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Data-driven probabilistic machine learning in sustainable smart energy/smart energy systems: Key developments, challenges, and future research opportunities in the context of smart grid paradigm

Citations

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  1. Hasanien, Hany M. & Alsaleh, Ibrahim & Alassaf, Abdullah, 2024. "Impact of electric vehicles and wave energy systems on OPF of power networks using hybrid Osprey-PSO approach," Energy, Elsevier, vol. 308(C).
  2. Østergaard, P.A. & Lund, H. & Thellufsen, J.Z. & Sorknæs, P. & Mathiesen, B.V., 2022. "Review and validation of EnergyPLAN," Renewable and Sustainable Energy Reviews, Elsevier, vol. 168(C).
  3. Zhao, Chuandang & Tu, Jiancheng & Zhang, Xiaoxuan & Xu, Jiuping & Østergaard, Poul Alberg, 2025. "Predict-then-optimise based day-ahead scheduling towards demand response and hybrid renewable generation for wastewater treatment," Applied Energy, Elsevier, vol. 384(C).
  4. Fasogbon, Samson Kolawole & Fetuga, Ibrahim Ademola & Oyeniran, Ayodele Temitope & Shaibu, Samuel Adavize & Afolabi, Samuel & Ndokwu, Tochukwu Anthony & Oluwadare, Seyi Rufus & Onafowokan, John Temito, 2025. "Optimization of energy grid efficiency with machine learning: A comprehensive review of challenges and opportunities," Renewable and Sustainable Energy Reviews, Elsevier, vol. 223(C).
  5. Ardabili, Babak Rahimi & Danesh Pazho, Armin & Alinezhad Noghre, Ghazal & Katariya, Vinit & Hull, Gordon & Reid, Shannon & Tabkhi, Hamed, 2024. "Exploring Public's perception of safety and video surveillance technology: A survey approach," Technology in Society, Elsevier, vol. 78(C).
  6. Basaran, Kivanc & Siano, Pierluigi & Abdelkader, Messlem & Candan, Alper Kağan & Mohammadpour Kivi, Mohsen & Sakib, Nazmus & Arikuşu, Yılmaz Seryar & Lazaroiu, George Cristian, 2026. "A comprehensive survey of distributed optimization methods and technological enablers for sustainable energy communities," Energy, Elsevier, vol. 344(C).
  7. Li, Zhiyi & Hu, Boqiang & Bao, Yifei & Wang, Yifei, 2025. "Supply chain digitalization, green technology innovation and corporate energy efficiency," Energy Economics, Elsevier, vol. 142(C).
  8. Buonomano, Annamaria & Forzano, Cesare & Giuzio, Giovanni Francesco & Maka, Robert & Palombo, Adolfo & Russo, Giuseppe, 2026. "Optimising renewable energy community aggregation for urban districts decarbonisation," Renewable and Sustainable Energy Reviews, Elsevier, vol. 226(PD).
  9. Hussein, Jelili Babatunde & Workneh, Tilahun Seyoum & Kassim, Alaika & Ntsowe, Khuthadzo & Melesse, Sileshi F. & El-Mesery, Hany S. & Zicheng, Hu, 2025. "A review of the use of artificial intelligence in renewable energy for food processing and preservation process optimisation, challenges, and future prospects," Renewable and Sustainable Energy Reviews, Elsevier, vol. 223(C).
  10. Li, Heng & Kayae, Altan, 2025. "Predicting energy consumption in Mexico: Integrating environmental, economic, and energy data with machine learning techniques for sustainable development," Energy, Elsevier, vol. 324(C).
  11. Schmitt, Thomas & Mattsson, Sandra & Flores-García, Erik & Hanson, Lars, 2025. "Achieving energy efficiency in industrial manufacturing," Renewable and Sustainable Energy Reviews, Elsevier, vol. 216(C).
  12. Rao, Amar & Kumar, Satish & Karim, Sitara, 2024. "Accelerating renewables: Unveiling the role of green energy markets," Applied Energy, Elsevier, vol. 366(C).
  13. Germán Arana-Landín & Naiara Uriarte-Gallastegi & Beñat Landeta-Manzano & Iker Laskurain-Iturbe, 2023. "The Contribution of Lean Management—Industry 4.0 Technologies to Improving Energy Efficiency," Energies, MDPI, vol. 16(5), pages 1-19, February.
  14. Qian, Yu & Xu, Zeshui & Qin, Yong & Gou, Xunjie, 2025. "A critical review on the multidimensional complexity of sustainable energy development," Applied Energy, Elsevier, vol. 394(C).
  15. Muqing Wu & Qingsu He & Yuping Liu & Ziqiang Zhang & Zhongwen Shi & Yifan He, 2022. "Machine Learning Techniques for Decarbonizing and Managing Renewable Energy Grids," Sustainability, MDPI, vol. 14(21), pages 1-13, October.
  16. Couraud, Benoit & Andoni, Merlinda & Robu, Valentin & Norbu, Sonam & Chen, Si & Flynn, David, 2023. "Responsive FLEXibility: A smart local energy system," Renewable and Sustainable Energy Reviews, Elsevier, vol. 182(C).
  17. Lozano Medina, Juan Carlos & Henríquez Concepción, Vicente & León Zerpa, Federico Antonio & Mendieta Pino, Carlos A., 2024. "Gran Canaria energy system: Integration of the chira-soria pumped hydroelectric power plant and analysis of weekly daily demand patterns for the year 2023," Renewable Energy, Elsevier, vol. 232(C).
  18. Guo, Qingbin & Peng, Yanqing & Luo, Kang, 2025. "The impact of artificial intelligence on energy environmental performance: Empirical evidence from cities in China," Energy Economics, Elsevier, vol. 141(C).
  19. Zhao, Shikuan & Hunjra, Ahmed Imran & Battisti, Enrico & Zhu, Zhimeng, 2025. "Technology lock-in or innovation breakthrough: Global energy mix transformation driven by technological innovation," Energy Economics, Elsevier, vol. 149(C).
  20. Fontoura, Leonardo & Luiz de Mattos Nascimento, Daniel & Neto, Julio Vieira & Gusmão Caiado, Rodrigo Goyannes, 2025. "Energy Gen-AI technology framework: A perspective of energy efficiency and business ethics in operation management," Technology in Society, Elsevier, vol. 81(C).
  21. Ma, Jinjin & Yang, Lin & Wang, Donghan & Li, Yiming & Xie, Zuomiao & Lv, Haodong & Woo, Donghyup, 2024. "Digitalization in response to carbon neutrality: Mechanisms, effects and prospects," Renewable and Sustainable Energy Reviews, Elsevier, vol. 191(C).
  22. Leherbauer, Dominik & Schulz, Julia & Egyed, Alexander & Hehenberger, Peter, 2025. "Demand-side management in less energy-intensive industries: A systematic mapping study," Renewable and Sustainable Energy Reviews, Elsevier, vol. 212(C).
  23. Zhu, Yunlong & Dong, Zhe & Cheng, Zhonghua & Huang, Xiaojin & Dong, Yujie & Zhang, Zuoyi, 2023. "Neural network extended state-observer for energy system monitoring," Energy, Elsevier, vol. 263(PA).
  24. Hoseinzadeh, Siamak & Garcia, Davide Astiaso, 2024. "Can AI predict the impact of its implementation in greenhouse farming?," Renewable and Sustainable Energy Reviews, Elsevier, vol. 197(C).
  25. Arman Goudarzi & Farzad Ghayoor & Muhammad Waseem & Shah Fahad & Issa Traore, 2022. "A Survey on IoT-Enabled Smart Grids: Emerging, Applications, Challenges, and Outlook," Energies, MDPI, vol. 15(19), pages 1-32, September.
  26. Mousavi, Rashin & Mousavi, Arash & Mousavi, Yashar & Tavasoli, Mahsa & Arab, Aliasghar & Kucukdemiral, Ibrahim Beklan & Alfi, Alireza & Fekih, Afef, 2025. "Revolutionizing solar energy resources: The central role of generative AI in elevating system sustainability and efficiency," Applied Energy, Elsevier, vol. 382(C).
  27. Satpathy, Priya Ranjan & Ramachandaramurthy, Vigna Kumaran, 2026. "Artificial intelligence and machine learning for distributed energy resource management systems: Applications, frameworks, and future directions," Applied Energy, Elsevier, vol. 403(PB).
  28. Kapp, Sean & Choi, Jun-Ki & Hong, Taehoon, 2023. "Predicting industrial building energy consumption with statistical and machine-learning models informed by physical system parameters," Renewable and Sustainable Energy Reviews, Elsevier, vol. 172(C).
  29. Khan, Noman & Khan, Samee Ullah & Baik, Sung Wook, 2023. "Deep dive into hybrid networks: A comparative study and novel architecture for efficient power prediction," Renewable and Sustainable Energy Reviews, Elsevier, vol. 182(C).
  30. Liu, Tianhao & Shan, Linke & Jiang, Meihui & Li, Fangning & Kong, Fannie & Du, Pengcheng & Zhu, Hongyu & Goh, Hui Hwang & Kurniawan, Tonni Agustiono & Huang, Chao & Zhang, Dongdong, 2025. "Multi-dimensional data processing and intelligent forecasting technologies for renewable energy generation," Applied Energy, Elsevier, vol. 398(C).
  31. Dinçer, Hasan & Krishankumar, Raghunathan & Yüksel, Serhat & Ecer, Fatih, 2025. "Evaluating smart grid investment drivers and creating effective policies via a fuzzy multi-criteria approach," Renewable and Sustainable Energy Reviews, Elsevier, vol. 208(C).
  32. Tehrani, Alireza Attarhay & Sobhaninia, Saeideh & Nikookar, Niloofar & Levinson, Ronnen & Sailor, David J. & Amaripadath, Deepak, 2025. "Data-driven approach to estimate urban heat island impacts on building energy consumption," Energy, Elsevier, vol. 316(C).
  33. Islam, Umar & Ullah, Hanif & Khan, Naveed & Saleem, Kashif & Ahmad, Iftikhar, 2025. "AI-enhanced intrusion detection in smart renewable energy grids: A novel industry 4.0 cyber threat management approach," International Journal of Critical Infrastructure Protection, Elsevier, vol. 50(C).
  34. Rehman, Tauseef-ur & Sajjad, Uzair & Lamrani, Bilal & Shahsavar, Amin & Ali, Hafiz Muhammad & Yan, Wei-Mon & Park, Cheol Woo, 2024. "Investigation on the thermal control and performance of PCM–porous media-integrated heat sink systems: Deep neural network modelling employing experimental correlations," Renewable Energy, Elsevier, vol. 220(C).
  35. Wang, Qipeng & Zhao, Liang, 2023. "Data-driven stochastic robust optimization of sustainable utility system," Renewable and Sustainable Energy Reviews, Elsevier, vol. 188(C).
  36. Sun, Zhengxiang & Wang, Rui, 2025. "Emerging nanomaterials for energy storage: A critical review of metrics, hotspots, and future directions," Renewable and Sustainable Energy Reviews, Elsevier, vol. 224(C).
  37. Huang, Mengqi & Peng, Changhong & DU, Zhengyu & Liu, Yu, 2024. "A power regulation strategy for heat pipe cooled reactors based on deep learning and hybrid data-driven optimization algorithm," Energy, Elsevier, vol. 289(C).
  38. Krishnamurthy, Senthil & Adewuyi, Oludamilare Bode & Salimon, Sunday Adeleke, 2026. "Recent advances in artificial intelligence-based optimization for power system applications: A review of techniques, challenges, and future directions," Renewable and Sustainable Energy Reviews, Elsevier, vol. 226(PC).
  39. Lei, Xiang & Yu, Hang & Zhong, Jiahao & Shao, Ziyun & Jian, Linni, 2025. "A data-driven robust optimal day-ahead bidding strategy considering V2G operation for distribution-system-side virtual power plant," Energy, Elsevier, vol. 338(C).
  40. Jiang, Luanjuan & Chen, Xin & Li, Qianmu, 2025. "Evolution of smart grid cybersecurity: toward a systematic framework for collaborative and sustainable development," Utilities Policy, Elsevier, vol. 97(C).
  41. Li, Peidu & Luo, Yong & Xia, Xin & Gao, Xiaoqing & Chang, Rui & Li, Zhenchao & Zheng, Junqing & Shi, Wen & Liao, Zhouyi, 2024. "Factors and quantitative impact on electrical yield in fishery complementary photovoltaic power plant under different cloud cover conditions," Energy, Elsevier, vol. 309(C).
  42. Hu, Xiaorui & Guo, Haotian & Lao, Keng-Weng & Hao, Junkun & Liu, Fengrui & Ren, Zhongyu, 2025. "MiniRocket-MARL synergy for storm tide resilience: MESS-DV enhanced recovery in coastal distribution networks," Applied Energy, Elsevier, vol. 401(PB).
  43. He, Xin & Wang, Ning & Zhou, Qiaoqiao & Huang, Jun & Ramakrishna, Seeram & Li, Fanghua, 2024. "Smart aviation biofuel energy system coupling with machine learning technology," Renewable and Sustainable Energy Reviews, Elsevier, vol. 189(PB).
  44. Ding, Jian & Liu, Baoliu & Shao, Xuefeng, 2022. "Spatial effects of industrial synergistic agglomeration and regional green development efficiency: Evidence from China," Energy Economics, Elsevier, vol. 112(C).
  45. Zheng, Xidong & Chen, Huangbin & Jin, Tao, 2024. "A new optimization approach considering demand response management and multistage energy storage: A novel perspective for Fujian Province," Renewable Energy, Elsevier, vol. 220(C).
  46. Negi, Gaurav Singh & Mohan, Harshit & Gupta, Mukul K. & Singh, Rajesh & Gehlot, Anita & Thakur, Amit Kumar & Dogra, Sudhanshu & Gupta, Lovi Raj, 2026. "Leveraging machine learning for optimized microgrid management: Advances, applications, challenges, and future directions," Renewable and Sustainable Energy Reviews, Elsevier, vol. 226(PC).
  47. Bie, Fan & Yang, Yifan & Shen, Hebin & Zhao, Qi, 2024. "Inclusive digital economy, resource dependence and changes in the urban energy mix: City level analysis from China," Resources Policy, Elsevier, vol. 92(C).
  48. Su, Chutian & Wang, Yi & Strbac, Goran, 2025. "Coordinated electric vehicles dispatch for multi-service provisions: A comprehensive review of modelling and coordination approaches," Renewable and Sustainable Energy Reviews, Elsevier, vol. 223(C).
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