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Electricity–carbon dual response for energy-intensive enterprise: A co-optimization approach

Author

Listed:
  • Tan, Mao
  • Jiang, Hongwei
  • Kuang, Yi
  • Li, Kang
  • Wang, Rui
  • Li, Zibin

Abstract

Renewable energy is regarded by energy-intensive enterprises as a critical measure to reduce both carbon emissions and costs. However, integrating renewable energy introduces a new challenge: how to strike a balance between reducing carbon emission, controlling operating cost, and addressing market cost. This study proposes a co-optimization approach to achieve electricity–carbon dual response to emissions and operating-market costs. First, a pre-scheduling and adjustment two-stage distributionally robust optimization model based on the Wasserstein set is proposed to address renewable energy uncertainty. Second, an equivalence mechanism between carbon quotas and green electricity certificates is introduced to optimize market cost, while a node-specific time and spatial low-carbon demand response is implemented to reduce carbon emissions. Furthermore, an electricity–carbon dual response collaborative strategy is proposed to balance the optimization of costs and emissions. Experimental results demonstrate that the proposed method achieves a dual reduction in operating-market costs (4.66%) and emissions (7.10%), while ensuring the reliability of scheduling plans under full renewable energy utilization.

Suggested Citation

  • Tan, Mao & Jiang, Hongwei & Kuang, Yi & Li, Kang & Wang, Rui & Li, Zibin, 2025. "Electricity–carbon dual response for energy-intensive enterprise: A co-optimization approach," Renewable Energy, Elsevier, vol. 251(C).
  • Handle: RePEc:eee:renene:v:251:y:2025:i:c:s0960148125009929
    DOI: 10.1016/j.renene.2025.123330
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    References listed on IDEAS

    as
    1. Liang, Hejun & Pirouzi, Sasan, 2024. "Energy management system based on economic Flexi-reliable operation for the smart distribution network including integrated energy system of hydrogen storage and renewable sources," Energy, Elsevier, vol. 293(C).
    2. Wang, L.L. & Xian, R.C. & Jiao, P.H. & Chen, J.J. & Chen, Y. & Liu, H.G., 2024. "Multi-timescale optimization of integrated energy system with diversified utilization of hydrogen energy under the coupling of green certificate and carbon trading," Renewable Energy, Elsevier, vol. 228(C).
    3. Hou, Hui & Tang, Junyi & Zhang, Zhiwei & Wang, Zhuo & Wei, Ruizeng & Wang, Lei & He, Huan & Wu, Xixiu, 2023. "Resilience enhancement of distribution network under typhoon disaster based on two-stage stochastic programming," Applied Energy, Elsevier, vol. 338(C).
    4. Hao Sun & Yanmei Liu & Penglong Qi & Zhi Zhu & Zuoxia Xing & Weining Wu, 2024. "Study of Two-Stage Economic Optimization Operation of Virtual Power Plants Considering Uncertainty," Energies, MDPI, vol. 17(16), pages 1-23, August.
    5. Ma, Siyu & Liu, Hui & Wang, Ni & Huang, Lidong & Su, Jinshuo & Zhao, Teyang, 2024. "Incentive-based integrated demand response with multi-energy time-varying carbon emission factors," Applied Energy, Elsevier, vol. 359(C).
    6. Ju, Liwei & Lv, ShuoShuo & Zhang, Zheyu & Li, Gen & Gan, Wei & Fang, Jiangpeng, 2024. "Data-driven two-stage robust optimization dispatching model and benefit allocation strategy for a novel virtual power plant considering carbon-green certificate equivalence conversion mechanism," Applied Energy, Elsevier, vol. 362(C).
    7. Shi, Zhengkun & Yang, Yongbiao & Xu, Qingshan & Wu, Chenyu & Hua, Kui, 2023. "A low-carbon economic dispatch for integrated energy systems with CCUS considering multi-time-scale allocation of carbon allowance," Applied Energy, Elsevier, vol. 351(C).
    8. 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).
    9. Lu, Jun & Liu, Tianqi & He, Chuan & Nan, Lu & Hu, Xiaotong, 2021. "Robust day-ahead coordinated scheduling of multi-energy systems with integrated heat-electricity demand response and high penetration of renewable energy," Renewable Energy, Elsevier, vol. 178(C), pages 466-482.
    10. 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).
    11. Li, Jialin & Hu, Yu & Chi, Yuanying & Liu, Dunnan & Yang, Shuxia & Gao, Zhiyuan & Chen, Yuetong, 2024. "Analysis on the synergy between markets of electricity, carbon, and tradable green certificates in China," Energy, Elsevier, vol. 302(C).
    12. Wei, Zhenbo & Wei, Pingan & Chen, Chiyao & Gao, Hongjun & Luo, Zihang & Xiang, Yue, 2023. "Two-stage stochastic decentralized low-carbon economic dispatch of integrated electricity-gas networks," Energy, Elsevier, vol. 282(C).
    13. Guo, Xiaopeng & Zhang, Xinyue & Zhang, Xingping, 2024. "Incentive-oriented power‑carbon emissions trading-tradable green certificate integrated market mechanisms using multi-agent deep reinforcement learning," Applied Energy, Elsevier, vol. 357(C).
    14. Rui Gao & Anton Kleywegt, 2023. "Distributionally Robust Stochastic Optimization with Wasserstein Distance," Mathematics of Operations Research, INFORMS, vol. 48(2), pages 603-655, May.
    15. Zhang, Jiaqi & Tian, Guang & Chen, Xiangyu & Liu, Pei & Li, Zheng, 2023. "A chance-constrained programming approach to optimal planning of low-carbon transition of a regional energy system," Energy, Elsevier, vol. 278(PA).
    16. Qiu, Haifeng & Gu, Wei & Liu, Pengxiang & Sun, Qirun & Wu, Zhi & Lu, Xi, 2022. "Application of two-stage robust optimization theory in power system scheduling under uncertainties: A review and perspective," Energy, Elsevier, vol. 251(C).
    17. Lyu, Xiangmei & Liu, Tianqi & Liu, Xuan & He, Chuan & Nan, Lu & Zeng, Hong, 2023. "Low-carbon robust economic dispatch of park-level integrated energy system considering price-based demand response and vehicle-to-grid," Energy, Elsevier, vol. 263(PB).
    18. Li, Jinchao & Sun, Zihao & Niu, Xiaoxuan & Li, Shiwei, 2024. "Economic optimization scheduling of virtual power plants considering an incentive based tiered carbon price," Energy, Elsevier, vol. 305(C).
    19. Oskouei, Morteza Zare & Mohammadi-Ivatloo, Behnam & Abapour, Mehdi & Shafiee, Mahmood & Anvari-Moghaddam, Amjad, 2021. "Privacy-preserving mechanism for collaborative operation of high-renewable power systems and industrial energy hubs," Applied Energy, Elsevier, vol. 283(C).
    20. Wang, Yuwei & Song, Minghao & Jia, Mengyao & Li, Bingkang & Fei, Haoran & Zhang, Yiyue & Wang, Xuejie, 2023. "Multi-objective distributionally robust optimization for hydrogen-involved total renewable energy CCHP planning under source-load uncertainties," Applied Energy, Elsevier, vol. 342(C).
    21. Yan, Sizhe & Wang, Weiqing & Li, Xiaozhu & Maimaiti, Pakezhati & Zhao, Yi, 2024. "Cross-regional green certificate transaction strategies based on a double-layer game model," Applied Energy, Elsevier, vol. 356(C).
    22. Fan, Wei & Tan, Qingbo & Zhang, Amin & Ju, Liwei & Wang, Yuwei & Yin, Zhe & Li, Xudong, 2023. "A Bi-level optimization model of integrated energy system considering wind power uncertainty," Renewable Energy, Elsevier, vol. 202(C), pages 973-991.
    23. Gao, Hongchao & Jin, Tai & Feng, Cheng & Li, Chuyi & Chen, Qixin & Kang, Chongqing, 2024. "Review of virtual power plant operations: Resource coordination and multidimensional interaction," Applied Energy, Elsevier, vol. 357(C).
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