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1.上海交通大学国家电投智慧能源创新学院,上海市 200240
2.电力传输与功率变换控制教育部重点实验室,上海市 200240
Received:24 June 2024,
Revised:2024-11-01,
Published Online:18 December 2024,
Published:25 July 2025
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李昊,邰能灵,余墨多等.港口能源-物流耦合优化调度模型与方法综述[J].电力系统自动化,2025,49(14):1-21.
LI Hao,TAI Nengling,YU Moduo,et al.Review on Energy-Logistics Coupled Optimal Dispatching Models and Methods for Port[J].Automation of Electric Power Systems,2025,49(14):1-21.
李昊,邰能灵,余墨多等.港口能源-物流耦合优化调度模型与方法综述[J].电力系统自动化,2025,49(14):1-21. DOI: 10.7500/AEPS20240624002.
LI Hao,TAI Nengling,YU Moduo,et al.Review on Energy-Logistics Coupled Optimal Dispatching Models and Methods for Port[J].Automation of Electric Power Systems,2025,49(14):1-21. DOI: 10.7500/AEPS20240624002.
港口将成为交通物流与能源紧密耦合的枢纽,能源综合化和物流电气化是绿色港口的关键特征,由此带来了港口能源系统和物流系统的深度耦合。为厘清港口能源-物流耦合系统建模思路,分析调度方法对于港口节能减排的提升潜力,并总结其关键技术,首先分析了港口设备的用能特性,针对船-岸-港等多类型设备调度场景,综述了研究现状并给出了能源-物流优化调度关键环节的建模方法。针对能源-物流系统时空耦合模型规模大、变量维度高的特点,给出了求解算法的研究进展及优缺点。最后,在能源-物流系统整体不确定性刻画、全过程协同调度、港口灵活性资源参与需求响应、新能源船舶对港口调度的影响以及港口绿色通信方面,对未来研究方向进行了展望。
Port will become a hub where transportation
logistics
and energy are closely integrated. Energy integration and logistics electrification are key features of green ports
which bring about deep coupling between the energy system and the logistics system of ports. To clarify the modeling ideas of the energy-logistics coupled system of ports
the potential of dispatching methods for improving energy conservation and emission reduction in ports is analyzed
and the key technologies are summarized. This paper first analyzes the energy consumption characteristics of port equipment and summarizes the research status of scheduling scenarios for multi-type equipment
such as ships
shores
port areas
and so on. A modeling method for key aspects of energy-logistics optimal dispatching is given. Considering the large-scale and high-dimensional variable of the spatial-temporal coupling model of the energy-logistics system
the research progress of solution algorithms and their advantages/disadvantages are analyzed. Finally
the future research directions are prospected in terms of the overall uncertainty characterization of the energy-logistics system
the coordinated dispatching of the whole process
the participation of flexible port resources in demand response
the impact of renewable energy ships on port dispatching
and green communication in ports.
FIADOMOR R . Assessment of alternative maritime power (cold ironing) and its impact on port management and operations [D]. Malmö, Sweden : World Maritime University , 2009 .
邰能灵 , 王萧博 , 黄文焘 , 等 . 港口综合能源系统低碳化技术综述 [J]. 电网技术 , 2022 , 46 ( 10 ): 3749 - 3763 .
TAI Nengling , WANG Xiaobo , HUANG Wentao , et al . Review of low-carbon technology for integrated port energy systems [J]. Power System Technology , 2022 , 46 ( 10 ): 3749 - 3763 .
SULLIGOI G , BOSICH D , PELASCHIAR R , et al . Shore-to-ship power [J]. Proceedings of the IEEE , 2015 , 103 ( 12 ): 2381 - 2400 .
戴磊 , 王玉冰 , 郭思清 , 等 . 港口岸电系统部署规划技术与运营方法研究综述 [J/OL]. 电力系统自动化 [ 2024-06-22 ]. http://kns.cnki.net/kcms/detail/32.1180.TP.20240424.0954.008.html http://kns.cnki.net/kcms/detail/32.1180.TP.20240424.0954.008.html .
DAI Lei , WANG Yubing , GUO Siqing , et al . Review on research of deployment planning techniques and operational methods for port shore side electricity system [J/OL]. Automation of Electric Power Systems [ 2024-06-22 ]. http://kns.cnki.net/kcms/detail/32.1180.TP.20240424.0954.008.html http://kns.cnki.net/kcms/detail/32.1180.TP.20240424.0954.008.html .
KANELLOS F D , TSEKOURAS G J , HATZIARGYRIOU N D . Optimal demand-side management and power generation scheduling in an all-electric ship [J]. IEEE Transactions on Sustainable Energy , 2014 , 5 ( 4 ): 1166 - 1175 .
普月 , 刘皓明 , 王健 , 等 . 考虑多源激励的港口能流-物流全过程协同调度优化 [J]. 中国电机工程学报 , 2023 , 43 ( 20 ): 7912 - 7929 .
PU Yue , LIU Haoming , WANG Jian , et al . Whole-process collaborative scheduling optimization for port energy flows and logistics flows considering multi-source incentives [J]. Proceedings of the CSEE , 2023 , 43 ( 20 ): 7912 - 7929 .
方斯顿 , 赵常宏 , 丁肇豪 , 等 . 面向碳中和的港口综合能源系统(二):能源-交通融合中的柔性资源与关键技术 [J]. 中国电机工程学报 , 2023 , 43 ( 3 ): 950 - 969 .
FANG Sidun , ZHAO Changhong , DING Zhaohao , et al . Port integrated energy systems toward carbon neutrality (Ⅱ): flexible resources and key technologies in energy-transportation integration [J]. Proceedings of the CSEE , 2023 , 43 ( 3 ): 950 - 969 .
LI B K , ELMI Z , MANSKE A , et al . Berth allocation and scheduling at marine container terminals: a state-of-the-art review of solution approaches and relevant scheduling attributes [J]. Journal of Computational Design and Engineering , 2023 , 10 ( 4 ): 1707 - 1735 .
SHEIKHOLESLAMI A , TABBAKHPOUR L , AMIR H . Port classification [C]// 1st International Conference on Blue Economy , February 7-8 , 2024 , Bandar Abbas, Iran .
李文锋 , 李永翠 , 杨鹏飞 , 等 . 考虑不确定性的集装箱港口资源调度研究综述 [J]. 物流技术 , 2024 , 43 ( 5 ): 25 - 37 .
LI Wenfeng , LI Yongcui , YANG Pengfei , et , al . Research review of container port resource scheduling considering uncertainty [J]. Logistics Technology , 2024 , 43 ( 5 ): 25 - 37 .
张沈习 , 宋琪 , 程浩忠 , 等 . 考虑能流-物流耦合的港口综合能源系统规划关键技术及挑战 [J]. 中国电机工程学报 , 2024 , 44 ( 19 ): 7616 - 7636 .
ZHANG Shenxi , SONG Qi , CHENG Haozhong , et al . Key technologies and challenges on planning of port integrated energy system considering energy flow-logistics coupling [J], Proceedings of the CSEE , 2024 , 44 ( 19 ): 7616 - 7636 .
林森 , 文书礼 , 朱淼 , 等 . 海港综合能源系统低碳经济发展研究综述 [J]. 中国电机工程学报 , 2024 , 44 ( 4 ): 1364 - 1386 .
LIN Sen , WEN Shuli , ZHU Miao , et al . Review on low-carbon and economic development of seaport integrated energy system [J]. Proceedings of the CSEE , 2024 , 44 ( 4 ): 1364 - 1386 .
DRAGOVIĆ B , ZRNIĆ , N , DRAGOVIĆ A , et al . A comprehensive bibliometric analysis and assessment of high-impact research on the berth allocation problem [J]. Ocean Engineering , 2024 , 300 : 117163 .
TAN C M , YAN W , YUE J T . Quay crane scheduling in automated container terminal for the trade-off between operation efficiency and energy consumption [J]. Advanced Engineering Informatics , 2021 , 48 : 101285 .
HUANG Y , JIN Z H , LIU P Q , et al . Container drayage problem integrated with truck appointment system and separation mode [J]. Computers & Industrial Engineering , 2024 , 193 : 110307 .
王无印 , 黄子钊 , 庄子龙 , 等 . 基于深度强化学习的自动化码头堆场场桥调度方法 [J]. 机械工程学报 , 2024 , 60 ( 6 ): 44 - 57 .
WANG Wuyin , HUANG Zizhao , ZHUANG Zilong , et al . Yard crane scheduling method based on deep reinforcement learning for the automated container terminal [J]. Journal of Mechanical Engineering , 2024 , 60 ( 6 ): 44 - 57 .
骆钊 , 罗蒙顺 , 沈鑫 , 等 . 基于碳捕集-电转气的矿区综合能源系统协同优化调度 [J]. 电力系统自动化 , 2024 , 48 ( 3 ): 22 - 30 .
LUO Zhao , LUO Mengshun , SHEN Xin , et al . Collaborative optimal scheduling of coal mine integrated energy system based on carbon capture and power to gas [J]. Automation of Electric Power Systems , 2024 , 48 ( 3 ): 22 - 30 .
李军舟 , 赵晋斌 , 陈逸文 , 等 . 考虑动态功率区间和制氢效率的电转氢(P2H)设备容量配置优化 [J]. 电工技术学报 , 2023 , 38 ( 18 ): 4864 - 4874 .
LI Junzhou , ZHAO Jinbin , CHEN Yiwen , et al . Optimal capacity configuration of P2H equipment considering dynamic power range and hydrogen production efficiency [J]. Transactions of China Electrotechnical Society , 2023 , 38 ( 18 ): 4864 - 4874 .
袁文腾 , 陈亮 , 王春波 , 等 . 基于氨储能技术的电转氨耦合风-光-火综合能源系统双层优化调度 [J]. 中国电机工程学报 , 2023 , 43 ( 18 ): 6992 - 7003 .
YUAN Wenteng , CHEN Liang , WANG Chunbo , et al . Bi-level optimal scheduling of power-to-ammonia coupling wind-photovoltaic-thermal integrated energy system based on ammonia energy storage technology [J]. Proceedings of the CSEE , 2023 , 43 ( 18 ): 6992 - 7003 .
WANG X B , HUANG W T , WEI W , et al . Day-ahead optimal economic dispatching of integrated port energy systems considering hydrogen [J]. IEEE Transactions on Industry Applications , 2022 , 58 ( 2 ): 2619 - 2629 .
WU X K , ZHANG Y T , CHEN Y C . A dynamic programming model for joint optimization of electric drayage truck operations and charging stations planning at ports [J]. IEEE Transactions on Intelligent Transportation Systems , 2023 , 24 ( 11 ): 11710 - 11719 .
LI Q , LI R R , PU Y C , et al . Coordinated control of electric-hydrogen hybrid energy storage for multi-microgrid with fuel cell/electrolyzer/PV/battery [J]. Journal of Energy Storage , 2021 , 42 : 103110 .
PARK J , KANG S , KIM S , et al . Enhancing the economic viability and reliability of renewables based electricity supply through Power-to-Gas-to-Power with green hydrogen [J]. Energy Conversion and Management , 2024 , 310 : 118485 .
BRYDEN I G , MACFARLANE D M . The utilisation of short term energy storage with tidal current generation systems [J]. Energy , 2000 , 25 ( 9 ): 893 - 907 .
楼佳辉 , 黄文焘 , 杨欢红 , 等 . 港口电动岸桥运行轨迹规划及其路径功率优化控制 [J/OL]. 上海交通大学学报 [ 2024-06-19 ]. https://doi.org/10.16183/j.cnki.jsjtu.2024.097 https://doi.org/10.16183/j.cnki.jsjtu.2024.097 .
LOU Jiahui , HUANG Wentao , YANG Huanhong , et al . Operation trajectory planning and power optimization control of electric quay crane in port [J/OL]. Journal of Shanghai Jiao Tong University [ 2024-06-19 ]. https://doi.org/10.16183/j.cnki.jsjtu.2024.097 https://doi.org/10.16183/j.cnki.jsjtu.2024.097 .
HUANG Y W , HUANG W T , HUANG T , et al . Multi-objective multistage distributionally robust flexibility enhancement for seaport logistic-energy coordination [J/OL]. IEEE Transactions on Transportation Electrification [ 2024-04-29 ]. https://ieeexplore.ieee.org/document/10509729 https://ieeexplore.ieee.org/document/10509729 .
王轩 , 汪宝 , 陈艳萍 , 等 . 低碳自动化码头AGV物流调度和有序充电的联合经济优化 [J/OL]. 上海交通大学学报 [ 2024-06-22 ]. https://doi.org/10.16183/j.cnki.jsjtu.2023.027 https://doi.org/10.16183/j.cnki.jsjtu.2023.027 .
WANG Xuan , WANG Bao , CHEN Yanping , et al . Joint economic optimization of AGV logistics scheduling and orderly charging in low-carbon automated terminal [J/OL]. Journal of Shanghai Jiao Tong University [ 2024-06-22 ]. https://doi.org/10.16183/j.cnki.jsjtu.2023.027 https://doi.org/10.16183/j.cnki.jsjtu.2023.027 .
SUN P Z H , YOU J P , QIU S Q , et al . AGV-based vehicle transportation in automated container terminals: a survey [J]. IEEE Transactions on Intelligent Transportation Systems , 2023 , 24 ( 1 ): 341 - 356 .
WU L X , ADULYASAK Y , CORDEAU J F , et al . Vessel service planning in seaports [J]. Operations Research , 2022 , 70 ( 4 ): 2032 - 2053 .
RODRIGUES F , AGRA A . Berth allocation and quay crane assignment/scheduling problem under uncertainty: a survey [J]. European Journal of Operational Research , 2022 , 303 ( 2 ): 501 - 524 .
梁承姬 , 夏桑 , 鲁渤 . 集装箱港口连续泊位与岸桥的动态配置 [J]. 重庆交通大学学报(自然科学版) , 2016 , 35 ( 5 ): 155 - 159 .
LIANG Chengji , XIA Sang , LU Bo . The dynamic allocation of continuous berth and quay cranes in container terminals [J]. Journal of Chongqing Jiaotong University (Natural Science) , 2016 , 35 ( 5 ): 155 - 159 .
CAHYONO R T , FLONK E J , JAYAWARDHANA B . Discrete-event systems modeling and the model predictive allocation algorithm for integrated berth and quay crane allocation [J]. IEEE Transactions on Intelligent Transportation Systems , 2020 , 21 ( 3 ): 1321 - 1331 .
BIERWIRTH C , MEISEL F . A survey of berth allocation and quay crane scheduling problems in container terminals [J]. European Journal of Operational Research , 2010 , 202 ( 3 ): 615 - 627 .
BIERWIRTH C , MEISEL F . A follow-up survey of berth allocation and quay crane scheduling problems in container terminals [J]. European Journal of Operational Research , 2015 , 244 ( 3 ): 675 - 689 .
AGRA A , OLIVEIRA M . MIP approaches for the integrated berth allocation and quay crane assignment and scheduling problem [J]. European Journal of Operational Research , 2018 , 264 ( 1 ): 138 - 148 .
THEOFANIS S , GOLIAS M , BOILE M . Berth and quay crane scheduling: a formulation reflecting service deadlines and productivity agreements [C]// Proceedings of the International Conference on Transport Science and Technology , September 13-15 , 2007 , Prague, Czech Republic .
AYKAGAN A . Berth and quay crane scheduling: problems, models and solution methods [D]. Atlanta, USA : Georgia Institute of Technology , 2008 .
MEISEL F , BIERWIRTH C . A framework for integrated berth allocation and crane operations planning in seaport container terminals [J]. Transportation Science , 2013 , 47 ( 2 ): 131 - 147 .
TÜRKOĞULLARı Y B , TAŞKıN Z C , ARAS N , et al . Optimal berth allocation, time-variant quay crane assignment and scheduling with crane setups in container terminals [J]. European Journal of Operational Research , 2016 , 254 ( 3 ): 985 - 1001 .
黄逸文 , 黄文焘 , 卫卫 , 等 . 大型海港综合能源系统物流-能量协同优化调度方法 [J]. 中国电机工程学报 , 2022 , 42 ( 17 ): 6184 - 6196 .
HUANG Yiwen , HUANG Wentao , WEI Wei , et al . Logistics-energy collaborative optimization scheduling method for large seaport integrated energy system [J]. Proceedings of the CSEE , 2022 , 42 ( 17 ): 6184 - 6196 .
HUANG Y W , HUANG W T , LI R , et al . Optimal operation of seaport integrated energy systems with coordination between logistic and energy systems [C]// 2023 IEEE/IAS Industrial and Commercial Power System Asia (I&CPS Asia) , July 7-9 , 2023 , Chongqing, China .
闵德权 , 张志铎 , 张伟航 . 基于港口环境效益的岸电与泊位联合分配优化研究 [J]. 重庆交通大学学报(自然科学版) , 2023 , 42 ( 1 ): 83 - 90 .
MIN Dequan , ZHANG Zhiduo , ZHANG Weihang . Optimization of joint allocation of shore power and berth based on environmental benefit of port [J]. Journal of Chongqing Jiaotong University (Natural Science) , 2023 , 42 ( 1 ): 83 - 90 .
杜玉泉 . 绿色航运背景下的泊位分配问题研究 [D]. 天津 : 南开大学 , 2012 .
DU Yuquan . Research on berth allocation under the background of green shipping [D]. Tianjin : Nankai University , 2012 .
MAO A J , YU T T , DING Z H , et al . Optimal scheduling for seaport integrated energy system considering flexible berth allocation [J]. Applied Energy , 2022 , 308 : 118386 .
YIN J Y , PENG X H , HE J Q , et al . Energy management method of a hybrid energy storage system combined with the transportation-electricity coupling characteristics of ports [J]. IEEE Transactions on Intelligent Transportation Systems , 2023 , 24 ( 12 ): 14663 - 14678 .
MOORTHY R , TEO C P . Berth management in container terminal: the template design problem [J]. OR Spectrum , 2006 , 28 ( 4 ): 495 - 518 .
GOLIAS M , PORTAL I , KONUR D , et al . Robust berth scheduling at marine container terminals via hierarchical optimization [J]. Computers & Operations Research , 2014 , 41 : 412 - 422 .
LIU C C , XIANG X , ZHENG L . A two-stage robust optimization approach for the berth allocation problem under uncertainty [J]. Flexible Services and Manufacturing Journal , 2020 , 32 ( 2 ): 425 - 452 .
LIU C C , XIANG X , ZHANG C R , et al . A decision model for berth allocation under uncertainty considering service level using an adaptive differential evolution algorithm [J]. Asia-Pacific Journal of Operational Research , 2016 , 33 ( 6 ): 1650049 .
RODRIGUES F , AGRA A . An exact robust approach for the integrated berth allocation and quay crane scheduling problem under uncertain arrival times [J]. European Journal of Operational Research , 2021 , 295 ( 2 ): 499 - 516 .
ZHOU P F , KANG H G . Study on berth and quay-crane allocation under stochastic environments in container terminal [J]. Systems Engineering-Theory & Practice , 2008 , 28 ( 1 ): 161 - 169 .
ZHEN L , ZHUGE D , WANG S A , et al . Integrated berth and yard space allocation under uncertainty [J]. Transportation Research Part B: Methodological , 2022 , 162 : 1 - 27 .
TAN C M , HE J L . Integrated proactive and reactive strategies for sustainable berth allocation and quay crane assignment under uncertainty [J]. Annals of Operations Research , 2021 : 1 - 32 .
HAN X L , LU Z Q , XI L F . A proactive approach for simultaneous berth and quay crane scheduling problem with stochastic arrival and handling time [J]. European Journal of Operational Research , 2010 , 207 ( 3 ): 1327 - 1340 .
WANG C , LIU K Y , ZHANG C R , et al . Distributionally robust chance-constrained optimization for the integrated berth allocation and quay crane assignment problem [J]. Transportation Research Part B: Methodological , 2024 , 182 : 102923 .
HUANG Y W , HUANG W T , SHAHIDEHPOUR M , et al . Multistage dispatch of seaport power systems for incorporating logistical flexibilities in uncertain operational conditions [J]. IEEE Transactions on Transportation Electrification , 2024 , 10 ( 3 ): 6950 - 6963 .
IRIS Ç , CHRISTENSEN J , PACINO D , et al . Flexible ship loading problem with transfer vehicle assignment and scheduling [J]. Transportation Research Part B: Methodological , 2018 , 111 : 113 - 134 .
HE J L , HUANG Y F , YAN W . Yard crane scheduling in a container terminal for the trade-off between efficiency and energy consumption [J]. Advanced Engineering Informatics , 2015 , 29 ( 1 ): 59 - 75 .
DHARUMASEELAN E , KARANDIKAR A , SRINIVASAN R , et al . Model based analysis and multi-objective optimization of an electric pickup truck for range, acceleration, drivability, handling and ride comfort performances [C]// 2021 IEEE Transportation Electrification Conference (ITEC-India) , December 16-19 , 2021 , New Delhi, India .
GARRIDO J , HIDALGO E , BARTH M J , et al . An intelligently controlled charging model for battery electric trucks in drayage operations [J]. IEEE Transactions on Vehicular Technology , 2024 , 73 ( 4 ): 4530 - 4540 .
张笑菊 , 曾庆成 , 陈子根 , 等 . 基于同贝同步装卸的岸桥与集卡联合调度优化模型 [J]. 上海交通大学学报 , 2019 , 53 ( 2 ): 188 - 196 .
ZHANG Xiaoju , ZENG Qingcheng , CHEN Zigen , et al . Optimization model for integrated quay cranes and yard trucks scheduling based on double cycling [J]. Journal of Shanghai Jiao Tong University , 2019 , 53 ( 2 ): 188 - 196 .
XIN J B , NEGENBORN R R , LODEWIJKS G . Energy-aware control for automated container terminals using integrated flow shop scheduling and optimal control [J]. Transportation Research Part C: Emerging Technologies , 2014 , 44 : 214 - 230 .
KIZILAY D , VAN HENTENRYCK P , ELIIYI D T . Constraint programming models for integrated container terminal operations [J]. European Journal of Operational Research , 2020 , 286 ( 3 ): 945 - 962 .
魏皓 , 黄文焘 , 余墨多 , 等 . 集装箱海港级联物流-能源耦合系统协同优化方法 [J/OL]. 中国电机工程学报 [ 2024-06-23 ]. https://doi.org/10.13334/j.0258-8013.pcsee.232118 https://doi.org/10.13334/j.0258-8013.pcsee.232118 .
WEI Hao , HUANG Wentao , YU Moduo , et al . Collaborative optimization method for container seaport cascading logistics-energy coupling systems [J/OL]. Proceedings of the CSEE [ 2024-06-23 ]. https://doi.org/10.13334/j.0258-8013.pcsee.232118 https://doi.org/10.13334/j.0258-8013.pcsee.232118 .
郭钰芳 . 无人驾驶电动集卡在自动化集装箱码头的配置与调度研究 [D]. 宁波 : 宁波大学 , 2021 .
GUO Yufang . Research on configuration and scheduling of unmanned electric truck in automatic container terminal [D]. Ningbo : Ningbo University , 2021 .
杨莉 , 黄文焘 , 余墨多 , 等 . 港口大规模冷箱负荷群用电的一致性分层优化调度方法 [J]. 中国电机工程学报 , 2024 , 44 ( 2 ): 586 - 597 .
YANG Li , HUANG Wentao , YU Moduo , et al . Consensus based hierarchical optimization scheduling method for large-scale reefer loads in ports [J]. Proceedings of the CSEE , 2024 , 44 ( 2 ): 586 - 597 .
周思怡 , 杨欢红 , 黄文焘 , 等 . 集装箱港口综合能源系统日前-日内两阶段滚动优化调度 [J/OL]. 上海交通大学学报 [ 2024-06-23 ]. https://doi.org/10.16183/j.cnki.jsjtu.2023.016 https://doi.org/10.16183/j.cnki.jsjtu.2023.016 .
ZHOU Siyi , YANG Huanhong , HUANG Wentao , et al . Two-stage day-ahead and intra-day rolling optimal scheduling of container port integrated energy system [J/OL]. Journal of Shanghai Jiaotong University [ 2024-06-23 ]. https://doi.org/10.16183/j.cnki.jsjtu.2023.016 https://doi.org/10.16183/j.cnki.jsjtu.2023.016 .
SHI Z C , FAN F L , TAI N L , et al . An optimal operation strategy for integrated energy-logistics system in green port [C]// 2022 IEEE/IAS Industrial and Commercial Power System Asia (I&CPS Asia) , July 8-11 , 2022 , Shanghai, China .
CHAO S L , CHEN C C . Applying a time-space network to reposition reefer containers among major Asian ports [J]. Research in Transportation Business & Management , 2015 , 17 : 65 - 72 .
于湉湉 . 考虑泊位优化和多能协同的港口综合能源系统运行优化 [D]. 北京 : 华北电力大学 , 2021 .
YU Tiantian . Operation optimization of port comprehensive energy system considering berth optimization and multi-energy coordination [D]. Beijing : North China Electric Power University , 2021 .
师长立 , 贺亦琛 , 何俊强 , 等 . 考虑氢-电负荷特性的港区能量管理方法 [J/OL]. 电力系统自动化 [ 2024-04-10 ]. https://kns.cnki.net/kcms/detail/32.1180.TP.20240408.0846.002.html https://kns.cnki.net/kcms/detail/32.1180.TP.20240408.0846.002.html .
SHI Changli , HE Yichen , HE Junqiang , et al . Energy management method for port areas considering hydrogen-electricity load characteristics [J/OL]. Automation of Electric Power Systems [ 2024-04-10 ]. https://kns.cnki.net/kcms/detail/32.1180.TP.20240408.0846.002.html https://kns.cnki.net/kcms/detail/32.1180.TP.20240408.0846.002.html .
PU Y , LIU H M , WANG J , et al . Collaborative scheduling of port integrated energy and container logistics considering electric and hydrogen-powered transport [J]. IEEE Transactions on Smart Grid , 2023 , 14 ( 6 ): 4345 - 4359 .
CAO J X , LEE D H , CHEN J H , et al . The integrated yard truck and yard crane scheduling problem: Benders’ decomposition-based methods [J]. Transportation Research Part E: Logistics and Transportation Review , 2010 , 46 ( 3 ): 344 - 353 .
CODATO G , FISCHETTI M . Combinatorial benders’ cuts for mixed-integer linear programming [J]. Operations Research , 2006 , 54 ( 4 ): 756 - 766 .
TANG X F , LI X Q , YIN M . A column generation approach for the quay crane allocation problem considering uncertain operation efficiency [J]. Computers & Industrial Engineering , 2024 , 190 : 110038 .
SARANTAKOS I , NIKKHAH S , PEKER M , et al . A robust logistics-electric framework for optimal power management of electrified ports under uncertain vessel arrival time [J]. Cleaner Logistics and Supply Chain , 2024 , 10 : 100144 .
LI Y T , LI X Y , ZHANG C R , et al . Decomposition algorithms for the robust unidirectional quay crane scheduling problems [J]. Computers & Operations Research , 2024 , 167 : 106670 .
THANOS E , TOFFOLO T , SANTOS H G , et al . The tactical berth allocation problem with time-variant specific quay crane assignments [J]. Computers & Industrial Engineering , 2021 , 155 : 107168 .
JI B , YUAN X H , YUAN Y B . Modified NSGA-Ⅱ for solving continuous berth allocation problem: using multiobjective constraint-handling strategy [J]. IEEE Transactions on Cybernetics , 2017 , 47 ( 9 ): 2885 - 2895 .
JI B , HUANG H , YU S S . An enhanced NSGA-Ⅱfor solving berth allocation and quay crane assignment problem with stochastic arrival times [J]. IEEE Transactions on Intelligent Transportation Systems , 2023 , 24 ( 1 ): 459 - 473 .
HSU H P , WANG C N , THANH TAM NGUYEN T , et al . Hybridizing WOA with PSO for coordinating material handling equipment in an automated container terminal considering energy consumption [J]. Advanced Engineering Informatics , 2024 , 60 : 102410 .
KONG L R , JI M J , GAO Z D . Joint optimization of container slot planning and truck scheduling for tandem quay cranes [J]. European Journal of Operational Research , 2021 , 293 ( 1 ): 149 - 166 .
KONG L R , JI M J , YU A X , et al . Scheduling of automated guided vehicles for tandem quay cranes in automated container terminals [J]. Computers & Operations Research , 2024 , 163 : 106505 .
ABYANEH M B , VAHDANI B , NADJAFI B A , et al . Integrated scheduling of multiple heterogeneous equipment and maintenance operations during discharging process in a container terminal under uncertainty [J]. Computers & Industrial Engineering , 2024 , 193 : 110300 .
GOSASANG V , CHANDRAPRAKAIKUL W , KIATTISIN S . A comparison of traditional and neural networks forecasting techniques for container throughput at bangkok port [J]. The Asian Journal of Shipping and Logistics , 2011 , 27 ( 3 ): 463 - 482 .
CHAN H K , XU Shuojiang , QI Xiaoguang . A comparison of time series methods for forecasting container throughput [J]. International Journal of Logistics Research and Applications , 2019 , 22 ( 3 ): 294 - 303 .
GÖKKUŞ Ü , YILDIRIM M S , AYDIN M M . Estimation of container traffic at seaports by using several soft computing methods: a case of Turkish seaports [J]. Discrete Dynamics in Nature and Society , 2017 : 2984853 .
LI Y , LIANG M H , LI H H , et al . Deep learning-powered vessel traffic flow prediction with spatial-temporal attributes and similarity grouping [J]. Engineering Applications of Artificial Intelligence , 2023 , 126 : 107012 .
EL MEKKAOUI S , BENABBOU L , BERRADO A . Machine learning models for efficient port terminal operations: case of vessels’ arrival times prediction [J]. IFAC-PapersOnLine , 2022 , 55 ( 10 ): 3172 - 3177 .
FILOM S , AMIRI A M , RAZAVI S . Applications of machine learning methods in port operations—a systematic literature review [J]. Transportation Research Part E: Logistics and Transportation Review , 2022 , 161 : 102722 .
SHEN Y F , ZHAO N , XIA M J , et al . A deep Q-learning network for ship stowage planning problem [J]. Polish Maritime Research , 2017 , 24 ( S3 ): 102 - 109 .
刘星 . 基于深度强化学习的集装箱船贝内自动配载 [D]. 辽宁 : 大连海事大学 , 2023 .
LIU Xing . Automatic stowage of container ships’ bay based on deep reinforcement learning [D]. Liaoning : Dalian Maritime University , 2023 .
CHEN X Q , LIU S H , ZHAO J S , et al . Autonomous port management based AGV path planning and optimization via an ensemble reinforcement learning framework [J]. Ocean & Coastal Management , 2024 , 251 : 107087 .
JIN J H , CUI T X , BAI R B , et al . Container port truck dispatching optimization using Real2Sim based deep reinforcement learning [J]. European Journal of Operational Research , 2024 , 315 ( 1 ): 161 - 175 .
JIN X , MI N , SONG W , et al . Scheduling of twin automated stacking cranes based on deep reinforcement learning [J]. Computers & Industrial Engineering , 2024 , 191 : 110104 .
LV Y Q , ZOU M K , LI J , et al . Dynamic berth allocation under uncertainties based on deep reinforcement learning towards resilient ports [J]. Ocean & Coastal Management , 2024 , 252 : 107113 .
黄子钊 , 庄子龙 , 滕浩 , 等 . 自动化码头出口箱箱位分配优化超启发式算法 [J]. 计算机集成制造系统 , 2022 , 28 ( 8 ): 2619 - 2632 .
HUANG Zizhao , ZHUANG Zilong , TENG Hao , et al . Optimization of outbound container space assignment in automated container terminals based on hyper-heuristic algorithm [J]. Computer Integrated Manufacturing Systems , 2022 , 28 ( 8 ): 2619 - 2632 .
ZHANG Y C , BAI R B , QU R , et al . A deep reinforcement learning based hyper-heuristic for combinatorial optimisation with uncertainties [J]. European Journal of Operational Research , 2022 , 300 ( 2 ): 418 - 427 .
LIU X O . Distributionally robust optimization scheduling of port energy system considering hydrogen production and ammonia synthesis [J]. Heliyon , 2024 , 10 ( 5 ): e27615 .
侯慧 , 谢应彪 , 甘铭 , 等 . 冷能梯级利用的港口多能微网双层不确定性经济调度 [J]. 电力系统自动化 , 2024 , 48 ( 6 ): 205 - 215 .
HOU Hui , XIE Yingbiao , GAN Ming , et al . Bi-layer uncertainty economic scheduling for port multi-energy microgrid with cascade utilization of cold energy [J]. Automation of Electric Power Systems , 2024 , 48 ( 6 ): 205 - 215 .
SUN S C , ZHENG Y , DONG Y , et al . Reducing external container trucks’ turnaround time in ports: a data-driven approach under truck appointment systems [J]. Computers & Industrial Engineering , 2022 , 174 : 108787 .
LIU C , LIU J X , ZHOU X , et al . AIS data-driven approach to estimate navigable capacity of busy waterways focusing on ships entering and leaving port [J]. Ocean Engineering , 2020 , 218 : 108215 .
WU Y C , MIAO L X . A robust scheduling model for continuous berth allocation problem under uncertainty [C]// 2020 5th International Conference on Electromechanical Control Technology and Transportation (ICECTT) , May 15-17 , 2020 , Nanchang, China .
ZHANG H P , LI R , CHEN Y , et al . Risk-aware objective-based forecasting in inertia management [J]. IEEE Transactions on Power Systems , 2024 , 39 ( 2 ): 4612 - 4623 .
陈飞燕 , 汪传旭 . 模糊随机条件下港口空箱保有量多阶段优化决策 [J]. 上海交通大学学报 , 2013 , 47 ( 2 ): 312 - 316 .
CHEN Feiyan , WANG Chuanxu . Multi-stage optimization decision for empty container inventory under fuzzy random condition [J]. Journal of Shanghai Jiao Tong University , 2013 , 47 ( 2 ): 312 - 316 .
HUANG Y W , HUANG W T , TAI N L , et al . A multistage distributionally robust optimization approach for generation dispatch with demand response under endogenous and exogenous uncertainties [J]. IET Generation , Transmission & Distribution, 2023 , 17 ( 22 ): 5041 - 5061 .
CAI L , GUO W J , HE L J , et al . Port integrated scheduling under uncertain operation time and cascade effects: a complex network structure entropy solution [J]. Computers & Industrial Engineering , 2023 , 182 : 109435 .
李伊竹林 , 韩肖清 , 李廷钧 , 等 . 基于动态电-碳需求响应的综合能源系统日前多元低碳交易方法 [J]. 电力系统自动化 , 2024 , 48 ( 12 ): 24 - 35 .
LI Yizhulin , HAN Xiaoqing , LI Tingjun , et al . Multifaceted day-ahead low-carbon trading method for integrated energy systems based on dynamic electricity-carbon demand response [J]. Automation of Electric Power Systems , 2024 , 48 ( 12 ): 24 - 35 .
齐宁 , 程林 , 田立亭 , 等 . 考虑柔性负荷接入的配电网规划研究综述与展望 [J]. 电力系统自动化 , 2020 , 44 ( 10 ): 193 - 207 .
QI Ning , CHENG Lin , TIAN Liting , et al . Review and prospect of distribution network planning research considering access of flexible load [J]. Automation of Electric Power Systems , 2020 , 44 ( 10 ): 193 - 207 .
陈艳波 , 张宁 , 李嘉祺 , 等 . 零碳园区研究综述及展望 [J/OL]. 中国电机工程学报 [ 2024-06-23 ]. https://doi.org/10.13334/j.0258-8013.pcsee.231293 https://doi.org/10.13334/j.0258-8013.pcsee.231293 .
CHENG Yanbo , ZHANG Ning , LI Jiaqi , et al . Review and prospect of zero carbon park research [J/OL]. Proceedings of the CSEE [ 2024-06-23 ]. https://doi.org/10.13334/j.0258-8013.pcsee.231293 https://doi.org/10.13334/j.0258-8013.pcsee.231293 .
LIU X H , XIE S H , TIAN J Q , et al . Two-stage scheduling strategy for integrated energy systems considering renewable energy consumption [J]. IEEE Access , 2022 , 10 : 83336 - 83349 .
XING X J , SONG D P , QIU C F , et al . Joint tank container demurrage policy and flow optimisation using a progressive hedging algorithm with expanded time-space network [J]. European Journal of Operational Research , 2023 , 307 ( 2 ): 663 - 679 .
侯慧 , 谢应彪 , 颜玉林 , 等 . 基于共享泊位及P2P交易的多港口综合能源系统协同调度 [J/OL]. 中国电机工程学报 [ 2024-06-23 ]. http://kns.cnki.net/kcms/detail/11.2107.tm.20240611.1735.002.html http://kns.cnki.net/kcms/detail/11.2107.tm.20240611.1735.002.html .
HOU Hui , XIE Yingbiao , YAN Yulin , et al . Collaborative scheduling of multi-port integrated energy systems based on shared berths and P2P trading [J/OL]. Proceedings of the CSEE [ 2024-06-23 ]. http://kns.cnki.net/kcms/detail/11.2107.tm.20240611.1735.002.html http://kns.cnki.net/kcms/detail/11.2107.tm.20240611.1735.002.html .
KERMANI M , SHIRDARE E , PARISE G , et al . A comprehensive technoeconomic solution for demand control in ports: energy storage systems integration [J]. IEEE Transactions on Industry Applications , 2022 , 58 ( 2 ): 1592 - 1601 .
KANELLOS F D , VOLANIS E S M , HATZIARGYRIOU N D . Power management method for large ports with multi-agent systems [J]. IEEE Transactions on Smart Grid , 2019 , 10 ( 2 ): 1259 - 1268 .
宋天立 . 计及需求响应的港口综合能源系统研究 [D]. 南京 : 东南大学 , 2020 .
SONG Tianli . Research on port comprehensive energy system considering demand response [D]. Nanjing : Southeast University , 2020 .
王日金 , 孟燕萍 . 考虑低碳偏好和碳交易的港口减排策略 [J]. 上海海事大学学报 , 2020 , 41 ( 2 ): 33 - 38 .
WANG Rijin , MENG Yanping . Port emission reduction strategies considering low carbon preference and carbon trading [J]. Journal of Shanghai Maritime University , 2020 , 41 ( 2 ): 33 - 38 .
周亿迎 , 李静 , 郭韦佟 , 等 . 港口行业碳配额初始分配效率和公平性评价 [J]. 大连海事大学学报 , 2024 , 50 ( 2 ): 149 - 158 .
ZHOU Yiying , LI Jing , GUO Weitong , et al . Efficiency and fairness evaluation of carbon quota allocation methods in the port industry [J]. Journal of Dalian Maritime University , 2024 , 50 ( 2 ): 149 - 158 .
FANG S D , WANG H D , SHANG C , et al . A decision-making method for berthed electric-ships based on generalized Nash game [C]// 8th Renewable Power Generation Conference (RPG 2019) , October 24-25 , 2019 , Shanghai, China .
SUN X Z , QIU J , TAO Y C , et al . Distributed optimal voltage control and berth allocation of all-electric ships in seaport microgrids [J]. IEEE Transactions on Smart Grid , 2022 , 13 ( 4 ): 2664 - 2674 .
林贵华 , 袁金永 , 徐礼康 , 等 . 船舶低碳化研究与发展现状 [J]. 船舶物资与市场 , 2024 , 32 ( 2 ): 72 - 76 .
LIN Guihua , YUAN Jinyong , XU Likang , et al . Research and development status of ship low carbonization [J]. Marine Equipment/Materials & Marketing , 2024 , 32 ( 2 ): 72 - 76 .
MGC signs MOU to promote use of green methanol at Port of Yokohama [EB/OL]. [ 2023-10-27 ]. https://www.mgc.co.jp/eng/corporate/news/2023/271227e.html https://www.mgc.co.jp/eng/corporate/news/2023/271227e.html .
康慨 , 施念 , 王艳鹏 , 等 . 计及全电船-冷藏箱能量时空协同响应的港口配电网日前经济调度策略 [J]. 高电压技术 , 2022 , 48 ( 2 ): 544 - 553 .
KANG Kai , SHI Nian , WANG Yanpeng , et al . Day-ahead economic dispatch strategy of port distribution network considering the coordinated response of all-electric ship-refrigerator energy space-time [J]. High Voltage Engineering , 2022 , 48 ( 2 ): 544 - 553 .
LI K P , GHAREHGOZLI A , LEE J Y . Smart technologies and port operations: optimal adoption strategy with network externality consideration [J]. Computers & Industrial Engineering , 2023 , 184 : 109557 .
刘强 , 白秀军 . 基于5G技术的港口自动化发展及应用研究 [J]. 自动化技术与应用 , 2023 , 42 ( 4 ): 1 - 4 .
LIU Qiang , BAI Xiujun . Research on development and application of port automation based on 5G technology [J]. Techniques of Automation and Applications , 2023 , 42 ( 4 ): 1 - 4 .
VACA-RECALDE M E , MARCANO M , MATUTE J , et al . Connected and intelligent framework for vehicle automation in smart-ports [J]. IEEE Access , 2024 , 12 : 120347 - 120361 .
HUA D , ZHOU K , OU J W , et al . 5G signal coverage analysis in port container stacking scenario [C]// 2023 IEEE 11th Joint International Information Technology and Artificial Intelligence Conference (ITAIC) , December 8-10 , 2023 ,Chongqing, China .
RENZI G . Discovering the most urgent 5G services for the competitiveness of the port using an updated analytic hierarchic process in the 5G-LOGINNOV project [C]// 2022 IEEE Future Networks World Forum (FNWF) , October 10-14 , 2022 , Montreal, Canada .
刘洪 , 王志杰 , 徐正阳 , 等 . 基于通信负载站间迁移的配电网与5G基站日前互动运行方法 [J/OL]. 电力系统自动化 [ 2024-09-09 ]. http://kns.cnki.net/kcms/detail/32.1180.TP.20240826.1700.004.html http://kns.cnki.net/kcms/detail/32.1180.TP.20240826.1700.004.html .
LIU Hong , WANG Zhijie , XU Zhengyang , et , al . Day-ahead interactive operation method of distribution network and 5G base station based on migration between communication load stations [J/OL]. Automation of Electric Power Systems [ 2024-09-09 ]. http://kns.cnki.net/kcms/detail/32.1180.TP.20240826.1700.004.html http://kns.cnki.net/kcms/detail/32.1180.TP.20240826.1700.004.html .
周宸宇 , 冯成 , 王毅 . 基于移动用户接入控制的5G通信基站需求响应 [J]. 中国电机工程学报 , 2021 , 41 ( 16 ): 5452 - 5462 .
ZHOU Chenyu , FENG Cheng , WANG Yi . Demand response of 5G communication base stations based on admission control of mobile users [J]. Proceedings of the CSEE , 2021 , 41 ( 16 ): 5452 - 5462 .
HAN J P , LIU N , HUANG Y J , et al . Collaborative optimization of distribution network and 5G mobile network with renewable energy sources in smart grid [J]. International Journal of Electrical Power & Energy Systems , 2021 , 130 : 107027 .
李进鑫 , 张沛超 , 赵建立 , 等 . 基于负荷准线的5G基站虚拟电厂优化控制方法 [J]. 电网技术 , 2024 , 48 ( 6 ): 2356 - 2365 .
LI Jinxin , ZHANG Peichao , ZHAO Jianli , et al . Optimal control of 5G base station virtual power plant based on customer directrix load [J]. Power System technology , 2024 , 48 ( 6 ): 2356 - 2365 .
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