Sustainable Energy Grids & Networks最新文献

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Fast and accurate simulation of smart digital controllers in power system dynamic studies
IF 4.8 2区 工程技术
Sustainable Energy Grids & Networks Pub Date : 2025-03-01 DOI: 10.1016/j.segan.2025.101665
Mehran Jafari , Gautier Bureau , Marco Chiaramello , Adrien Guironnet , Patrick Panciatici , Petros Aristidou
{"title":"Fast and accurate simulation of smart digital controllers in power system dynamic studies","authors":"Mehran Jafari ,&nbsp;Gautier Bureau ,&nbsp;Marco Chiaramello ,&nbsp;Adrien Guironnet ,&nbsp;Patrick Panciatici ,&nbsp;Petros Aristidou","doi":"10.1016/j.segan.2025.101665","DOIUrl":"10.1016/j.segan.2025.101665","url":null,"abstract":"<div><div>In recent decades, the number of smart digital controllers employed in electric power systems has increased drastically. Either from the modernization of existing analog ones or the introduction of new, data-driven, or even optimization-based controllers, they are now dominating the behavior of power systems. However, this introduces a challenge in the simulation of power system dynamics, as the existing numerical simulation methods are very time-consuming when tackling the resulting hybrid differential-algebraic systems. In this paper, a novel interpolation-based method is proposed for performing fast and accurate dynamic simulations of electric power systems equipped with smart digital controllers. This method fully exploits the potential of variable time-step integration methods without requiring a time-step reduction in the case of discrete events stemming from digital controllers. Therefore, it accelerates the numerical simulation of large-scale systems containing many non-equation-based smart digital controllers, while maintaining accuracy. The performance of the proposed method is showcased using both conventional and smart digital controllers.</div></div>","PeriodicalId":56142,"journal":{"name":"Sustainable Energy Grids & Networks","volume":"42 ","pages":"Article 101665"},"PeriodicalIF":4.8,"publicationDate":"2025-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143552181","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Quantifying the demand response potential of heat pumps and electric vehicles considering communication protocol constraints
IF 4.8 2区 工程技术
Sustainable Energy Grids & Networks Pub Date : 2025-02-28 DOI: 10.1016/j.segan.2025.101662
Fabian Krug , Laura Maier , Dirk Müller
{"title":"Quantifying the demand response potential of heat pumps and electric vehicles considering communication protocol constraints","authors":"Fabian Krug ,&nbsp;Laura Maier ,&nbsp;Dirk Müller","doi":"10.1016/j.segan.2025.101662","DOIUrl":"10.1016/j.segan.2025.101662","url":null,"abstract":"<div><div>To integrate volatile renewable electricity generation into the grid, electricity consumption needs to be adapted to the generation by so-called demand response. In the residential scope, demand response can be realized with heat pumps and electric vehicles. Recent research has already quantified the flexibility potential of heat pumps and electric vehicles. However, none of this research considers the communication protocols used in practical applications. The novelty of the current work is that it analyzes the influence of different real-world communication protocols on the flexibility potential of heat pumps and electric vehicles. Therefore, models for heat pumps and electric vehicles with different communication protocols are developed and verified with measurement data. To determine the flexibility potential, 200 randomized instances of these models are simulated over one year for each communication protocol. The results show that the downward flexibility potential of heat pumps is independent of the communication protocol. The upward flexibility potential of heat pumps is highest and most stable with direct load control over <em>Modbus</em>. Unlike downward flexibility, upward flexibility increases the daily energy consumption of heat pumps. For electric vehicles, ISO 15118-20 shows the highest overall flexibility.</div></div>","PeriodicalId":56142,"journal":{"name":"Sustainable Energy Grids & Networks","volume":"42 ","pages":"Article 101662"},"PeriodicalIF":4.8,"publicationDate":"2025-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143520404","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A revenue-adequate market design for Grid-enhancing technologies
IF 4.8 2区 工程技术
Sustainable Energy Grids & Networks Pub Date : 2025-02-27 DOI: 10.1016/j.segan.2025.101660
Xinyang Rui, Omid Mirzapour, Mostafa Ardakani
{"title":"A revenue-adequate market design for Grid-enhancing technologies","authors":"Xinyang Rui,&nbsp;Omid Mirzapour,&nbsp;Mostafa Ardakani","doi":"10.1016/j.segan.2025.101660","DOIUrl":"10.1016/j.segan.2025.101660","url":null,"abstract":"<div><div>Grid-enhancing technologies (GETs) are expected to be vital for upgrading the transmission system to accommodate higher levels of penetration from renewable energy sources (RES). Proper financial incentives are key to facilitating the deployment of GETs. This paper presents a market model based on co-optimizing GET setpoints alongside generation dispatch in power system operation. The dual variables associated with GET constraints serve as the marginal price for GET operation. GET owners receive payments based on this marginal price and GET setpoints. Proof of revenue adequacy for the proposed market design is presented. Simulation studies on two IEEE test cases show that the market design effectively rewards efficient GET operation and results in substantially higher payments than those from a regulated rate of return. The results suggest that the adoption of a market design, similar to what is presented in this paper, for GETs can lead to GETs proliferation and bring unprecedented levels of efficiency to transmission network utilization. The developed model is linear and scales well for large real-world systems. However, the adoption of the design will require regulatory changes and rulemaking by the Federal Energy Regulatory Agency.</div></div>","PeriodicalId":56142,"journal":{"name":"Sustainable Energy Grids & Networks","volume":"42 ","pages":"Article 101660"},"PeriodicalIF":4.8,"publicationDate":"2025-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143534304","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Heat and power energy management of VPP with renewable sources and plug-in electric vehicle in energy and reserve market
IF 4.8 2区 工程技术
Sustainable Energy Grids & Networks Pub Date : 2025-02-27 DOI: 10.1016/j.segan.2025.101670
Jie Yu , Zihao Fu , Qingjie Zhang , Xiaoyu Chen , Jian Wang
{"title":"Heat and power energy management of VPP with renewable sources and plug-in electric vehicle in energy and reserve market","authors":"Jie Yu ,&nbsp;Zihao Fu ,&nbsp;Qingjie Zhang ,&nbsp;Xiaoyu Chen ,&nbsp;Jian Wang","doi":"10.1016/j.segan.2025.101670","DOIUrl":"10.1016/j.segan.2025.101670","url":null,"abstract":"<div><div>The virtual power plant (VPP) integrates electric vehicle (EV) parking lots as both flexible consumers and prosumer, leveraging their bidirectional charging capabilities to improve grid stability and profitability. This paper defines a novel method to the improve economic aspect of distributed energy resources (DERs) in a distribution network through a VPP framework, actively contributing in day-ahead and regulation reserve markets. One of the main novelties of this study is using a forecasted price-based unit commitment approach for VPPs in microgrids with the aim of determining an optimal pricing strategy though addressing real-world operational complexities. Also, this study integrates a dual-role EV parking lots, acting both as a consumer and electricity provider, and explores its potential to minimize costs while optimizing charging and discharging agendas. The proposed optimization model tries to obtain maximum VPP profits in day-ahead and reserve markets by controlling the complexities of distributed thermal and electrical production, energy storage limits, and power balance restraints. By implementing an efficient model based on the a mixed-integer linear programming (MILP), a higher solution speeds, global optimality, and scalability for larger problems overcoming traditional limitations such as local optima and infeasibility in large-scale scenarios is achieved. By considering the uncertainties of solar and wind sources, a spinning reservation technique is used to increase microgrid stability. This study also examines how demand response programs help gas stations operate better and facilitate effective energy transfers between VPPs and the upstream network. As a major step toward increasing microgrid profitability and operational efficiency, the results demonstrate the superiority of establishing a strategic pathway for VPPs to optimize energy transactions, set competitive reserve market pricing, and handle market uncertainties.</div></div>","PeriodicalId":56142,"journal":{"name":"Sustainable Energy Grids & Networks","volume":"42 ","pages":"Article 101670"},"PeriodicalIF":4.8,"publicationDate":"2025-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143552180","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Network effects on the decoupling of carbon emissions in the power industry and power generation: A case study of China
IF 4.8 2区 工程技术
Sustainable Energy Grids & Networks Pub Date : 2025-02-25 DOI: 10.1016/j.segan.2025.101666
Muren BAI , Jia DONG , Cunbin LI
{"title":"Network effects on the decoupling of carbon emissions in the power industry and power generation: A case study of China","authors":"Muren BAI ,&nbsp;Jia DONG ,&nbsp;Cunbin LI","doi":"10.1016/j.segan.2025.101666","DOIUrl":"10.1016/j.segan.2025.101666","url":null,"abstract":"<div><div>The decoupling of carbon emissions in the power industry and power generation is of great significance to carbon emission reduction. In this paper, the network effect of the decoupling state was analyzed by applying the modified Gravity model and Social Network Analysis (SNA) approach, and finally the influencing factors of the spatial correlation between decoupling of carbon emissions in the power industry and power generation were analyzed by the quadratic assignment procedure (QAP)method. The results show that: (1) the decoupling effect of national carbon emissions in the power industry and power generation is significant, the decoupling states of the Northwest Grid is relatively smooth, and the decoupling status of the rest of the five major power grids is getting better.(2) Network associations in the decoupling state between regions become closer and closer, and the number of transmission relationships within clustered panels gradually increases, but there is an imbalance in the development within the network, with the North China Power Grid and the East China Power Grid as the centers of the network. (3) Geographic proximity, differences in economic level and population can significantly strengthen network formation, while differences in industrial structure and urbanization inhibit spatial network formation.</div></div>","PeriodicalId":56142,"journal":{"name":"Sustainable Energy Grids & Networks","volume":"42 ","pages":"Article 101666"},"PeriodicalIF":4.8,"publicationDate":"2025-02-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143534303","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A supply–demand optimization strategy for integrated energy system considering integrated demand response and electricity–heat–hydrogen hybrid energy storage 考虑综合需求响应和电-热-氢混合储能的综合能源系统供需优化策略
IF 4.8 2区 工程技术
Sustainable Energy Grids & Networks Pub Date : 2025-02-25 DOI: 10.1016/j.segan.2025.101658
Shaobo Shi , Qiang Gao , Yuehui Ji , Junjie Liu , Hao Chen , Yuchen Jiang
{"title":"A supply–demand optimization strategy for integrated energy system considering integrated demand response and electricity–heat–hydrogen hybrid energy storage","authors":"Shaobo Shi ,&nbsp;Qiang Gao ,&nbsp;Yuehui Ji ,&nbsp;Junjie Liu ,&nbsp;Hao Chen ,&nbsp;Yuchen Jiang","doi":"10.1016/j.segan.2025.101658","DOIUrl":"10.1016/j.segan.2025.101658","url":null,"abstract":"<div><div>To address the reliability and stability of the supply–demand balance in integrated energy systems, a supply–demand optimization strategy that considers wind and photovoltaic power generation uncertainties and integrated demand response is proposed. On the supply side, a robust stochastic optimization model is developed to describe the uncertainty of wind and photovoltaic power output, considering the effect of time on the prediction error of wind and photovoltaic power output. Additionally, a electricity–heat–hydrogen hybrid energy storage model is developed to improve system flexibility by accounting for the lifetime loss of energy storage. On the demand side, a packaged demand-side management approach is proposed to incentivize user participation in integrated demand response. Finally, the supply–demand model is solved using the Karush–Kuhn–Tucker condition and the Big-M method. The simulation results show that the intraday revenue of the Energy Hub is increased by 17.22%, and the maximum intraday consumer surplus of the load aggregator is increased by 6.31%. The total cost of hybrid energy storage is reduced by 5.21%, and wind-photovoltaic utilization is increased by 2.1% compared to a single electric energy storage configuration. The total cost of hybrid energy storage is reduced by 4.26%, and wind-photovoltaic utilization is increased by 1.5% compared to the electric-heat storage combination. After considering the battery life, the configured capacity of the hybrid energy storage battery decreased by 10.06%.</div></div>","PeriodicalId":56142,"journal":{"name":"Sustainable Energy Grids & Networks","volume":"42 ","pages":"Article 101658"},"PeriodicalIF":4.8,"publicationDate":"2025-02-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143520403","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Impact of thermal stores on multi-energy microgrids with multi-layer dynamic control architecture
IF 4.8 2区 工程技术
Sustainable Energy Grids & Networks Pub Date : 2025-02-25 DOI: 10.1016/j.segan.2025.101667
Pablo Horrillo-Quintero , Iván De la Cruz-Loredo , Pablo García-Triviño , Carlos E. Ugalde-Loo , Luis M. Fernández-Ramírez
{"title":"Impact of thermal stores on multi-energy microgrids with multi-layer dynamic control architecture","authors":"Pablo Horrillo-Quintero ,&nbsp;Iván De la Cruz-Loredo ,&nbsp;Pablo García-Triviño ,&nbsp;Carlos E. Ugalde-Loo ,&nbsp;Luis M. Fernández-Ramírez","doi":"10.1016/j.segan.2025.101667","DOIUrl":"10.1016/j.segan.2025.101667","url":null,"abstract":"<div><div>Thermal energy storage systems (TESSs) enhance multi-energy microgrids (MEMGs) operation by optimizing energy management. While previous research primarily focused on optimizing the MEMG operation using static MEMG models, this paper analyzes the dynamic impact of TESS on a grid-connected residential MEMG. This includes a photovoltaic plant, an electrical battery, and a hydrogen system with an electrolyzer, a fuel cell, and hydrogen tank. The thermal subsystem includes a gas boiler, a micro-combined heat and power (CHP) unit, an electric boiler, and a TESS tank. A novel intelligent control architecture based on fuzzy logic, model predictive control, and nonlinear optimization is presented to control the MEMG. Simulation results with TESS reveal a balanced heat production and demand, and improved temperature control. The integral time squared error (ITSE) is reduced by 91 % for the hot water circuit control and 81 % for the overall thermal balance of the MEMG. The improved control scheme also reduces the gas consumption, with a reduction of 12.44 % for the gas boiler, 1.81 % for the CHP, and 8.66 % in total, leading in turn to reduced operational costs (by 6 %) and CO<sub>2</sub> emissions (by 8.37 %) compared to the MEMG operation without a TESS under the same control scheme.</div></div>","PeriodicalId":56142,"journal":{"name":"Sustainable Energy Grids & Networks","volume":"42 ","pages":"Article 101667"},"PeriodicalIF":4.8,"publicationDate":"2025-02-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143512684","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Congestion-aware multi-objective scheduling and control for a user-centered EV charging hub
IF 4.8 2区 工程技术
Sustainable Energy Grids & Networks Pub Date : 2025-02-24 DOI: 10.1016/j.segan.2025.101656
Bart Nijenhuis, Gerwin Hoogsteen, Johann L. Hurink
{"title":"Congestion-aware multi-objective scheduling and control for a user-centered EV charging hub","authors":"Bart Nijenhuis,&nbsp;Gerwin Hoogsteen,&nbsp;Johann L. Hurink","doi":"10.1016/j.segan.2025.101656","DOIUrl":"10.1016/j.segan.2025.101656","url":null,"abstract":"<div><div>This paper presents a congestion-aware Energy Management System (EMS) for Electric Vehicle (EV) charging hubs with on-site PV generation and energy storage in the built environment. The concept of the system is based on a time-discretized scheduling approach that incorporates all relevant assets at the hub to charge the EVs without creating grid congestion problems. Since EV charging schedules in general have to be determined based on incomplete and often inaccurate forecasts and information, the scheduler is combined with an online control policy that operates to compensate for forecast errors or that can be used to react on external market price signals or congestion information. A simulation study of the scheduling concept and its underlying model shows that incorporating the current peak-tariff structure used in the Netherlands into the EMS can contribute to reducing the peak demand on the grid throughout the year for the proposed charging hub by 8.4%. The simulations furthermore show that the application of a peak shaving approach can lead to a peak load reduction of up to 36%, at only a 2.6% increase in total operational costs. The research objective of this study is to investigate how the theoretical model of the EMS can be applied in a real-world implementation. For this, the EMS is implemented in a real-life operational demonstration of the concept with real devices, data and users. The demonstration of the EMS in a real-world implementation advances the state of knowledge on these topics by demonstrating conflicting interests the lack of information-exchange between different stakeholders and the effect of this on the EV charging ecosystem. Further research is necessary, specifically on the interaction between EVs, Charge Point Operators, Mobility Service Providers and other relevant market parties such as energy traders.</div></div>","PeriodicalId":56142,"journal":{"name":"Sustainable Energy Grids & Networks","volume":"42 ","pages":"Article 101656"},"PeriodicalIF":4.8,"publicationDate":"2025-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143520401","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Modelling the influence of atmospheric conditions represented by wind, precipitation and air temperature on the intensity of failure and restoration time of medium-voltage power lines
IF 4.8 2区 工程技术
Sustainable Energy Grids & Networks Pub Date : 2025-02-24 DOI: 10.1016/j.segan.2025.101652
Andrzej Ł. Chojnacki
{"title":"Modelling the influence of atmospheric conditions represented by wind, precipitation and air temperature on the intensity of failure and restoration time of medium-voltage power lines","authors":"Andrzej Ł. Chojnacki","doi":"10.1016/j.segan.2025.101652","DOIUrl":"10.1016/j.segan.2025.101652","url":null,"abstract":"<div><div>The article presents the impact of atmospheric conditions represented by wind, precipitation, and air temperature on the intensity of damage to medium-voltage power lines and their restoration time. It discusses the mechanism of damaging these devices due to the influence of wind, atmospheric precipitation, and high and low temperatures. The method of modelling the relationship between the intensity of failures of power objects and the values of various environmental factors is discussed. The results obtained during many years of research for medium-voltage power lines operated in Polish electric power distribution networks are presented. These studies were conducted independently for lines with uninsulated conductors, semi-insulated conductors, and cable lines.</div></div>","PeriodicalId":56142,"journal":{"name":"Sustainable Energy Grids & Networks","volume":"42 ","pages":"Article 101652"},"PeriodicalIF":4.8,"publicationDate":"2025-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143509209","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A fully adaptive distributionally robust multistage framework based on mixed decision rules for wind-thermal system operation under uncertainty 基于混合决策规则的完全自适应分布式稳健多阶段框架,用于不确定条件下的风热系统运行
IF 4.8 2区 工程技术
Sustainable Energy Grids & Networks Pub Date : 2025-02-21 DOI: 10.1016/j.segan.2025.101664
Ying Yang , Linfeng Yang , Xinwei Shen , Zhaoyang Dong
{"title":"A fully adaptive distributionally robust multistage framework based on mixed decision rules for wind-thermal system operation under uncertainty","authors":"Ying Yang ,&nbsp;Linfeng Yang ,&nbsp;Xinwei Shen ,&nbsp;Zhaoyang Dong","doi":"10.1016/j.segan.2025.101664","DOIUrl":"10.1016/j.segan.2025.101664","url":null,"abstract":"<div><div>The growing integration of renewable energy into power systems offers opportunities for achieving low-cost and sustainable energy supplies. However, its intermittency poses technical challenges, necessitating flexible and reliable decision-making methods. This study aims to develop a framework to enhance the integration of wind power while ensuring system reliability and minimizing costs. A fully adaptive distributionally robust multistage framework is proposed, leveraging mixed decision rules to enable dynamic and efficient use of quick-start units and generation dispatch. The improved mixed decision rules expand the feasible region and handle higher dimensional variables, are first introduced in such problem. Advanced optimization techniques are employed to reformulate the framework into mixed integer linear programming, ensuring computational tractability. The introduction of improved mixed decision rules with distributionally robust optimization and the solvable reformulation of the framework highlight the novelty of this work. Case studies on IEEE test systems demonstrate the framework’s superiority over traditional models by increasing wind power penetration, reducing fossil fuel consumption, and providing feasible and optimal solutions in uncertain environments.</div></div>","PeriodicalId":56142,"journal":{"name":"Sustainable Energy Grids & Networks","volume":"42 ","pages":"Article 101664"},"PeriodicalIF":4.8,"publicationDate":"2025-02-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143520402","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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