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Data-driven distributionally robust scheduling of community integrated energy systems with uncertain renewable generations considering integrated demand response

Citations

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Cited by:

  1. Xuebin Wang & Guobin Fu & Yanbo Chen & Rui Song & Haibin Sun & Jiahao Ma & Tao Huang, 2024. "Multi-Objective Coordinated Optimization Method of Active and Reactive Power Considering Power Characteristics of Renewable Energy Converters," Energies, MDPI, vol. 17(24), pages 1-17, December.
  2. Cosgrove, Paul & Roulstone, Tony & Zachary, Stan, 2023. "Intermittency and periodicity in net-zero renewable energy systems with storage," Renewable Energy, Elsevier, vol. 212(C), pages 299-307.
  3. Wu, Long & Yin, Xunyuan & Pan, Lei & Liu, Jinfeng, 2023. "Distributed economic predictive control of integrated energy systems for enhanced synergy and grid response: A decomposition and cooperation strategy," Applied Energy, Elsevier, vol. 349(C).
  4. Cao, Jinye & Xu, Chunlei & Siqin, Zhuoya & Yu, Miao & Diao, Ruisheng, 2025. "Scenario-driven distributionally robust optimization model for a rural virtual power plant considering flexible energy-carbon-green certificate trading," Applied Energy, Elsevier, vol. 379(C).
  5. Li, Yanbin & Sun, Yanting & Liu, Jiechao & Liu, Chang & Zhang, Feng, 2023. "A data driven robust optimization model for scheduling near-zero carbon emission power plant considering the wind power output uncertainties and electricity-carbon market," Energy, Elsevier, vol. 279(C).
  6. Wu, Qunli & Li, Chunxiang, 2024. "A bi-level optimization framework for the power-side virtual power plant participating in day-ahead wholesale market as a price-maker considering uncertainty," Energy, Elsevier, vol. 304(C).
  7. Duan, Jiandong & Tian, Qinxing & Liu, Fan & Xia, Yerui & Gao, Qi, 2024. "Optimal scheduling strategy with integrated demand response based on stepped incentive mechanism for integrated electricity-gas energy system," Energy, Elsevier, vol. 313(C).
  8. Wu, Ting & Zhuang, Heng & Huang, Qisheng & Xia, Shiwei & Zhou, Yue & Gan, Wei & Terzić, Jelena Stojković, 2025. "Routing and scheduling of mobile energy storage systems in active distribution network based on probabilistic voltage sensitivity analysis and Hall's theorem," Applied Energy, Elsevier, vol. 386(C).
  9. Fan, Wei & Fan, Ying & Yao, Xing & Yi, Bowen & Jiang, Dalin & Wu, Lin, 2024. "Distributed transaction optimization model of multi-integrated energy systems based on nash negotiation," Renewable Energy, Elsevier, vol. 225(C).
  10. He, Jiaming & Tan, Qinliang & Lv, Hanyu, 2025. "Data-driven climate resilience assessment for distributed energy systems using diffusion transformer and polynomial expansions," Applied Energy, Elsevier, vol. 380(C).
  11. Zhao, Junjie & Liu, Yang & Tu, Zhengkai & Chan, Siew Hwa, 2025. "A novel flexible load regulation and 4E-F multi-objective optimization for distributed renewable energy power generation system," Applied Energy, Elsevier, vol. 383(C).
  12. Wei Wei & Li Ye & Yi Fang & Yingchun Wang & Xi Chen & Zhenhua Li, 2023. "Optimal Allocation of Energy Storage Capacity in Microgrids Considering the Uncertainty of Renewable Energy Generation," Sustainability, MDPI, vol. 15(12), pages 1-17, June.
  13. Song, Jianzhao & Wang, Na & Zhang, Zhong & Wu, Hao & Ding, Yi & Pan, Qingze & Pan, Xingzuo & Shui, Siyuan & Chen, Haipeng, 2025. "Fuzzy optimal scheduling of hydrogen-integrated energy systems with uncertainties of renewable generation considering hydrogen equipment under multiple conditions," Applied Energy, Elsevier, vol. 393(C).
  14. Jiankai Gao & Yang Li & Bin Wang & Haibo Wu, 2023. "Multi-Microgrid Collaborative Optimization Scheduling Using an Improved Multi-Agent Soft Actor-Critic Algorithm," Energies, MDPI, vol. 16(7), pages 1-21, April.
  15. Lu, Xi & Fan, Xinzhe & Lu, Shuai & Bu, Siqi & Xia, Shiwei, 2024. "An operation model for integrated electricity and heat systems emphasizing modeling of both networks and uncertainties," Applied Energy, Elsevier, vol. 370(C).
  16. Matias A. Kippke Salomón & José Manuel Carou Álvarez & Lucía Súárez Ramón & Pablo Arboleya, 2025. "Smart Metering as a Regulatory and Technological Enabler for Flexibility in Distribution Networks: Incentives, Devices, and Protocols," Energies, MDPI, vol. 18(19), pages 1-30, October.
  17. Datta, Juhi & Das, Debapriya, 2025. "Risk-constrained Energy Management of multi-energy multi-microgrids system with integrated demand response using hybrid risk assessment approach," Energy, Elsevier, vol. 331(C).
  18. Ali Muqtadir & Bin Li & Bing Qi & Leyi Ge & Nianjiang Du & Chen Lin, 2025. "Demand Response Potential Forecasting: A Systematic Review of Methods, Challenges, and Future Directions," Energies, MDPI, vol. 18(19), pages 1-37, October.
  19. Yu, Pei & Liu, Ming & Ma, Guofeng & Liu, Miaomiao & Yan, Junjie, 2025. "Operation flexibility and energy efficiency co-optimization on a combined heat and power plant cogenerating power and multiple heat loads," Energy, Elsevier, vol. 321(C).
  20. Ma, Miaomiao & Long, Zijuan & Liu, Xiangjie & Lee, Kwang Y., 2025. "Distributionally robust optimization of electric–thermal–hydrogen integrated energy system considering source–load uncertainty," Energy, Elsevier, vol. 316(C).
  21. Wang, Yijian & Cui, Yang & Li, Yang & Xu, Yang, 2023. "Collaborative optimization of multi-microgrids system with shared energy storage based on multi-agent stochastic game and reinforcement learning," Energy, Elsevier, vol. 280(C).
  22. Tan, Mao & Li, Zibin & Su, Yongxin & Ren, Yuling & Wang, Ling & Wang, Rui, 2024. "Dual time-scale robust optimization for energy management of distributed energy community considering source-load uncertainty," Renewable Energy, Elsevier, vol. 226(C).
  23. Padhmanabhaiyappan, S. & Sabarish, P. & Kalaivanan, C. & Srilakshmi, Koganti, 2025. "Enhancing flexibility of combined energy system by renewable energy sources using hybrid LOA-MVGAN approach," Renewable Energy, Elsevier, vol. 250(C).
  24. Shoaib Ahmed & Amjad Ali & Alessandro Ciocia & Antonio D’Angola, 2024. "Technological Elements behind the Renewable Energy Community: Current Status, Existing Gap, Necessity, and Future Perspective—Overview," Energies, MDPI, vol. 17(13), pages 1-40, June.
  25. Wenyuan Sun & Shuailing Ma & Yufei Zhang & Yingai Jin & Firoz Alam, 2025. "Multi-Energy-Microgrid Energy Management Strategy Optimisation Using Deep Learning," Energies, MDPI, vol. 18(12), pages 1-28, June.
  26. Li, Zhenkun & Yao, Yicong & Zhao, Nan & Shan, Jie & Fu, Yang, 2024. "Study on integrated energy microgrid energy purchase strategy with demand-side response in market environment," Energy, Elsevier, vol. 302(C).
  27. Son, Yeong Geon & Kim, Sung Yul, 2024. "Optimal planning and operation of integrated energy systems in South Korea: Introducing a Novel ambiguity set based distributionally robust optimization," Energy, Elsevier, vol. 307(C).
  28. Sasidhar, Punyam Rajendran Sai & Gebremedhin, Alemayehu & Norheim, Ian, 2025. "Multi-energy microgrid design and the role of coupling components—A review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 216(C).
  29. Manuel Jaramillo & Wilson Pavón & Lisbeth Jaramillo, 2024. "Adaptive Forecasting in Energy Consumption: A Bibliometric Analysis and Review," Data, MDPI, vol. 9(1), pages 1-23, January.
  30. Lin, Xueru & Li, Jing & Zhong, Wei & Lin, Xiaojie & Wei, Wei & Zhang, Hong, 2026. "Multi-segment flexibility-based optimization scheduling for integrated energy systems coupled with electric and hydrogen fuel cell vehicles," Applied Energy, Elsevier, vol. 402(PB).
  31. Jiaqi Cao & Shiyu Zhou & Tao Wang & Baoqi Shan & Xueping Liu, 2023. "Research on a Variable Water Supply Temperature Strategy for a Ground-Source Heat Pump System Based on TRNSYS-GENOPT (TRNOPT) Optimization," Sustainability, MDPI, vol. 15(5), pages 1-14, March.
  32. Tan, Hong & Chen, Shun & Lin, Zhenjia & Wang, Qiujie & Mohamed, Mohamed A., 2026. "Distributionally robust scheduling of electric‑hydrogen integrated energy systems based on pipeline-road coordinated hydrogen transportation," Applied Energy, Elsevier, vol. 404(C).
  33. Hu, Jinxing & Cao, Yimai & Tan, Guoqiang, 2025. "A dynamic spatiotemporal graph generative adversarial network for scenario generation of renewable energy with nonlinear dependence," Energy, Elsevier, vol. 335(C).
  34. Tianlei Zang & Shijun Wang & Zian Wang & Chuangzhi Li & Yunfei Liu & Yujian Xiao & Buxiang Zhou, 2024. "Integrated Planning and Operation Dispatching of Source–Grid–Load–Storage in a New Power System: A Coupled Socio–Cyber–Physical Perspective," Energies, MDPI, vol. 17(12), pages 1-43, June.
  35. Wang, Zihui & Jia, Yanbing & Han, Xiaoqing & Wang, Peng & Liu, Jiajie, 2025. "Deep learning-based distributionally robust joint chance constrained distribution networks PV hosting capacity assessment," Applied Energy, Elsevier, vol. 394(C).
  36. Liang, Min & Hu, Yongli & Weng, Haoen & Xi, Jiayang & Yin, Baocai, 2025. "EnergyGPT: Fine-tuning large language model for multi-energy load forecasting," Renewable Energy, Elsevier, vol. 251(C).
  37. Shu, Lei & Mo, Yunjeong & Zhao, Dong, 2024. "Energy retrofits for smart and connected communities: Scopes and technologies," Renewable and Sustainable Energy Reviews, Elsevier, vol. 199(C).
  38. Hu, Rong & Zhou, Kaile & Yin, Hui, 2024. "Reinforcement learning model for incentive-based integrated demand response considering demand-side coupling," Energy, Elsevier, vol. 308(C).
  39. Hongbin Sun & Hongyu Zou & Jianfeng Jia & Qiuzhen Shen & Zhenyu Duan & Xi Tang, 2024. "Master–Slave Game Optimization Scheduling of Multi-Microgrid Integrated Energy System Considering Comprehensive Demand Response and Wind and Storage Combination," Energies, MDPI, vol. 17(22), pages 1-29, November.
  40. Gao, Yuan & Tahir, Mustafa & Siano, Pierluigi & Bi, Yue & Hu, Sile & Yang, Jiaqiang, 2025. "Optimization of renewable energy-based integrated energy systems: A three-stage stochastic robust model," Applied Energy, Elsevier, vol. 377(PD).
  41. Cai, Pengcheng & Mi, Yang & Ma, Siyuan & Li, Hongzhong & Li, Dongdong & Wang, Peng, 2023. "Hierarchical game for integrated energy system and electricity-hydrogen hybrid charging station under distributionally robust optimization," Energy, Elsevier, vol. 283(C).
  42. Althaher, Sereen Z. & Alnaser, Sahban W. & Long, Chao & Zhou, Yue, 2024. "Introducing storage operators for coordinating residential batteries in distribution networks under time-of-use tariffs and adaptive power limits," Applied Energy, Elsevier, vol. 371(C).
  43. Wang, Jiangjiang & Zhao, Lei & Lu, Hao & Wei, Changqi, 2024. "Multi-objective stochastic-robust based selection-allocation-operation cooperative optimization of rural integrated energy systems considering supply-demand multiple uncertainties," Renewable Energy, Elsevier, vol. 233(C).
  44. Ning, Chao & Ma, Aokai & Dong, Zhaoyang, 2025. "Data-driven multi-stage distributionally robust scheduling for coupled electricity-hydrogen-refinery systems," Applied Energy, Elsevier, vol. 401(PA).
  45. Mehrdad Ghahramani & Daryoush Habibi & Asma Aziz, 2025. "A Risk-Averse Data-Driven Distributionally Robust Optimization Method for Transmission Power Systems Under Uncertainty," Energies, MDPI, vol. 18(19), pages 1-29, October.
  46. Wu, Wencong & Du, Yuji & Qian, Huijin & Fan, Haibin & Jiang, Zhu & Huang, Shifang & Zhang, Xiaosong, 2024. "Industrial Park low-carbon energy system planning framework: Heat pump based energy conjugation between industry and buildings," Applied Energy, Elsevier, vol. 369(C).
  47. Athanasios G. Lazaropoulos & Helen C. Leligou, 2024. "Integration of LiFi, BPL, and Fiber Optic Technologies in Smart Grid Backbone Networks: A Proposal for Exploiting the LiFi LED Street Lighting Networks of Power Utilities and Smart Cities," Sustainability, MDPI, vol. 16(2), pages 1-30, January.
  48. Han, Chunwei & Wu, Zhimin, 2025. "Cooperative robust optimization of hydrogen integrated energy systems for economic dispatch under uncertainty with bidirectional power conversion and progressive stepwise carbon emission trading mechanisms," Energy, Elsevier, vol. 335(C).
  49. Cheng, Haoyuan & Lu, Tianguang & Hao, Ran & Li, Jiamei & Ai, Qian, 2024. "Incentive-based demand response optimization method based on federated learning with a focus on user privacy protection," Applied Energy, Elsevier, vol. 358(C).
  50. Zhong, Wei & Dai, Zhe & Lin, Xiaojie & Pan, Guanchang, 2024. "Study on time-of-use pricing method for steam heating system considering user response characteristics and thermal storage capacity," Energy, Elsevier, vol. 296(C).
  51. Dong, Yingchao & Wuken, Edehong & Zhang, Hongli & Ren, Peng & Zhou, Xiaojun, 2025. "Bi-level coordinated operation optimization of multi-park integrated energy systems considering categorized demand response and uncertainty: A unified adaptive robust optimization approach," Renewable Energy, Elsevier, vol. 241(C).
  52. Cao, Yan & Xu, Yan, 2025. "Secure operation of a multi-energy system: A comprehensive review," Renewable and Sustainable Energy Reviews, Elsevier, vol. 211(C).
  53. Li, Xinyan & Wu, Nan, 2024. "A two-stage distributed robust optimal control strategy for energy collaboration in multi-regional integrated energy systems based on cooperative game," Energy, Elsevier, vol. 305(C).
  54. Song, Xunxing & Hao, Xiaoli & Ai, Daifeng & Yin, Wei & Zhang, Shaobo & Luo, Chun & Zhou, Ke, 2025. "Energy flexibility of low-energy residential apartment in hot summer and cold winter regions: A comparative study on cooling season performance," Energy, Elsevier, vol. 324(C).
  55. Chen, Haipeng & Song, Jianzhao & Li, Zhiwei & Shui, Siyuan, 2025. "Distributionally robust electricity-carbon collaborative scheduling of integrated energy systems based on refined joint model of heating networks and buildings," Renewable Energy, Elsevier, vol. 251(C).
  56. Liang Zhang & Huachen Du & Hanzhang Luan & Baoyuan Wang & Shuyan Wu & Wenxu Guan & Ling Lyu & Xiangbiao Leng, 2025. "Considering the Comprehensive Energy System Capacity Optimization Configuration of Electric to Gas Conversion and Compressed Liquid Carbon Dioxide Energy Storage," Energies, MDPI, vol. 18(5), pages 1-25, March.
  57. Yang, Mao & Wang, Jinxin & Chen, Yiming & Zeng, Yuxuan & Su, Xin, 2024. "Data-driven robust optimization scheduling for microgrid day-ahead to intra-day operations based on renewable energy interval prediction," Energy, Elsevier, vol. 313(C).
  58. Cao, Wenqiang & Yu, Junqi & Ru, Chengyi & Wang, Meng & Wang, Ke, 2025. "A two-stage distributionally robust optimization operation scheduling model for solar PT-PV systems based on integrated load consumption prediction," Energy, Elsevier, vol. 332(C).
  59. Fan, Wei & Fan, Ying & Liu, Pengju & Wang, Yue & Tong, Fan & Yi, Bowen & Yao, Xing, 2025. "Distributionally robust optimization scheduling model for electric power and computing power coordination considering spatiotemporal response," Applied Energy, Elsevier, vol. 402(PA).
  60. Li, Feng & Hou, Hui & Ni, Tian & Wang, Pingfan & Wang, Yingxiang & Li, Zhengmao & Pouresmaeil, Edris, 2025. "A novel deep reinforcement learning framework for optimal scheduling of low-carbon integrated energy systems considering battery degradation," Energy, Elsevier, vol. 341(C).
  61. Qiu, Haifeng & Vinod, Ashwin & Lu, Shuai & Gooi, Hoay Beng & Pan, Guangsheng & Zhang, Suhan & Veerasamy, Veerapandiyan, 2023. "Decentralized mixed-integer optimization for robust integrated electricity and heat scheduling," Applied Energy, Elsevier, vol. 350(C).
  62. Li, Yang & Cao, Jiting & Xu, Yan & Zhu, Lipeng & Dong, Zhao Yang, 2024. "Deep learning based on Transformer architecture for power system short-term voltage stability assessment with class imbalance," Renewable and Sustainable Energy Reviews, Elsevier, vol. 189(PB).
  63. Dong, Lei & Li, Yang & Zhang, Tao & Wang, Zibo & Pu, Tianjiao, 2025. "A Distributionally robust game approach for integrated energy systems with prosumer interactive transactions," Applied Energy, Elsevier, vol. 396(C).
  64. Bo Zhou & Erchao Li, 2024. "Multi-Regional Integrated Energy Economic Dispatch Considering Renewable Energy Uncertainty and Electric Vehicle Charging Demand Based on Dynamic Robust Optimization," Energies, MDPI, vol. 17(11), pages 1-25, May.
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