Wenna Zhao , Kai Ma , Jie Yang , Zhengwei Qu , Shiliang Guo , Fujun Qi , Wenchuan Sun
{"title":"A two-stage scheduling strategy integrated with Stackelberg game approach to coordinate seaport logistics operation and energy management","authors":"Wenna Zhao , Kai Ma , Jie Yang , Zhengwei Qu , Shiliang Guo , Fujun Qi , Wenchuan Sun","doi":"10.1016/j.epsr.2025.111527","DOIUrl":null,"url":null,"abstract":"<div><div>Existing studies overlook the interest conflict of different entities in the seaport logistics-energy coordination optimization and have difficulty in obtaining Nash equilibrium solutions in the games on seaport energy considering discrete logistics scheduling, which results in impractical operation strategies and poor economic performance. To overcome these challenges, this paper proposes a novel two-stage scheduling strategy integrated with Stackelberg game approach. In the first stage, the port authority determines the logistics operation plans for the incoming ships. In the second stage, a Stackelberg game model based on demand response program is formulated to depict the energy interaction between port authority and shipowners with restriction of first-stage decisions. To solve the bilevel nonlinear Stackelberg game in a centralized way, the Karush–Kuhn–Tucker conditions, strong duality theory and big-M method are applied and the Stackelberg game model is transformed into a mixed-integer linear programming problem. Compared to the conventional model, the proposed strategy leads to the decrease of 6% in the energy cost of port authority and the average increase of 29.3% in the energy payoff of shipowners. The simulation results indicate that the proposed strategy has better performance in improving the economic benefits of port authority and shipowners.</div></div>","PeriodicalId":50547,"journal":{"name":"Electric Power Systems Research","volume":"244 ","pages":"Article 111527"},"PeriodicalIF":3.3000,"publicationDate":"2025-02-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Electric Power Systems Research","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0378779625001191","RegionNum":3,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENGINEERING, ELECTRICAL & ELECTRONIC","Score":null,"Total":0}
引用次数: 0
Abstract
Existing studies overlook the interest conflict of different entities in the seaport logistics-energy coordination optimization and have difficulty in obtaining Nash equilibrium solutions in the games on seaport energy considering discrete logistics scheduling, which results in impractical operation strategies and poor economic performance. To overcome these challenges, this paper proposes a novel two-stage scheduling strategy integrated with Stackelberg game approach. In the first stage, the port authority determines the logistics operation plans for the incoming ships. In the second stage, a Stackelberg game model based on demand response program is formulated to depict the energy interaction between port authority and shipowners with restriction of first-stage decisions. To solve the bilevel nonlinear Stackelberg game in a centralized way, the Karush–Kuhn–Tucker conditions, strong duality theory and big-M method are applied and the Stackelberg game model is transformed into a mixed-integer linear programming problem. Compared to the conventional model, the proposed strategy leads to the decrease of 6% in the energy cost of port authority and the average increase of 29.3% in the energy payoff of shipowners. The simulation results indicate that the proposed strategy has better performance in improving the economic benefits of port authority and shipowners.
期刊介绍:
Electric Power Systems Research is an international medium for the publication of original papers concerned with the generation, transmission, distribution and utilization of electrical energy. The journal aims at presenting important results of work in this field, whether in the form of applied research, development of new procedures or components, orginal application of existing knowledge or new designapproaches. The scope of Electric Power Systems Research is broad, encompassing all aspects of electric power systems. The following list of topics is not intended to be exhaustive, but rather to indicate topics that fall within the journal purview.
• Generation techniques ranging from advances in conventional electromechanical methods, through nuclear power generation, to renewable energy generation.
• Transmission, spanning the broad area from UHV (ac and dc) to network operation and protection, line routing and design.
• Substation work: equipment design, protection and control systems.
• Distribution techniques, equipment development, and smart grids.
• The utilization area from energy efficiency to distributed load levelling techniques.
• Systems studies including control techniques, planning, optimization methods, stability, security assessment and insulation coordination.