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1.清华大学电机工程与应用电子技术系,北京市 100084
2.山西省能源互联网研究院,山西省太原市 030006
Received:31 July 2023,
Revised:2024-01-10,
Published Online:06 March 2024,
Published:10 April 2024
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盛裕杰,郭庆来,薛屹洵等.信息-物理-社会视角下的电力-交通耦合网络建模与协同优化[J].电力系统自动化,2024,48(7):62-85.
SHENG Yujie,GUO Qinglai,XUE Yixun,et al.Collaborative Modeling and Optimization of Power-Transportation Coupling Network from Cyber-Physical-Social Perspective[J].Automation of Electric Power Systems,2024,48(7):62-85.
盛裕杰,郭庆来,薛屹洵等.信息-物理-社会视角下的电力-交通耦合网络建模与协同优化[J].电力系统自动化,2024,48(7):62-85. DOI: 10.7500/AEPS20230731006.
SHENG Yujie,GUO Qinglai,XUE Yixun,et al.Collaborative Modeling and Optimization of Power-Transportation Coupling Network from Cyber-Physical-Social Perspective[J].Automation of Electric Power Systems,2024,48(7):62-85. DOI: 10.7500/AEPS20230731006.
近年来,电动汽车(EV)、快速充电设施的高速增长将电力系统和交通系统这两个复杂的基础设施网络紧密耦合。EV具备充电时间和充电位置的灵活性,对于新型电力系统正是理想的移动储能资源,可提供规模巨大的时间、空间灵活调节能力。然而,宏观的电力-交通耦合背后是海量EV用户在各类信息引导下做出的微观社会化决策,构成了复杂的信息-物理-社会系统。从这一视角对电力-交通耦合网络建模分析与协同优化的相关研究进行了梳理。首先,对两网耦合的基本场景和关键挑战进行了介绍;接着,以社会层与物理层为重点归纳了融合微观车主决策与宏观网络动态的EV群体出行-充电行为建模方法;然后,进一步纳入信息层,总结了多类定价主体与EV间的策略交互与协同优化;最后,对电力-交通耦合网络建模分析与协同优化相关方向的研究进行展望。
In recent years
the rapid growth of electric vehicles (EVs) and fast charging facilities has two closely coupled complex infrastructure networks
which is the power system and transportation system. With flexibility in charging time and location
EVs become ideal mobile energy storage resources for new power systems
which provide massive spatial and temporal flexible regulation capabilities. However
behind the macro power-transportation coupling is the micro social decision-making of numerous EV users under the guidance of the multi-source information
which forms a complex cyber-physical-social system. The relevant research on collaborative modeling and optimization of power-transportation coupling network from such perspective is reviewed. Firstly
the basic scenarios and key challenges of power-transportation network are introduced. Subsequently
focusing on social and physical layers
the modeling of EV traveling-charging behavior is reviewed
which integrates the micro EV user decision-making and macro network dynamics. Then
further incorporating the cyber layer
the strategy interaction and collaborative optimization among multiple pricing entities with EV drivers are summarized. Finally
prospects are made for the research on modeling and the optimization of power-transportation coupling network.
何正友 , 向悦萍 , 廖凯 , 等 . 能源-交通-信息三网融合发展的需求、形态及关键技术 [J]. 电力系统自动化 , 2021 , 45 ( 16 ): 73 - 86 .
HE Zhengyou , XIANG Yueping , LIAO Kai , et al . Demand, form and key technologies of integrated development of energy-transport-information networks [J]. Automation of Electric Power Systems , 2021 , 45 ( 16 ): 73 - 86 .
中华人民共和国国务院办公厅 . 国务院办公厅关于印发新能源汽车产业发展规划 ( 2021 — 2035 年)的通知[EB/OL].( 2020-11-02 ) [ 2023-07-01 ]. https://www.gov.cn/zhengce/content/2020-11/02/content_5556716.htm https://www.gov.cn/zhengce/content/2020-11/02/content_5556716.htm .
General Office of the State Council of the People’s Republic of China . Notice of the General Office of the State Council on printing and distributing the development plan of new energy automobile industry ( 2021-2035 ) [EB/OL]. ( 2020-11-02 ) [ 2023-07-01 ]. https://www.gov.cn/zhengce/content/2020-11/02/content_5556716.htm https://www.gov.cn/zhengce/content/2020-11/02/content_5556716.htm
中华人民共和国国务院办公厅 . 国务院办公厅关于进一步构建高质量充电基础设施体系的指导意见 [EB/OL].( 2023-06-08 )[ 2023-07-01 ]. https://www.gov.cn/zhengce/content/202306/content_6887167.htm https://www.gov.cn/zhengce/content/202306/content_6887167.htm .
General Office of the State Council of the People’s Republic of China . Guiding Opinions of General Office of the State Council on further constructing high-quality charging infrastructure system [EB/OL]. ( 2023-06-08 )[ 2023-07-01 ]. https://www.gov.cn/zhengce/content/202306/content_6887167.htm https://www.gov.cn/zhengce/content/202306/content_6887167.htm .
WANG H R , WANG Q , TANG Y , et al . Spatial load migration in a power system: concept, potential and prospects [J]. International Journal of Electrical Power & Energy Systems , 2022 , 140 : 107926 .
中华人民共和国国家发展和改革委员会 . 关于加强新能源汽车与电网融合互动的实施意见 [EB/OL].[ 2023-07-01 ]. https://www.ndrc.gov.cn/xxgk/zcfb/tz/202401/t20240104_1363096.html https://www.ndrc.gov.cn/xxgk/zcfb/tz/202401/t20240104_1363096.html .
National Development and Reform Commission . Suggestions on strengthening the integration and interaction between new energy vehicles and power grid [EB/OL]. [ 2023-07-01 ]. https://www.ndrc.gov.cn/xxgk/zcfb/tz/202401/t20240104_1363096.html https://www.ndrc.gov.cn/xxgk/zcfb/tz/202401/t20240104_1363096.html .
胡泽春 , 宋永华 , 徐智威 , 等 . 电动汽车接入电网的影响与利用 [J]. 中国电机工程学报 , 2012 , 32 ( 4 ): 1 - 10 .
HU Zechun , SONG Yonghua , XU Zhiwei , et al . Impacts and utilization of electric vehicles integration into power systems [J]. Proceedings of the CSEE , 2012 , 32 ( 4 ): 1 - 10 .
王锡凡 , 邵成成 , 王秀丽 , 等 . 电动汽车充电负荷与调度控制策略综述 [J]. 中国电机工程学报 , 2013 , 33 ( 1 ): 1 - 10 .
WANG Xifan , SHAO Chengcheng , WANG Xiuli , et al . Survey of electric vehicle charging load and dispatch control strategies [J]. Proceedings of the CSEE , 2013 , 33 ( 1 ): 1 - 10 .
裴振坤 , 王学梅 , 康龙云 . 电动汽车参与电网辅助服务的控制策略综述 [J]. 电力系统自动化 , 2023 , 47 ( 18 ): 17 - 32 .
PEI Zhenkun , WANG Xuemei , KANG Longyun . Review on control strategies for electric vehicles participating in ancillary services of power grid [J]. Automation of Electric Power Systems , 2023 , 47 ( 18 ): 17 - 32 .
TENG F , DING Z H , HU Z C , et al . Technical review on advanced approaches for electric vehicle charging demand management, part I: applications in electric power market and renewable energy integration [J]. IEEE Transactions on Industry Applications , 2020 , 56 ( 5 ): 5684 - 5694 .
崔岩 , 胡泽春 , 段小宇 . 考虑充电需求空间灵活性的电动汽车运行优化研究综述 [J]. 电网技术 , 2022 , 46 ( 3 ): 981 - 994 .
CUI Yan , HU Zechun , DUAN Xiaoyu . Review on the electric vehicles operation optimization considering the spatial flexibility of electric vehicles charging demands [J]. Power System Technology , 2022 , 46 ( 3 ): 981 - 994 .
DING Z , TENG F , SARIKPRUECK P , et al . Technical review on advanced approaches for electric vehicle charging demand management, part II: applications in transportation system coordination and infrastructure planning [J/OL]. IEEE Transactions on Industry Applications [ 2023-07-01 ]. https://ieeexplore.ieee.org/document/9091236 https://ieeexplore.ieee.org/document/9091236 .
WEI W , WU D M , WU Q W , et al . Interdependence between transportation system and power distribution system: a comprehensive review on models and applications [J]. Journal of Modern Power Systems and Clean Energy , 2019 , 7 ( 3 ): 433 - 448 .
SUN Y Y , ZHAO P F , WANG L W , et al . Spatial and temporal modelling of coupled power and transportation systems: a comprehensive review [J]. Energy Conversion and Economics , 2021 , 2 ( 2 ): 55 - 66 .
赵轩 , 张元星 , 李斌 , 等 . 国内外车网互动试点成效分析与发展建议 [J]. 电力自动化设备 , 2022 , 42 ( 10 ): 280 - 292 .
ZHAO Xuan , ZHANG Yuanxing , LI Bin , et al . Effect analysis and development suggestion of domestic and foreign vehicle grid integration pilots [J]. Electric Power Automation Equipment , 2022 , 42 ( 10 ): 280 - 292 .
LI X H , WANG Z P , ZHANG L , et al . Electric vehicle behavior modeling and applications in vehicle-grid integration: an overview [J]. Energy , 2023 , 268 : 126647 .
XUE Y S , YU X H . Beyond smart grid—cyber⁃physical⁃social system in energy future [J]. Proceedings of the IEEE , 2017 , 105 ( 12 ): 2290 - 2292 .
杨天宇 , 郭庆来 , 盛裕杰 , 等 . 系统互联视角下的城域电力-交通融合网络协同 [J]. 电力系统自动化 , 2020 , 44 ( 11 ): 1 - 9 .
YANG Tianyu , GUO Qinglai , SHENG Yujie , et al . Coordination of urban integrated electric power and traffic network from perspective of system interconnection [J]. Automation of Electric Power Systems , 2020 , 44 ( 11 ): 1 - 9 .
SONG J , HE G N , WANG J X , et al . Shaping future low-carbon energy and transportation systems: digital technologies and applications [J]. iEnergy , 2022 , 1 ( 3 ): 285 - 305 .
胡泽春 , 邵成成 , 何方 , 等 . 电网与交通网耦合的设施规划与运行优化研究综述及展望 [J]. 电力系统自动化 , 2022 , 46 ( 12 ): 3 - 19 .
HU Zechun , SHAO Chengcheng , HE Fang , et al . Review and prospect of research on facility planning and optimal operation for coupled power and transportation networks [J]. Automation of Electric Power Systems , 2022 , 46 ( 12 ): 3 - 19 .
CUI D S , WANG Z P , LIU P , et al . Battery electric vehicle usage pattern analysis driven by massive real-world data [J]. Energy , 2022 , 250 : 123837 .
毛玲 , 邓思文 , 赵登辉 , 等 . 新能源汽车监测平台在行驶和充电场景中的应用与思考 [J]. 电工技术学报 , 2022 , 37 ( 1 ): 48 - 57 .
MAO Ling , DENG Siwen , ZHAO Denghui , et al . Application and thinking of big data technology of new energy vehicle monitoring platform in driving and charging scenarios [J]. Transactions of China Electrotechnical Society , 2022 , 37 ( 1 ): 48 - 57 .
ALIZADEH M , WAI H T , CHOWDHURY M , et al . Optimal pricing to manage electric vehicles in coupled power and transportation networks [J]. IEEE Transactions on Control of Network Systems , 2017 , 4 ( 4 ): 863 - 875 .
WEI W , WU L , WANG J H , et al . Network equilibrium of coupled transportation and power distribution systems [J]. IEEE Transactions on Smart Grid , 2018 , 9 ( 6 ): 6764 - 6779 .
吕思 , 卫志农 . 基于动态无线充电的电力-交通网协同优化运行研究综述与展望 [J]. 全球能源互联网 , 2019 , 2 ( 5 ): 484 - 491 .
LYU Si , WEI Zhinong . Coupling electricity and transportation networks to achieve dynamic wireless charging: review and prospects [J]. Journal of Global Energy Interconnection , 2019 , 2 ( 5 ): 484 - 491 .
BLIEMER M C J , RAADSEN M P H , BREDERODE L J N , et al . Genetics of traffic assignment models for strategic transport planning [J]. Transport Reviews , 2017 , 37 ( 1 ): 56 - 78 .
HE F , WU D , YIN Y F , et al . Optimal deployment of public charging stations for plug-in hybrid electric vehicles [J]. Transportation Research Part B: Methodological , 2013 , 47 : 87 - 101 .
JIANG N , XIE C , WALLER S T . Path-constrained traffic assignment [J]. Transportation Research Record , 2012 , 2283 : 25 - 33 .
HE F , YIN Y F , LAWPHONGPANICH S . Network equilibrium models with battery electric vehicles [J]. Transportation Research Part B: Methodological , 2014 , 67 : 306 - 319 .
WANG T G , XIE C , XIE J , et al . Path-constrained traffic assignment: a trip chain analysis under range anxiety [J]. Transportation Research Part C: Emerging Technologies , 2016 , 68 : 447 - 461 .
HE F , YIN Y F , ZHOU J . Deploying public charging stations for electric vehicles on urban road networks [J]. Transportation Research Part C: Emerging Technologies , 2015 , 60 : 227 - 240 .
JIANG N , XIE C . Computing and analyzing mixed equilibrium network flows with gasoline and electric vehicles [J]. Computer-Aided Civil and Infrastructure Engineering , 2014 , 29 ( 8 ): 626 - 641 .
CHEN Z B , HE F , ZHANG L H , et al . Optimal deployment of autonomous vehicle lanes with endogenous market penetration [J]. Transportation Research Part C: Emerging Technologies , 2016 , 72 : 143 - 156 .
谢仕炜 , 陈铠悦 , 张亚超 , 等 . 考虑需求弹性的电力-交通网络双层博弈模型—基于拟变分不等式 [J/OL]. 中国电机工程学报 [ 2023-07-01 ]. http://doi.org/10.13334/j.0258-8013.pcsee.230715 http://doi.org/10.13334/j.0258-8013.pcsee.230715 .
XIE Shiwei , CHEN Kaiyue , ZHANG Yachao , et al . A two-layer game model for power-transportation coupled networks considering demand elasticity—based on quasi-variational inequalities [J/OL]. Proceedings of the CSEE [ 2023-07-01 ]. http://doi.org/10.13334/j.0258-8013.pcsee.230715 http://doi.org/10.13334/j.0258-8013.pcsee.230715 .
ZHOU Z , ZHANG X , GUO Q L , et al . Analyzing power and dynamic traffic flows in coupled power and transportation networks [J]. Renewable and Sustainable Energy Reviews , 2021 , 135 : 110083 .
JIANG H G , ZHANG Y C , CHEN Y C , et al . Power-traffic coordinated operation for bi-peak shaving and bi-ramp smoothing—a hierarchical data-driven approach [J]. Applied Energy , 2018 , 229 : 756 - 766 .
SUN Y Y , CHEN Z Q , LI Z Y , et al . EV charging schedule in coupled constrained networks of transportation and power system [J]. IEEE Transactions on Smart Grid , 2019 , 10 ( 5 ): 4706 - 4716 .
HU L X , WEI W , SHEN Z Q . Impact of time-shiftable traffic demands on coupled transportation and power distribution systems [C]// 2019 IEEE Innovative Smart Grid Technologies⁃Asia (ISGT Asia) , May 21-24 , 2019 , Chengdu, China : 2527 - 2531 .
LIU Y , WANG Y , LI Y Z , et al . Multi-agent based optimal scheduling and trading for multi-microgrids integrated with urban transportation networks [J]. IEEE Transactions on Power Systems , 2021 , 36 ( 3 ): 2197 - 2210 .
LV S , SUN G Q , WEI Z N , et al . Optimal pricing and energy sharing of EV charging stations with an augmented user equilibrium model [J/OL]. IEEE Transactions on Power Systems [ 2023-07-10 ]. http://ieeexplore.ieee.org/document/10158914 http://ieeexplore.ieee.org/document/10158914 .
LV S , WEI Z N , SUN G Q , et al . Optimal power and semi-dynamic traffic flow in urban electrified transportation networks [J]. IEEE Transactions on Smart Grid , 2020 , 11 ( 3 ): 1854 - 1865 .
ZHOU Z , ZHANG X , GUO Q L , et al . Integrated pricing framework for optimal power and semi-dynamic traffic flow problem [J]. IET Renewable Power Generation , 2020 , 14 ( 18 ): 3636 - 3643 .
HAN K , FRIESZ T L , YAO T . A partial differential equation formulation of Vickrey’s bottleneck model, part II: numerical analysis and computation [J]. Transportation Research Part B: Methodological , 2013 , 49 : 75 - 93 .
SZETO W Y . Enhanced lagged cell-transmission model for dynamic traffic assignment [J]. Transportation Research Record , 2008 , 2085 ( 1 ): 76 - 85 .
GENTILE G . Using the general link transmission model in a dynamic traffic assignment to simulate congestion on urban networks [J]. Transportation Research Procedia , 2015 , 5 : 66 - 81 .
龙建成 , 郭嘉琪 . 动态交通分配问题研究回顾与展望 [J]. 交通运输系统工程与信息 , 2021 , 21 ( 5 ): 125 - 138 .
LONG Jiancheng , GUO Jiaqi . Review and prospect of dynamic traffic assignment research [J]. Journal of Transportation Systems Engineering and Information Technology , 2021 , 21 ( 5 ): 125 - 138 .
ALIZADEH M , WAI H T , GOLDSMITH A , et al . Retail and wholesale electricity pricing considering electric vehicle mobility [J]. IEEE Transactions on Control of Network Systems , 2019 , 6 ( 1 ): 249 - 260 .
ZHAO T Y , YAN H Y , LIU X C , et al . Congestion-aware dynamic optimal traffic power flow in coupled transportation power systems [J]. IEEE Transactions on Industrial Informatics , 2023 , 19 ( 2 ): 1833 - 1843 .
SUN G Z , LI G Y , XIA S W , et al . ALADIN-based coordinated operation of power distribution and traffic networks with electric vehicles [J]. IEEE Transactions on Industry Applications , 2020 , 56 ( 5 ): 5944 - 5954 .
刘超 , 李青 , 马明明 , 等 . 基于DATA模型的电动汽车充电需求时空演化规律分析 [J]. 电力系统自动化 , 2023 , 47 ( 12 ): 86 - 94 .
LIU Chao , LI Qing , MA Mingming , et al . Analysis on spatial-temporal evolution law of electric vehicle charging demand based on dynamic activity-travel assignment model [J]. Automation of Electric Power Systems , 2023 , 47 ( 12 ): 86 - 94 .
WANG X , SHAHIDEHPOUR M , JIANG C W , et al . Resilience enhancement strategies for power distribution network coupled with urban transportation system [J]. IEEE Transactions on Smart Grid , 2019 , 10 ( 4 ): 4068 - 4079 .
谢仕炜 , 胡志坚 , 王珏莹 . 考虑时⁃空耦合的城市电力⁃交通网络动态流量均衡 [J]. 中国电机工程学报 , 2021 , 41 ( 24 ): 8408 - 8423 .
XIE Shiwei , HU Zhijian , WANG Jueying . Dynamic flow equilibrium of urban power and transportation networks considering the coupling in time and space [J]. Proceedings of the CSEE , 2021 , 41 ( 24 ): 8408 - 8423 .
XIE S W , XU Y , ZHENG X D . On dynamic network equilibrium of a coupled power and transportation network [J]. IEEE Transactions on Smart Grid , 2022 , 13 ( 2 ): 1398 - 1411 .
WANG H R , YE Y J , WANG Q , et al . An efficient LP-based approach for spatial-temporal coordination of electric vehicles in electricity-transportation nexus [J]. IEEE Transactions on Power Systems , 2023 , 38 ( 3 ): 2914 - 2925 .
谢仕炜 , 林伟伟 , 张亚超 . 基于变分不等式理论的电力⁃交通耦合网络均衡状态研究 [J]. 中国电机工程学报 , 2022 , 42 ( 17 ): 6220 - 6238 .
XIE Shiwei , LIN Weiwei , ZHANG Yachao . Research on coupled power-transportation network equilibrium state based on variational inequality theory [J]. Proceedings of the CSEE , 2022 , 42 ( 17 ): 6220 - 6238 .
SHAO C C , LI K , LI X L , et al . A decentralized bi-level decomposition method for optimal operation of electric vehicles in coupled urban transportation and power distribution systems [J/OL]. IEEE Transactions on Transportation Electrification [ 2023-07-01 ]. http://ieeexplore.ieee.org/document/10147349 http://ieeexplore.ieee.org/document/10147349 .
LI K , SHAO C C , LI X L , et al . An inverse optimization method for electric vehicle charging and road toll pricing in coupled urban transportation and power distribution systems [J/OL]. IEEE Transactions on Smart Grid [ 2023-07-01 ]. http://ieeexplore.ieee.org/document/10173663 http://ieeexplore.ieee.org/document/10173663 .
HE F , YIN Y F , WANG J H , et al . Sustainability SI: optimal prices of electricity at public charging stations for plug-in electric vehicles [J]. Networks and Spatial Economics , 2016 , 16 ( 1 ): 131 - 154 .
ZHOU Z , MOURA S J , ZHANG H C , et al . Power-traffic network equilibrium incorporating behavioral theory: a potential game perspective [J]. Applied Energy , 2021 , 289 : 116703 .
LIU K , LIU Y L . Stochastic user equilibrium based spatial-temporal distribution prediction of electric vehicle charging load [J]. Applied Energy , 2023 , 339 : 120943 .
刘洪 , 李荣 , 葛少云 , 等 . 考虑出租车随机行为特性及路网行程时间可靠性的充电站多目标规划 [J]. 电网技术 , 2016 , 40 ( 2 ): 433 - 441 .
LIU Hong , LI Rong , GE Shaoyun , et al . Multiple objective planning for electric taxi charging station considering random-probability behavioral trait of taxi and travel time reliability [J]. Power System Technology , 2016 , 40 ( 2 ): 433 - 441 .
葛少云 , 李荣 , 韩俊 , 等 . 考虑电动出租车随机概率行为特性的充电站规划 [J]. 电力系统自动化 , 2016 , 40 ( 4 ): 50 - 58 .
GE Shaoyun , LI Rong , HAN Jun , et al . Charging station planning considering probability behavior characteristic of electric taxi [J]. Automation of Electric Power Systems , 2016 , 40 ( 4 ): 50 - 58 .
吴赋章 , 杨军 , 林洋佳 , 等 . 考虑用户有限理性的电动汽车时空行为特性 [J]. 电工技术学报 , 2020 , 35 ( 7 ): 1563 - 1574 .
WU Fuzhang , YANG Jun , LIN Yangjia , et al . Research on spatiotemporal behavior of electric vehicles considering the users’ bounded rationality [J]. Transactions of China Electrotechnical Society , 2020 , 35 ( 7 ): 1563 - 1574 .
YANG J , WU F Z , YAN J , et al . Charging demand analysis framework for electric vehicles considering the bounded rationality behavior of users [J]. International Journal of Electrical Power & Energy Systems , 2020 , 119 : 105952 .
龙雪梅 , 杨军 , 吴赋章 , 等 . 考虑路网-电网交互和用户心理的电动汽车充电负荷预测 [J]. 电力系统自动化 , 2020 , 44 ( 14 ): 86 - 93 .
LONG Xuemei , YANG Jun , WU Fuzhang , et al . Prediction of electric vehicle charging load considering interaction between road network and power grid and user’s psychology [J]. Automation of Electric Power Systems , 2020 , 44 ( 14 ): 86 - 93 .
PAN L , YAO E J , MACKENZIE D . Modeling EV charging choice considering risk attitudes and attribute non-attendance [J]. Transportation Research Part C: Emerging Technologies , 2019 , 102 : 60 - 72 .
谢龙韬 , 谢仕炜 , 陈铠悦 , 等 . 考虑用户出行成本预算的电力-交通耦合网络充电站定价策略 [J/OL]. 电力系统自动化 [ 2023-12-01 ]. http://doi. org/10.7500/AEPS20230628010 http://doi.org/10.7500/AEPS20230628010 .
XIE Longtao , XIE Shiwei , CHEN Kaiyue , et al . Pricing strategy of charging station in power-transportation coupling network considering user travel cost budget [J/OL]. Automation of Electric Power Systems [ 2023-12-01 ]. http://doi. org/10.7500/AEPS20230628010 http://doi.org/10.7500/AEPS20230628010 .
CALEARO L , MARINELLI M , ZIRAS C . A review of data sources for electric vehicle integration studies [J]. Renewable and Sustainable Energy Reviews , 2021 , 151 : 111518 .
JIA Q S , LONG T . A review on charging behavior of electric vehicles: data, model, and control [J]. Control Theory and Technology , 2020 , 18 ( 3 ): 217 - 230 .
AMARA-OUALI Y , GOUDE Y , MASSART P , et al . A review of electric vehicle load open data and models [J]. Energies , 2021 , 14 ( 8 ): 2233 .
YANG T Y , XU X X , GUO Q L , et al . EV charging behaviour analysis and modelling based on mobile crowdsensing data [J]. IET Generation , Transmission & Distribution, 2017 , 11 ( 7 ): 1683 - 1691 .
盛裕杰 , 郭庆来 , 刘梦洁 , 等 . 多源数据融合的用户充电行为分析与充电设施规划实践 [J]. 电力系统自动化 , 2022 , 46 ( 12 ): 151 - 162 .
SHENG Yujie , GUO Qinglai , LIU Mengjie , et al . User charging behavior analysis and charging facility planning practice based on multi-source data fusion [J]. Automation of Electric Power Systems , 2022 , 46 ( 12 ): 151 - 162 .
XING Q , CHEN Z , ZHANG Z Q , et al . Modelling driving and charging behaviours of electric vehicles using a data-driven approach combined with behavioural economics theory [J]. Journal of Cleaner Production , 2021 , 324 : 129243 .
LI Y J , SU S , LIU B , et al . Trajectory-driven planning of electric taxi charging stations based on cumulative prospect theory [J]. Sustainable Cities and Society , 2022 , 86 : 104125 .
XU Y Y , ÇOLAK S , KARA E C , et al . Planning for electric vehicle needs by coupling charging profiles with urban mobility [J]. Nature Energy , 2018 , 3 : 484 - 493 .
苏粟 , 李玉璟 , 夏明超 , 等 . 基于时空耦合特性的充电站运行状态预测 [J]. 电力系统自动化 , 2022 , 46 ( 3 ): 23 - 32 .
SU Su , LI Yujing , XIA Mingchao , et al . Operation state prediction of charging station based on spatio-temporal coupling characteristics [J]. Automation of Electric Power Systems , 2022 , 46 ( 3 ): 23 - 32 .
HU D D , ZHOU K L , LI F Y , et al . Electric vehicle user classification and value discovery based on charging big data [J]. Energy , 2022 , 249 : 123698 .
SADEGHIANPOURHAMAMI N , REFA N , STROBBE M , et al . Quantitive analysis of electric vehicle flexibility: a data-driven approach [J]. International Journal of Electrical Power & Energy Systems , 2018 , 95 : 451 - 462 .
CAÑIGUERAL M , MELÉNDEZ J . Flexibility management of electric vehicles based on user profiles: the Arnhem case study [J]. International Journal of Electrical Power & Energy Systems , 2021 , 133 : 107195 .
BAO Z Y , HU Z C , KAMMEN D M , et al . Data-driven approach for analyzing spatiotemporal price elasticities of EV public charging demands based on conditional random fields [J]. IEEE Transactions on Smart Grid , 2021 , 12 ( 5 ): 4363 - 4376 .
MANSHADI S D , KHODAYAR M E , ABDELGHANY K , et al . Wireless charging of electric vehicles in electricity and transportation networks [J]. IEEE Transactions on Smart Grid , 2018 , 9 ( 5 ): 4503 - 4512 .
SHAO C C , LI K , QIAN T , et al . Generalized user equilibrium for coordination of coupled power-transportation network [J]. IEEE Transactions on Smart Grid , 2023 , 14 ( 3 ): 2140 - 2151 .
QIAN T , SHAO C C , LI X L , et al . Enhanced coordinated operations of electric power and transportation networks via EV charging services [J]. IEEE Transactions on Smart Grid , 2020 , 11 ( 4 ): 3019 - 3030 .
BAGHALI S , GUO Z M , WEI W , et al . Electric vehicles for distribution system load pickup under stressed conditions: a network equilibrium approach [J]. IEEE Transactions on Power Systems , 2023 , 38 ( 3 ): 2304 - 2317 .
LV S , WEI Z N , SUN G Q , et al . Power and traffic nexus: from perspective of power transmission network and electrified highway network [J]. IEEE Transactions on Transportation Electrification , 2021 , 7 ( 2 ): 566 - 577 .
WEI W , MEI S W , WU L , et al . Robust operation of distribution networks coupled with urban transportation infrastructures [J]. IEEE Transactions on Power Systems , 2017 , 32 ( 3 ): 2118 - 2130 .
BAKHSHAYESH B G , KEBRIAEI H . Generalized wardrop equilibrium for charging station selection and route choice of electric vehicles in joint power distribution and transportation networks [J]. IEEE Transactions on Control of Network Systems , 2023 , 10 ( 3 ): 1245 - 1254 .
SHENG Y J , GUO Q L , CHEN F , et al . Coordinated pricing of coupled urban power-traffic networks: the value of information sharing [J]. Applied Energy , 2021 , 301 : 117428 .
LV S , CHEN S , WEI Z N . Coordinating urban power-traffic networks: a subsidy-based Nash-Stackelberg-Nash game model [J]. IEEE Transactions on Industrial Informatics , 2023 , 19 ( 2 ): 1778 - 1790 .
QIAO W J , HAN Y H , SI F Y , et al . Optimal economic-emission scheduling of coupled transportation and power distribution networks with multi-objective optimization [J]. IEEE Transactions on Industry Applications , 2023 , 59 ( 4 ): 4808 - 4820 .
LV S , CHEN S , WEI Z N , et al . Power-transportation coordination: toward a hybrid economic-emission dispatch model [J]. IEEE Transactions on Power Systems , 2022 , 37 ( 5 ): 3969 - 3981 .
YUAN Q , YE Y J , TANG Y , et al . Low carbon electric vehicle charging coordination in coupled transportation and power networks [J]. IEEE Transactions on Industry Applications , 2023 , 59 ( 2 ): 2162 - 2172 .
ZHANG H C , HU Z C , SONG Y H . Power and transport nexus: routing electric vehicles to promote renewable power integration [J]. IEEE Transactions on Smart Grid , 2020 , 11 ( 4 ): 3291 - 3301 .
ZHOU Z , ZHANG X , GUO Q L , et al . Decomposition approach for the interdependency analysis of integrated power and transportation systems [J]. IET Smart Grid , 2020 , 3 ( 6 ): 825 - 834 .
XIE S W , WU Q W , HATZIARGYRIOU N D , et al . Collaborative pricing in a power-transportation coupled network: a variational inequality approach [J]. IEEE Transactions on Power Systems , 2023 , 38 ( 1 ): 783 - 795 .
LV S , CHEN S , WEI Z N , et al . Incentivizing the collaboration between travelers and power-traffic network operators: an asymmetric Nash bargaining approach [J/OL]. IEEE Transactions on Sustainable Energy [ 2023-07-01 ]. http://ieeexplore.ieee.org/document/10363682 http://ieeexplore.ieee.org/document/10363682 .
HE F , YIN Y F , ZHOU J . Integrated pricing of roads and electricity enabled by wireless power transfer [J]. Transportation Research Part C: Emerging Technologies , 2013 , 34 : 1 - 15 .
WEI W , MEI S W , WU L , et al . Optimal traffic-power flow in urban electrified transportation networks [J]. IEEE Transactions on Smart Grid , 2017 , 8 ( 1 ): 84 - 95 .
LV S , WEI Z N , CHEN S , et al . Integrated demand response for congestion alleviation in coupled power and transportation networks [J]. Applied Energy , 2021 , 283 : 116206 .
LV S , CHEN S , WEI Z N , et al . Tariff bounding and cooperation stability in power-traffic nexus: a social entity perspective [J]. IEEE Transactions on Smart Grid , 2024 , 15 ( 1 ): 687 - 700 .
ZHANG Y F , DEY S , SHI Y Y . Optimal vehicle charging in bilevel power-traffic networks via charging demand function [J/OL]. IEEE Transactions on Smart Grid [ 2023-07-01 ]. http://ieeexplore.ieee.org/document/10293190 http://ieeexplore.ieee.org/document/10293190 .
LI K , SHAO C C , SHAHIDEHPOUR M , et al . A capacity-based regulation method for coordinating electric vehicle charging flows in coupled distribution and transportation networks [J/OL]. IEEE Transactions on Smart Grid [ 2023-07-01 ]. http://ieeexplore.ieee.org/document/10295993 http://ieeexplore.ieee.org/document/10295993 .
GENG L J , LU Z G , HE L C , et al . Smart charging management system for electric vehicles in coupled transportation and power distribution systems [J]. Energy , 2019 , 189 : 116275 .
XIE S W , CHEN Z D , ZHANG Y C , et al . Decentralized optimization of multi-area power-transportation coupled systems based on variational inequalities [J/OL]. CSEE Journal of Power and Energy Systems [ 2023-07-01 ]. http://ieeexplore.ieee.org/document/10106206 http://ieeexplore.ieee.org/document/10106206 .
WANG Y , GUO Q L , YU Y . Cooperative pricing for vehicle-traffic-power nexus to support city decarbonization: a federated deep reinforcement learning framework [J]. IEEE Transactions on Industrial Cyber-Physical Systems , 2023 , 1 : 182 - 191 .
谢仕炜 , 张亚超 , 舒胜文 , 等 . 考虑混合需求不确定性的电力-交通耦合网络最优定价策略 [J]. 中国电机工程学报 2023 , 43 ( 22 ): 8652 - 8666 .
XIE Shiwei , ZHANG Yachao , SHU Shengwen , et al . Optimal pricing strategies of power-traffic coupled networks considering mixed demand uncertainties [J] Proceedings of the CSEE , 2023 , 43 ( 22 ): 8652 - 8666 .
张亚超 , 郑峰 , 舒胜文 , 等 . 考虑多重不确定性的电⁃气⁃交通网络耦合系统数据驱动鲁棒优化调度 [J]. 中国电机工程学报 , 2021 , 41 ( 13 ): 4450 - 4461 .
ZHANG Yachao , ZHENG Feng , SHU Shengwen , et al . A data-driven robust optimization scheduling of coupled electricity-gas-transportation systems considering multiple uncertainties [J]. Proceedings of the CSEE , 2021 , 41 ( 13 ): 4450 - 4461 .
彭春华 , 姜治 , 孙惠娟 , 等 . 路-电耦合配电网调度与充电策略协同鲁棒优化 [J]. 电网技术 , 2023 , 47 ( 7 ): 2762 - 2773 .
PENG Chunhua , JIANG Zhi , SUN Huijuan , et al . Coordinated robust optimization of distribution network scheduling and charging strategy with traffic-grid coupling [J]. Power System Technology , 2023 , 47 ( 7 ): 2762 - 2773 .
方晓涛 , 严正 , 王晗 , 等 . 考虑“路-车-源-荷”多重不确定性的交通网与配电网概率联合流分析 [J]. 电力系统自动化 , 2022 , 46 ( 12 ): 76 - 87 .
FANG Xiaotao , YAN Zheng , WANG Han , et al . Analysis on probabilistic joint flow for transportation network and distribution network considering multiple uncertainties of road-vehicle-source-load [J]. Automation of Electric Power Systems , 2022 , 46 ( 12 ): 76 - 87 .
WANG H , XU X Y , CHEN Y , et al . Stochastic optimization of coupled power distribution-urban transportation network operations with autonomous mobility on demand systems [J/OL]. IEEE Transactions on Smart Grid [ 2023-07-01 ]. http://ieeexplore.ieee.org/document/10287171 http://ieeexplore.ieee.org/document/10287171 .
CUI Y , HU Z C , DUAN X Y . Optimal pricing of public electric vehicle charging stations considering operations of coupled transportation and power systems [J]. IEEE Transactions on Smart Grid , 2021 , 12 ( 4 ): 3278 - 3288 .
SOHET B , HAYEL Y , BEAUDE O , et al . Hierarchical coupled driving-and-charging model of electric vehicles, stations and grid operators [J]. IEEE Transactions on Smart Grid , 2021 , 12 ( 6 ): 5146 - 5157 .
LEE W , XIANG L , SCHOBER R , et al . Electric vehicle charging stations with renewable power generators: a game theoretical analysis [J]. IEEE Transactions on Smart Grid , 2015 , 6 ( 2 ): 608 - 617 .
LEE W , SCHOBER R , WONG V W S . An analysis of price competition in heterogeneous electric vehicle charging stations [J]. IEEE Transactions on Smart Grid , 2019 , 10 ( 4 ): 3990 - 4002 .
YUAN W , HUANG J W , ZHANG Y J A . Competitive charging station pricing for plug-in electric vehicles [J]. IEEE Transactions on Smart Grid , 2017 , 8 ( 2 ): 627 - 639 .
ZHANG Y R , ZHOU Y J , JIANG C K , et al . Plug-in electric vehicle charging with multiple charging options: a systematic analysis of service providers’ pricing strategies [J]. IEEE Transactions on Smart Grid , 2021 , 12 ( 1 ): 524 - 537 .
LU Z G , SHI L N , GENG L J , et al . Non-cooperative game pricing strategy for maximizing social welfare in electrified transportation networks [J]. International Journal of Electrical Power & Energy Systems , 2021 , 130 : 106980 .
LI K , SHAO C C , ZHANG H C , et al . Strategic pricing of electric vehicle charging service providers in coupled power-transportation networks [J]. IEEE Transactions on Smart Grid , 2023 , 14 ( 3 ): 2189 - 2201 .
CHEN S B , FENG S S , GUO Z W , et al . Trilevel optimization model for competitive pricing of electric vehicle charging station considering distribution locational marginal price [J]. IEEE Transactions on Smart Grid , 2022 , 13 ( 6 ): 4716 - 4729 .
CUI Y , HU Z C , DUAN X Y . A multi-period charging service pricing game for public charging network operators considering the dynamics of coupled traffic-power systems [J]. IEEE Transactions on Intelligent Transportation Systems , 2023 , 24 ( 9 ): 9355 - 9367 .
AFFOLABI L , SHAHIDEHPOUR M , RAHIMI F , et al . Hierarchical transactive energy scheduling of electric vehicle charging stations in constrained power distribution and transportation networks [J]. IEEE Transactions on Transportation Electrification , 2023 , 9 ( 2 ): 3398 - 3409 .
ZHAO Y Q , GUO Y , GUO Q L , et al . Deployment of the electric vehicle charging station considering existing competitors [J]. IEEE Transactions on Smart Grid , 2020 , 11 ( 5 ): 4236 - 4248 .
LUO C , HUANG Y F , GUPTA V . Placement of EV charging stations—balancing benefits among multiple entities [J]. IEEE Transactions on Smart Grid , 2017 , 8 ( 2 ): 759 - 768 .
ZAVVOS E , GERDING E H , BREDE M . A comprehensive game-theoretic model for electric vehicle charging station competition [J]. IEEE Transactions on Intelligent Transportation Systems , 2022 , 23 ( 8 ): 12239 - 12250 .
QIAN T , SHAO C C , LI X L , et al . Multi-agent deep reinforcement learning method for EV charging station game [J]. IEEE Transactions on Power Systems , 2022 , 37 ( 3 ): 1682 - 1694 .
LU Y , LIANG Y C , DING Z H , et al . Deep reinforcement learning-based charging pricing for autonomous mobility-on-demand system [J]. IEEE Transactions on Smart Grid , 2022 , 13 ( 2 ): 1412 - 1426 .
ZENG H T , SHENG Y J , SUN H B , et al . A conic relaxation approach for solving Stackelberg pricing game of electric vehicle charging station considering traffic equilibrium [J/OL]. IEEE Transactions on Smart Grid [ 2023-07-01 ]. http://ieeexplore.ieee.org/document/10305184 http://ieeexplore.ieee.org/document/10305184 .
YE Y J , WANG H R , CUI T X , et al . Identifying generalizable equilibrium pricing strategies for charging service providers in coupled power and transportation networks [J]. Advances in Applied Energy , 2023 , 12 : 100151 .
LAI S Y , QIU J , TAO Y C , et al . Pricing for electric vehicle charging stations based on the responsiveness of demand [J]. IEEE Transactions on Smart Grid , 2023 , 14 ( 1 ): 530 - 544 .
WANG S Y , BI S Z , ZHANG Y A . Reinforcement learning for real-time pricing and scheduling control in EV charging stations [J]. IEEE Transactions on Industrial Informatics , 2021 , 17 ( 2 ): 849 - 859 .
ABDALRAHMAN A , ZHUANG W H . Dynamic pricing for differentiated PEV charging services using deep reinforcement learning [J]. IEEE Transactions on Intelligent Transportation Systems , 2022 , 23 ( 2 ): 1415 - 1427 .
SHENG Y J , ZENG H T , GUO Q L , et al . Impact of customer portrait information superiority on competitive pricing of EV fast-charging stations [J]. Applied Energy , 2023 , 348 : 121412 .
WEI W , WANG J H , WU L . Quantifying the impact of road capacity loss on urban electrified transportation networks: an optimization based approach [J]. International Journal of Transportation Science and Technology , 2016 , 5 ( 4 ): 268 - 288 .
YANG X , LI Y , CAI Y , et al . Impact of road-block on peak-load of coupled traffic and energy transportation networks [J]. Energies , 2018 , 11 ( 7 ): 1776 .
SHENG Y J , GUO Q L , YANG T Y , et al . A potential security threat and its solution in coupled urban power-traffic networks with high penetration of electric vehicles [J]. CSEE Journal of Power and Energy Systems , 2022 , 8 ( 4 ): 1097 - 1109 .
RAMAN G , RAMAN G , PENG J C H . Resilience of urban public electric vehicle charging infrastructure to flooding [J]. Nature Communications , 2022 , 13 ( 1 ): 3213 .
WANG H P , FANG Y P , ZIO E . Risk assessment of an electrical power system considering the influence of traffic congestion on a hypothetical scenario of electrified transportation system in New York State [J]. IEEE Transactions on Intelligent Transportation Systems , 2021 , 22 ( 1 ): 142 - 155 .
WANG H P , ABDIN A F , FANG Y P , et al . Resilience assessment of electrified road networks subject to charging station failures [J]. Computer-Aided Civil and Infrastructure Engineering , 2022 , 37 ( 3 ): 300 - 316 .
LV S , CHEN S , WEI Z N , et al . Security-constrained optimal traffic-power flow with adaptive convex relaxation and contingency filtering [J]. IEEE Transactions on Transportation Electrification , 2023 , 9 ( 1 ): 1605 - 1617 .
吴赋章 , 杨军 , 柯松 , 等 . 考虑电力-交通交互的配电网故障下电动汽车充电演化特性 [J]. 电力系统自动化 , 2024 , 48 ( 5 ): 88 - 98 .
WU Fuzhang , YANG Jun , KE Song , et al . Evolution characteristics of electric vehicle charging under distribution network faults considering interactions between power and transportation [J]. Automation of Electric Power Systems , 2024 , 48 ( 5 ): 88 - 98 .
WEI C K , TANG D F , HONG L . Propagation analysis and cascading effects of charging station failure considering dynamic traffic assignment [C]// 2021 IEEE Sustainable Power and Energy Conference (iSPEC) , December 23 , 2021, Nanjing , China : 3538 - 3543 .
WU F Z , YANG J , JIANG H , et al . Cascading failure in coupled networks of transportation and power grid [J]. International Journal of Electrical Power & Energy Systems , 2022 , 140 : 108058 .
LIU N , HU X J , MA L , et al . Vulnerability assessment for coupled network consisting of power grid and EV traffic network [J]. IEEE Transactions on Smart Grid , 2022 , 13 ( 1 ): 589 - 598 .
ACHARYA S , DVORKIN Y , KARRI R . Public plug-in electric vehicles grid data: is a new cyberattack vector viable? [J]. IEEE Transactions on Smart Grid , 2020 , 11 ( 6 ): 5099 - 5113 .
MOUSAVIAN S , EROL-KANTARCI M , WU L , et al . A risk-based optimization model for electric vehicle infrastructure response to cyber attacks [J]. IEEE Transactions on Smart Grid , 2018 , 9 ( 6 ): 6160 - 6169 .
GIRALDO J , CÁRDENAS A , QUIJANO N . Integrity attacks on real-time pricing in smart grids: impact and countermeasures [J]. IEEE Transactions on Smart Grid , 2017 , 8 ( 5 ): 2249 - 2257 .
MISHRA S , LI X , PAN T Y , et al . Price modification attack and protection scheme in smart grid [J]. IEEE Transactions on Smart Grid , 2017 , 8 ( 4 ): 1864 - 1875 .
RAMAN G , ALSHEBLI B , WANIEK M , et al . How weaponizing disinformation can bring down a city’s power grid [J/OL]. PLoS One [ 2023-07-01 ]. http://doi.org/10.1371/journal.pone.2023517 http://doi.org/10.1371/journal.pone.2023517 .
ARIF A , WANG Z Y , WANG J H , et al . Power distribution system outage management with co-optimization of repairs, reconfiguration, and DG dispatch [J]. IEEE Transactions on Smart Grid , 2018 , 9 ( 5 ): 4109 - 4118 .
ZOU Q L , CHEN S R . Enhancing resilience of interdependent traffic-electric power system [J]. Reliability Engineering & System Safety , 2019 , 191 : 106557 .
LI Z P , TANG W H , LIAN X L , et al . A resilience-oriented two-stage recovery method for power distribution system considering transportation network [J]. International Journal of Electrical Power & Energy Systems , 2022 , 135 : 107497 .
DING Y K , QU G N , CHEN X J , et al . Deep reinforcement learning-based spatiotemporal decision of utility-scale highway portable energy storage systems [J]. IEEE Transactions on Industry Applications , 2024 , 60 ( 1 ): 966 - 975 .
YAO S H , WANG P , ZHAO T Y . Transportable energy storage for more resilient distribution systems with multiple microgrids [J]. IEEE Transactions on Smart Grid , 2019 , 10 ( 3 ): 3331 - 3341 .
LEI S B , CHEN C , ZHOU H , et al . Routing and scheduling of mobile power sources for distribution system resilience enhancement [J]. IEEE Transactions on Smart Grid , 2019 , 10 ( 5 ): 5650 - 5662 .
LEI S B , CHEN C , LI Y P , et al . Resilient disaster recovery logistics of distribution systems: co-optimize service restoration with repair crew and mobile power source dispatch [J]. IEEE Transactions on Smart Grid , 2019 , 10 ( 6 ): 6187 - 6202 .
LI B D , CHEN Y , WEI W , et al . Routing and scheduling of electric buses for resilient restoration of distribution system [J]. IEEE Transactions on Transportation Electrification , 2021 , 7 ( 4 ): 2414 - 2428 .
LEI S B , WANG J H , CHEN C , et al . Mobile emergency generator pre-positioning and real-time allocation for resilient response to natural disasters [J]. IEEE Transactions on Smart Grid , 2018 , 9 ( 3 ): 2030 - 2041 .
LI B D , CHEN Y , WEI W , et al . Preallocation of electric buses for resilient restoration of distribution network: a data-driven robust stochastic optimization method [J]. IEEE Systems Journal , 2022 , 16 ( 2 ): 2753 - 2764 .
LI B D , CHEN Y , WEI W , et al . Resilient restoration of distribution systems in coordination with electric bus scheduling [J]. IEEE Transactions on Smart Grid , 2021 , 12 ( 4 ): 3314 - 3325 .
LI J Q , XU X Y , YAN Z , et al . Coordinated optimization of emergency response resources in transportation-power distribution networks under extreme events [J]. IEEE Transactions on Smart Grid , 2023 , 14 ( 6 ): 4607 - 4620 .
WANG Y , XU Y , LI J X , et al . Dynamic load restoration considering the interdependencies between power distribution systems and urban transportation systems [J]. CSEE Journal of Power and Energy Systems , 2020 , 6 ( 4 ): 772 - 781 .
王颖 , 和敬涵 , 许寅 , 等 . 考虑疏散需求的城市电力-交通系统协同应急恢复方法 [J]. 电力系统自动化 , 2023 , 47 ( 3 ): 68 - 76 .
WANG Ying , HE Jinghan , XU Yin , et al . Coordinated emergency restoration method for urban power and transportation systems considering evacuation demand [J]. Automation of Electric Power Systems , 2023 , 47 ( 3 ): 68 - 76 .
张巍 , 罗浩 . 考虑电力-信息-交通网络耦合的配电网韧性提升策略分析 [J/OL]. 电网技术 [ 2023-07-01 ]. http://doi.org/10.13335/j.1000-3673.pst.2022.1942 http://doi.org/10.13335/j.1000-3673.pst.2022.1942 .
ZHANG Wei , LUO Hao . Analysis of Distribution network resilience improvement strategy considering power-information-transportation network coupling [J/OL]. Power System Technology [ 2023-07-01 ]. http://doi.org/10.13335/j.1000-3673.pst.2022.1942 http://doi.org/10.13335/j.1000-3673.pst.2022.1942 .
LIU Y N , XUE Y X , ZHOU Z , et al . Coordinated dispatch of power and transportation systems considering hydrogen storage based on heterogeneous decomposition [J/OL]. IEEE Transactions on Transportation Electrification [ 2023-07-01 ]. http://ieeexplore.ieee.org/document/10316327 http://ieeexplore.ieee.org/document/10316327 .
刘志坚 , 戴景 , 杨灵睿 . 考虑电力-交通耦合网动态协调的EV集群灵活性挖掘与优化调度 [J/OL]. 电力系统自动化 [ 2023-07-01 ]. http://doi. org/10.7500/AEPS20230728004 http://doi.org/10.7500/AEPS20230728004 .
LIU Zhijian , DAI Jing , YANG Lingrui . Flexibility mining and optimal scheduling for electric vehicle clusters considering dynamic coordination of power-transportation coupling network [J/OL]. Automation of Electric Power Systems [ 2023-07-01 ]. http://doi. org/10.7500/AEPS20230728004 http://doi.org/10.7500/AEPS20230728004 .
陈会来 , 张海波 , 王兆霖 . 不同类型虚拟电厂市场及调度特性参数聚合算法研究综述 [J]. 中国电机工程学报 , 2023 , 43 ( 1 ): 15 - 28 .
CHEN Huilai , ZHANG Haibo , WANG Zhaolin . A review of market and scheduling characteristic parameter aggregation algorithm of different types of virtual power plants [J]. Proceedings of the CSEE , 2023 , 43 ( 1 ): 15 - 28 .
王思远 , 吴文传 . 灵活性资源聚合参考模型与量化指标体系 [J]. 电力系统自动化 , 2024 , 48 ( 3 ): 1 - 9 .
WANG Siyuan , WU Wenchuan . Aggregation reference model and quantitative metric system of flexible energy resources [J]. Automation of Electric Power Systems , 2024 , 48 ( 3 ): 1 - 9 .
WEN Y L , HU Z C , YOU S , et al . Aggregate feasible region of DERs: exact formulation and approximate models [J]. IEEE Transactions on Smart Grid , 2022 , 13 ( 6 ): 4405 - 4423 .
WANG S Y , WU W C . Aggregate flexibility of virtual power plants with temporal coupling constraints [J]. IEEE Transactions on Smart Grid , 2021 , 12 ( 6 ): 5043 - 5051 .
郭庆来 , 王博弘 , 田年丰 , 等 . 能源互联网数据交易:架构与关键技术 [J]. 电工技术学报 , 2020 , 35 ( 11 ): 2285 - 2295 .
GUO Qinglai , WANG Bohong , TIAN Nianfeng , et al . Data transactions in energy Internet: architecture and key technologies [J]. Transactions of China Electrotechnical Society , 2020 , 35 ( 11 ): 2285 - 2295 .
WANG J X , GAO F , ZHOU Y Z , et al . Data sharing in energy systems [J]. Advances in Applied Energy , 2023 , 10 : 100132 .
TAN W R , SUN Y M , DING Z H , et al . Fleet management and charging scheduling for shared mobility-on-demand system: a systematic review [J]. IEEE Open Access Journal of Power and Energy , 1809 , 9 : 425 - 436 .
SHENG Y J , LIN Y X , ZENG H T , et al . Emission-concerned coordinated dispatching of electrified autonomous mobility-on-demand system and power system incorporating heterogeneous spatiotemporal scales [J]. Sustainable Cities and Society , 2023 , 98 : 104755 .
ROSSI F , IGLESIAS R , ALIZADEH M , et al . On the interaction between autonomous mobility-on-demand systems and the power network: models and coordination algorithms [J]. IEEE Transactions on Control of Network Systems , 2020 , 7 ( 1 ): 384 - 397 .
ESTANDIA A , SCHIFFER M , ROSSI F , et al . On the interaction between autonomous mobility on demand systems and power distribution networks—an optimal power flow approach [J]. IEEE Transactions on Control of Network Systems , 2021 , 8 ( 3 ): 1163 - 1176 .
QIAN T , SHAO C C , WANG X L , et al . Shadow-price DRL: a framework for online scheduling of shared autonomous EVs fleets [J]. IEEE Transactions on Smart Grid , 2022 , 13 ( 4 ): 3106 - 3117 .
DING Z H , TAN W R , LU W B , et al . Quality-of-service aware battery swapping navigation and pricing for autonomous mobility-on-demand system [J]. IEEE Transactions on Industrial Informatics , 2022 , 18 ( 11 ): 8247 - 8257 .
MELENDEZ K A , DAS T K , KWON C . Optimal operation of a system of charging hubs and a fleet of shared autonomous electric vehicles [J]. Applied Energy , 2020 , 279 : 115861 .
DING Z H , TAN W R , LEE W J , et al . Integrated operation model for autonomous mobility-on-demand fleet and battery swapping station [J]. IEEE Transactions on Industry Applications , 2021 , 57 ( 6 ): 5593 - 5602 .
SHAO C C , FENG C J , SHAHIDEHPOUR M , et al . Bi-level continuous-time model for the coordinated operation of coupled electric power transmission and energy storage transportation systems [J/OL]. IEEE Transactions on Transportation Electrification [ 2023-07-01 ]. http://ieeexplore.ieee.org/document/10210620 http://ieeexplore.ieee.org/document/10210620 .
KONG L M , ZHANG H C , LI W , et al . Spatial⁃temporal scheduling of electric bus fleet in power-transportation coupled network [J]. IEEE Transactions on Transportation Electrification , 2023 , 9 ( 2 ): 2969 - 2982 .
WANG J W , GUO Q L , SUN H B , et al . Collaborative optimization of logistics and electricity for the mobile charging service system [J]. Applied Energy , 2023 , 336 : 120845 .
WANG B H , GUO Q L , YANG T Y , et al . Data valuation for decision-making with uncertainty in energy transactions: a case of the two-settlement market system [J]. Applied Energy , 2021 , 288 : 116643 .
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