A Progressive Polyhedral Approximation Method for Nonlinear PDE-Constrained Electricity-Water Nexus Dispatch
This letter proposes an efficient progressive polyhedral approximation (PA) method to tackle the high nonlinearity and nonconvexity of optimal electricity-water nexus (EWN) dispatch caused by hyperbolic nonlinear partial differential equations (HNPDEs). In this method, the HNPDE-constrained EWN dispatch model can be reformulated into a tractable mixedinteger linear programming (MILP) problem by tailored adaptive discretization and piecewise PA. Furthermore, a progressive approximation refinement technique is developed to dynamically strengthen the MILP for efficient convergence to a near-optimal solution. Comparative studies have validated the effectiveness of the proposed method in reducing decision-making time for the EWN dispatch.
Authors
- Zhihao Hua (ORCID: https://orcid.org/0000-0001-5718-4451)
- Yingping Cao (ORCID: https://orcid.org/0009-0002-1172-2204)
- Bin Zhou (ORCID: https://orcid.org/0000-0002-1376-4531)
- Cong Zhang (ORCID: https://orcid.org/0000-0002-9532-2779)
- Ka Wing Chan (ORCID: https://orcid.org/0000-0001-7462-0753)
- Mingchao Xia (ORCID: https://orcid.org/0000-0003-2110-5699)
- Pengcheng Wang (ORCID: https://orcid.org/0000-0002-1025-8465)
Institutions
- Hong Kong Polytechnic University (HK)
- Shenyang University of Technology (CN)
- Hunan University (CN)
Publication Details
- Journal
- IEEE Transactions on Smart Grid
- Published
- 2025-03-22
- DOI
- https://doi.org/10.1109/tsg.2025.3553737
- Citations
- 7
- Primary Topic
- Energy Harvesting in Wireless Networks
- Type
- article
- Field-Weighted Citation Impact
- 5.11
Funders
- National Natural Science Foundation of China