Taler, Dawid, 2025. "Transient modelling of heat exchangers using a steady-state model for low heat capacity media," Energy, Elsevier, vol. 327(C).
  41. Giorgio Villa & Josè Luis Corrales Ciganda & Gianluca Abrami & Tommaso Toppi, 2025. "Absorption Heat Transformer and Vapor Compression Heat Pump as Alternative Options for Waste Heat Upgrade in the Industry," Energies, MDPI, vol. 18(13), pages 1-23, June.
  42. Cho, Jinkyun, 2024. "Optimal supply air temperature with respect to data center operational stability and energy efficiency in a row-based cooling system under fault conditions," Energy, Elsevier, vol. 288(C).
  43. Li, Weiwei & Qian, Tong & Zhang, Yin & Shen, Yueqing & Wu, Chenghu & Tang, Wenhu, 2023. "Distributionally robust chance-constrained planning for regional integrated electricity–heat systems with data centers considering wind power uncertainty," Applied Energy, Elsevier, vol. 336(C).
  44. Fanyu Pu & Songyan Jiang & Ling Zhang, 2023. "Future scenarios of China’s electric vehicle ownership: A modeling study based on system dynamic approach," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 25(9), pages 10017-10028, September.
  45. Saleh M. Altowaijri, 2025. "Dynamic and Stochastic Models for Application Management in Distributed Computing Systems," Mathematics, MDPI, vol. 13(4), pages 1-26, February.
  46. Jin, Haowei & Guo, Jue & Tang, Lei & Du, Pei, 2024. "Long-term electricity demand forecasting under low-carbon energy transition: Based on the bidirectional feedback between power demand and generation mix," Energy, Elsevier, vol. 286(C).
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