Research on Distributed Robust Planning of Electric-Hydrogen-Gas Integrated Energy System Considering Demand Response
Abstrak
[Objective] To completely exploit the coupling flexibility of the electric-hydrogen-gas-storage-demand response, a data-driven two-stage distributed robust collaborative planning model for integrated energy systems is proposed. [Methods] To address the problems of model inaccuracy and low solving efficiency of existing equipment modeling methods, a refined modeling method for an integrated energy system was proposed, which considered a refined model of distributed power supply, energy coupling equipment, hybrid energy storage, and demand response mechanism. A demand response incentive mechanism considering baseline uncertainty was developed. [Results] The MATLAB simulation results showed that the baseline load prediction model based on Gaussian process regression can calculate the baseline load more accurately and rapidly while simultaneously considering the response uncertainty. In addition, the equipment refinement model proposed in this study effectively reduced the comprehensive planning cost of the system, in which the operation, planning, carbon trading, and demand response costs were reduced by 2.55%, 10.78%, 1.08%, and 2.55%, respectively. Simultaneously, through the collaborative optimization of carbon trading and demand response mechanisms, the system could reduce the power purchased by the upper power grid and use flexible loads and distributed power sources to achieve a low-carbon and stable operation of the integrated energy system. The example showed that compared with the SO and RO methods, the proposed DRO planning method had more advantages in terms of the balance of economy and robustness and verified its applicability in integrated energy system planning. [Conclusions] The integrated energy system planning model based on demand response can significantly reduce the annual comprehensive cost of the system, improve the utilization rate of renewable energy, and reduce carbon emissions, providing ideas for subsequent research on the planning of the electric-hydrogen-gas integrated energy systems.
Topik & Kata Kunci
Penulis (1)
ZHANG Wenxuan, SU Jia, DU Xinhui, ZHANG Zhishuo, WANG Qianchun, JIANG Haipeng
Akses Cepat
- Tahun Terbit
- 2025
- Sumber Database
- DOAJ
- DOI
- 10.12204/j.issn.1000-7229.2025.07.009
- Akses
- Open Access ✓