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Optimal load management strategy for large electric vehicle charging stations with undersized charger clusters 小型充电集群下大型电动汽车充电站最优负荷管理策略
IF 2.3 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-10-09 DOI: 10.1049/els2.12037
Erdem Gümrükcü, Ferdinanda Ponci, Antonello Monti, Giuseppe Guidi, Salvatore D’Arco, Jon Are Suul

This study proposes a load management strategy for parking and charging facilities with the capacity to serve several hundreds of electric vehicles. The strategy is built upon two assumptions on power distribution systems of large charging stations: i) they are configured as clusters, each comprising a number of charging units for reduced cabling complexity, ii) the power delivery components (such as feeders and circuit breakers) of individual clusters are sized for load factors smaller than 100% to reduce the capital costs. Unless controlled, the load demand can concentrate into particular cluster(s) whereas other clusters can still tolerate additional demand. This may lead to avoidable load interruptions and, thus, reduced energy provision. To address this issue, a load management strategy that optimises the distribution of vehicles across the clusters and their charging profiles is proposed. The strategy is compared in simulation with a benchmark strategy in different commercial parking lot scenarios. The results demonstrate that the optimal management achieves identical demand fulfilment rates despite more pronounced load factor limitations as compared to the benchmark strategy. This can enable further reduction in system component sizing. In the tested scenarios, the proposed strategy leads to increased long term profits ranging between 12% and 43%.

德国联邦教育和研究部(BMBF),拨款/奖励编号:01DR18004;挪威研究委员会;由Projekt DEAL提供和组织的开放获取资金。摘要本研究提出了一种可为数百辆电动汽车提供服务的停车和充电设施的负载管理策略。该策略建立在对大型充电站配电系统的两个假设之上:i)它们被配置为集群,每个集群包括多个充电单元,以降低布线复杂性;ii)单个集群的电力输送组件(如馈线和断路器)的大小适合小于100%的负载系数,以降低资本成本。除非得到控制,否则负荷需求可以集中到特定的集群中,而其他集群仍然可以承受额外的需求。这可能导致可避免的负载中断,从而减少能源供应。为了解决这个问题,提出了一种负载管理策略,该策略可以优化车辆在集群中的分布及其充电情况。将该策略与不同商业停车场场景下的基准策略进行了仿真比较。结果表明,与基准策略相比,尽管负荷因素限制更为明显,但最优管理仍能实现相同的需求满足率。这可以进一步减少系统组件的大小。在经过测试的场景中,所提出的策略可带来12%至43%的长期利润增长。
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引用次数: 6
An improved quantitative assessment method on hazardous interference of power lines to the signal cable in high-speed railway 一种改进的高速铁路电力线对信号电缆危险干扰定量评估方法
IF 2.3 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-10-08 DOI: 10.1049/els2.12038
Chang Liu, Shiwu Yang, Yong Cui, Shaotong Chu, Qihui Xiong

High-speed railway (HSR) presents the characteristics of a heavy load, large traction current, and ballastless track-bed. As the 'neural network' of the signalling system, the line-side signal cable may threaten both human safety and control information transmission for an HSR operation when interfered with by a strong traction current. This study comprehensively investigates the electromagnetic interference (EMI) factors of the traction power supply system (TPSS) and the integrated earthing system (IES) to a signal cable and completes the electromagnetic coupling mechanism analysis of longitudinal electromotive force (LEF). Then, an improved theoretical calculation method is proposed for the multi-conductor power line network of the HSR instead of the traditional look-up table method. Regarding the essential influence of different earthing methods and cable laying conditions, the quantitative calculation of the LEF on the cable is evaluated. The validity of the theoretical method is verified through finite element simulation. Finally, the solutions to suppress the EMI are put forward for cable laying. This work provides an accurate quantitative basis for the implementation of the on-site LEF test, is significant for the design of cable laying schemes in railway engineering, and is also beneficial to ensure the safe operation of HSR.

高速铁路具有负荷大、牵引电流大、轨道无砟等特点。线侧信号电缆作为高铁信号系统的“神经网络”,一旦受到强牵引电流的干扰,将威胁高铁运行的人身安全和控制信息传输。本文全面研究了牵引供电系统(TPSS)和综合接地系统(IES)对信号电缆的电磁干扰(EMI)因素,完成了纵向电动势(LEF)的电磁耦合机理分析。然后,提出了一种改进的高铁多导体电力线网理论计算方法,取代了传统的查表法。针对不同的接地方式和电缆敷设条件对电缆的本质影响,评价了LEF对电缆的定量计算。通过有限元仿真验证了理论方法的有效性。最后,针对电缆敷设问题,提出了抑制电磁干扰的解决方案。该工作为现场LEF试验的实施提供了准确的定量依据,对铁路工程中电缆敷设方案的设计具有重要意义,也有利于确保高铁的安全运行。
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引用次数: 3
Performance analysis of asymmetrical less-rare-earth permanent magnet motor for electric vehicle 电动汽车用非对称少稀土永磁电机性能分析
IF 2.3 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-09-18 DOI: 10.1049/els2.12036
Bingchang Lv, Liwei Shi, Lintao Li, Kaiwen Liu, Jianning Jing

To reduce the manufacturing cost, the cogging torque and the torque ripple of the traditional V-shaped permanent magnet motor (TPMM), an asymmetrical less-rare-earth permanent magnet motor (ALREPMM) is proposed. An equivalent air-gap flux density model is established, the model is employed to calculate the analytical expression of the no-load back-EMF, and the multiple objectives optimisation are carried out for the motor parameters based on the Taguchi algorithm. Electromagnetic performance of the TPMM structure and the ALREPMM structure is compared by finite element method-based simulation. It is shown that the ALREPMM structure can reduce the amount of rare-earth materials by 19%, and the cogging torque and the THD values of no-load back-EMF are reduced by 77.3% and 26.8%, respectively. Finally, a prototype is manufactured, thus verifying the rationality of the design of the ALREPMM structure through experiments.

为降低传统v型永磁电机的制造成本、齿槽转矩和转矩脉动,提出了一种非对称型低稀土永磁电机。建立等效气隙磁通密度模型,利用该模型计算空载反电动势的解析表达式,并基于田口算法对电机参数进行多目标优化。通过有限元仿真比较了TPMM结构和ALREPMM结构的电磁性能。结果表明,ALREPMM结构可以减少19%的稀土材料用量,空载反电动势的齿槽转矩和THD值分别降低77.3%和26.8%。最后制作了样机,通过实验验证了该结构设计的合理性。
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引用次数: 5
Integrated Taguchi method-assisted polynomial Metamodelling & Genetic Algorithm based optimisation of a surface inset permanent synchronous motor for performance improvement 集成田口方法辅助的多项式元模型和基于遗传算法的表面嵌入永磁同步电机性能优化
IF 2.3 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-09-08 DOI: 10.1049/els2.12035
Monika Verma, Madhusudan Singh, Mini Sreejeth

In this study, an Integrated Taguchi method-assisted polynomial Metamodelling & Genetic Algorithm (ITM&GA)-based optimisation technique is implemented for design optimisation of a surface inset permanent magnet synchronous motor (SIPMSM). The motor geometry is analysed by implementing the finite element method for application of the motor in electric compressors of the cooling system of an electric vehicle (EV). The polynomial surrogate model is computed with the help of Taguchi experiments to eliminate the redesigning process of models to reach the optimum values of design parameters and reduce the ambiguity to select the best optimum solution in Traditional Taguchi Method. The root-mean-square error test is performed to validate the accuracy of metamodels. The optimum solutions are then converged using the GA technique. The optimum results are compared and presented. Using the ITM&GA technique, the reduction in unwanted ripples in torque and cogging torque along with the improved torque performance of the motor is achieved successfully. The proposed mechanism is effective in obtaining quick and accurate solutions for preliminary designs of the SIPMSM for the electric compressor application in EVs.

在本研究中,整合田口方法-辅助多项式元建模&;采用基于遗传算法的优化技术对表面插入式永磁同步电机进行优化设计。采用有限元法对电动汽车冷却系统中电动压缩机中电机的几何结构进行了分析。利用田口实验对多项式代理模型进行计算,消除了传统田口法中为达到设计参数最优值而对模型进行重新设计的过程,减少了选择最优解的模糊性。采用均方根误差检验来验证元模型的准确性。然后利用遗传算法对最优解进行收敛。并对优化结果进行了比较。利用ITM&GA技术,成功地减少了转矩和齿槽转矩的不必要波动,并改善了电机的转矩性能。该方法可为电动汽车压缩机SIPMSM的初步设计提供快速、准确的解决方案。
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引用次数: 3
Overcoming non-idealities in electric vehicle charging management 克服电动汽车充电管理的非理想性
IF 2.3 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-09-06 DOI: 10.1049/els2.12025
Kalle Rauma, Toni Simolin, Antti Rautiainen, Pertti Järventausta, Christian Rehtanz

The inconvenient nature of non-ideal charging characteristics is demonstrated from a power system point of view. A new adaptive charging algorithm that accounts for non-ideal charging characteristics is introduced. The proposed algorithm increases the local network capacity utilization rate and reduces charging times. The first unique element of the charging algorithm is exploitation of the measured charging currents instead of ideal or predefined values. The second novelty is the introduction of a short-term memory called expected charging currents. This makes the algorithm capable of adapting to the unique charging characteristics of each vehicle individually without the necessity to obtain any information from the vehicle or the user. The proposed algorithm caters to various non-idealities, such as phase unbalances or the offset between the current set point and the real charging current but is still relatively simple and computationally light. The algorithm is compatible with charging standard IEC 61851 and is validated under different test cases with commercial electric vehicles.

从电力系统的角度论证了非理想充电特性带来的不便。提出了一种考虑非理想充电特性的自适应充电算法。该算法提高了局域网容量利用率,减少了计费次数。充电算法的第一个独特元素是利用测量的充电电流,而不是理想的或预定义的值。第二个新奇之处是引入了一种叫做预期充电电流的短期记忆。这使得该算法能够在不需要从车辆或用户获取任何信息的情况下,单独适应每辆车独特的充电特性。所提出的算法满足了各种非理想情况,如相位不平衡或电流设定点与实际充电电流之间的偏移,但仍然相对简单且计算量轻。该算法与IEC 61851充电标准兼容,并在商用电动汽车的不同测试案例下进行了验证。
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引用次数: 6
Voltage transient management for Alternating Current trains with vacuum circuit breakers 带真空断路器的交流列车电压瞬态管理
IF 2.3 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-07-07 DOI: 10.1049/els2.12034
Thomas Moore, Felix Schmid, Pietro Tricoli

Alternating current power supplies and rolling stock with 25 kV (50 or 60 Hz) and 15 kV (16.7 Hz) traction systems do not have the characteristics and behaviour of a typical three-phase medium-voltage distribution system. Switching inductive loads with a vacuum circuit breaker (VCB) in MV traction systems poses familiar challenges as well as some unique challenges, such as the crossing of phase change neutral sections. Transformers represent highly inductive loads due to their iron core and, thus, the consequences of energizing and disconnecting a transformer and dealing with the energy stored in its inductance must be considered within a system context. The authors of this study consider two transient phenomena associated with switching single-phase, medium voltage, AC traction transformer loads using a VCB on railway rolling stock: (i) switching transients that occur when disconnecting a transformer, particularly if lightly loaded and (ii) pre-ignition and current inrush that occurs when energizing a transformer. Both phenomena can cause reliability problems, requiring increased system maintenance or resulting in premature failures of system components. The authors review the use of controlled switching and other state-of-the-art methods to prevent or limit voltage transients when switching a transformer load by means of a VCB. The effective application of such techniques has been demonstrated in previous research or established in practical applications by manufacturers and electrical distribution network companies.

具有25 kV(50或60 Hz)和15 kV(16.7 Hz)牵引系统的交流电源和机车车辆不具有典型三相中压配电系统的特性和性能。在MV牵引系统中,用真空断路器(VCB)切换电感负载既带来了常见的挑战,也带来了一些独特的挑战,例如跨越相变中性段。变压器由于其铁芯而代表高电感负载,因此,必须在系统上下文中考虑给变压器通电和断开变压器以及处理其电感中存储的能量的后果。本研究的作者考虑了与在铁路机车车辆上使用VCB切换单相、中压、交流牵引变压器负载相关的两种瞬态现象:(i)断开变压器时发生的切换瞬态,特别是在负载较轻的情况下;(ii)变压器通电时发生的提前点火和电流浪涌。这两种现象都可能导致可靠性问题,需要增加系统维护或导致系统组件过早故障。作者回顾了在通过VCB切换变压器负载时,使用控制开关和其他最先进的方法来防止或限制电压瞬变。这种技术的有效应用已经在以前的研究中得到了证明,或者在制造商和配电网公司的实际应用中得到了证实。
{"title":"Voltage transient management for Alternating Current trains with vacuum circuit breakers","authors":"Thomas Moore,&nbsp;Felix Schmid,&nbsp;Pietro Tricoli","doi":"10.1049/els2.12034","DOIUrl":"10.1049/els2.12034","url":null,"abstract":"<p>Alternating current power supplies and rolling stock with 25 kV (50 or 60 Hz) and 15 kV (16.7 Hz) traction systems do not have the characteristics and behaviour of a typical three-phase medium-voltage distribution system. Switching inductive loads with a vacuum circuit breaker (VCB) in MV traction systems poses familiar challenges as well as some unique challenges, such as the crossing of phase change neutral sections. Transformers represent highly inductive loads due to their iron core and, thus, the consequences of energizing and disconnecting a transformer and dealing with the energy stored in its inductance must be considered within a system context. The authors of this study consider two transient phenomena associated with switching single-phase, medium voltage, AC traction transformer loads using a VCB on railway rolling stock: (i) switching transients that occur when disconnecting a transformer, particularly if lightly loaded and (ii) pre-ignition and current inrush that occurs when energizing a transformer. Both phenomena can cause reliability problems, requiring increased system maintenance or resulting in premature failures of system components. The authors review the use of controlled switching and other state-of-the-art methods to prevent or limit voltage transients when switching a transformer load by means of a VCB. The effective application of such techniques has been demonstrated in previous research or established in practical applications by manufacturers and electrical distribution network companies.</p>","PeriodicalId":48518,"journal":{"name":"IET Electrical Systems in Transportation","volume":"12 1","pages":"1-14"},"PeriodicalIF":2.3,"publicationDate":"2021-07-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ietresearch.onlinelibrary.wiley.com/doi/epdf/10.1049/els2.12034","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41785627","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"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: 7
Optimal coordinated operation of integrated energy hubs, considering regenerative braking utilization 考虑再生制动利用的综合能源枢纽的优化协调运行
IF 2.3 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-06-28 DOI: 10.1049/els2.12032
Saeed Akbari, Seyed Saeed Fazel, Shahram Jadid

This article presents a coordinated operation model for energy management of a multi-integrated energy system based on Mixed-Integer Linear Programing (MILP). The power derived by trains from regenerative braking energy (RBE), during deceleration, is utilised to meet the interconnected energy hubs’ (IEHs) demand. The recovered energy is calculated by simulating the motion of the trains in MATLAB software. The electricity and heat demand response (DR) programs are integrated into the proposed model to study their impacts on the operating cost and the carbon emission of the IEH, considering several case studies. Furthermore, the uncertainties of the RBE, photovoltaic power generation, and loads of the IEH are considered by formulating the optimisation problem stochastically through a scenario-based approach. Therefore, a scenario generation and reduction decision-making technique is employed. Finally, the GAMS optimisation software is used to assess the efficiency of the presented MILP model. The simulation results indicate that the total operating cost of the IEH reduced 2.0% and 1.4% in the case studies. Also, the CO2 emission is decreased by about 0.3% by applying the coordination scheme besides the DR programs.

Seyed Saeed Fazel,Narmak,德黑兰,16864,伊朗德黑兰。电子邮件:fazel@iust.ac.ir摘要本文提出了一个基于混合整数线性规划(MILP)的多集成能源系统能源管理协调运行模型。列车在减速期间从再生制动能量(RBE)中获得的动力用于满足互联能源枢纽(IEH)的需求。通过在MATLAB软件中模拟列车的运动来计算回收的能量。电力和热量需求响应(DR)计划被整合到拟议的模型中,以研究其对IEH运营成本和碳排放的影响,并考虑几个案例研究。此外,通过基于场景的方法随机制定优化问题,考虑了RBE、光伏发电和IEH负载的不确定性。因此,采用了场景生成和缩减决策技术。最后,使用GAMS优化软件来评估所提出的MILP模型的效率。仿真结果表明,在案例研究中,IEH的总运营成本分别降低了2.0%和1.4%。此外,通过在DR计划之外应用协调方案,CO2排放量减少了约0.3%。
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引用次数: 7
Evaluation of an in situ QAM-based Power Line Communication system for lithium-ion batteries 用于锂离子电池的基于QAM的现场电力线通信系统的评估
IF 2.3 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-06-25 DOI: 10.1049/els2.12033
Mahyar J. Koshkouei, Erik Kampert, Andrew D. Moore, Matthew D. Higgins

Power Line Communication (PLC) is used to transmit high-fidelity data on internal cell characteristics from within instrumented cells to an external Battery Management System (BMS). Using PLC is beneficial, as it avoids the need for a complex and heavyweight wiring harness within a battery. The use of advanced modulation, such as Quadrature Amplitude Modulation (QAM), is considered here. The existing experimental results of lithium-ion cell impedance characteristics for frequencies of 100 kHz–200 MHz are exploited in order to create a realistic battery model. This model is used to determine the effectiveness and optimal properties of PLC with QAM, as a means of in situ battery communication for Battery Electric Vehicles (BEVs) in combination with a real-world dynamic drive profile. Simulations reveal that the performance of the PLC system is heavily dependent on the selected carrier frequency due to the significant changes in reactance and internal resistance of the lithium-ion cells tested. Furthermore, cells placed in parallel display a decreased performance compared with cells in series. The results highlight that the optimal carrier frequency for in situ QAM-based PLC for a lithium-ion battery system is 30 MHz, and that additional signal conditioning is required for 4-QAM and higher modulation orders.

电力线通信(PLC)用于将内部电池特性的高保真数据从仪器电池内传输到外部电池管理系统(BMS)。使用PLC是有益的,因为它避免了在电池内需要复杂而沉重的线束。本文考虑使用高级调制,如正交幅度调制(QAM)。为了创建真实的电池模型,利用了100kHz至200MHz频率下锂离子电池阻抗特性的现有实验结果。该模型用于确定具有QAM的PLC的有效性和最佳性能,作为电池电动汽车(BEV)的现场电池通信方式,结合真实世界的动态驱动配置文件。仿真表明,由于测试的锂离子电池的电抗和内阻发生了显著变化,PLC系统的性能在很大程度上取决于所选的载波频率。此外,与串联的单元相比,并联放置的单元显示出降低的性能。结果强调,用于锂离子电池系统的基于原位QAM的PLC的最佳载波频率为30MHz,并且对于4-QAM和更高的调制阶数需要额外的信号调节。
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引用次数: 7
Combining electric vehicle battery charging and battery cell equalisation in one circuit 将电动汽车电池充电和电池均衡集成在一个电路中
IF 2.3 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-06-23 DOI: 10.1049/els2.12031
Huaxia Zhan, Haimeng Wu, Musbahu Muhammad, Simon Lambert, Volker Pickert

Electric vehicles (EVs) require an onboard battery charger unit and a battery management system (BMS) unit that balances the voltage levels for each battery cell. So far, both units are two completely autarkic power electronics systems. The circuit presented here operates as a battery charger when the EV is connected to the grid and as a voltage balancer when the EV is driving. Thus, the proposed circuit utilises two functions in one and therefore eliminates the need of having two autarkic units reducing complexity and reduction in component count. The proposed circuit operates as a flyback converter and achieves power factor correction during battery charging. The constant-current constant-voltage (CC–CV) charging method is employed to charge the batteries. However, to limit the number of sensors that will be employed as a result of varying cells during charging, the battery current is estimated using a single current transducer and embedding a converter model in the controller. The operation of the circuit is presented in detail and is supported by simulation results. A laboratory prototype is built to verify the effectiveness of the proposed topology. Experiment results show that the proposed method provides an integrated solution of on-board charging and voltage equalisation.

吴海萌数学、物理和电气工程系埃里森大厦,诺森布里亚大学,纽卡斯尔泰恩,NE1 8ST,英国。电子邮件:Haimeng.wu@northumbria.ac.uk摘要电动汽车(EV)需要一个车载电池充电器单元和一个平衡每个电池单元电压水平的电池管理系统(BMS)单元。到目前为止,这两个单元都是两个完全自给自足的电力电子系统。这里介绍的电路在电动汽车连接到电网时用作电池充电器,在电动汽车行驶时用作电压平衡器。因此,所提出的电路将两个功能合二为一,从而消除了具有两个独立单元的需要,从而降低了复杂性并减少了元件数量。所提出的电路作为反激式转换器工作,并在电池充电期间实现功率因数校正。采用恒流恒压(CC–CV)充电方法对电池进行充电。然而,为了限制在充电期间由于改变电池而将使用的传感器的数量,使用单个电流转换器并在控制器中嵌入转换器模型来估计电池电流。详细介绍了该电路的工作原理,并得到了仿真结果的支持。建立了一个实验室原型来验证所提出的拓扑结构的有效性。实验结果表明,该方法提供了车载充电和电压均衡的集成解决方案。
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引用次数: 5
Short-term load forecasting at electric vehicle charging sites using a multivariate multi-step long short-term memory: A case study from Finland 基于多元多步长短期记忆的电动汽车充电点短期负荷预测:芬兰案例研究
IF 2.3 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-06-11 DOI: 10.1049/els2.12028
Tim Unterluggauer, Kalle Rauma, Pertti Järventausta, Christian Rehtanz

This study assesses the performance of a multivariate multi-step charging load prediction approach based on the long short-term memory (LSTM) and commercial charging data. The major contribution of this study is to provide a comparison of load prediction between various types of charging sites. Real charging data from shopping centres, residential, public, and workplace charging sites are gathered. Altogether, the data consists of 50,504 charging events measured at 37 different charging sites in Finland between January 2019 and January 2020. A forecast of the aggregated charging load is performed in 15-min resolution for each type of charging site. The second contribution of the work is the extended short-term forecast horizon. A multi-step prediction of either four (i.e., one hour) or 96 (i.e., 24 h) time steps is carried out, enabling a comparison of both horizons. The findings reveal that all charging sites exhibit distinct charging characteristics, which affects the forecasting accuracy and suggests a differentiated analysis of the different charging categories. Furthermore, the results indicate that the forecasting accuracy strongly correlates with the forecast horizon. The 4-time step prediction yields considerably superior results compared with the 96-time step forecast.

由Projekt DEAL提供和组织的开放获取资金。摘要本研究评估了基于长短期记忆(LSTM)和商业充电数据的多元多步充电负荷预测方法的性能。这项研究的主要贡献是提供了不同类型充电站之间负荷预测的比较。收集来自购物中心、住宅、公共和工作场所充电站点的真实充电数据。总的来说,该数据包括2019年1月至2020年1月期间在芬兰37个不同充电点测量的50504次充电事件。针对每种类型的充电站点,以15分钟的分辨率对总充电负荷进行预测。这项工作的第二个贡献是扩展了短期预测范围。进行四个(即一小时)或96个(即24小时)时间步长的多步预测,从而能够比较两个层位。研究结果表明,所有充电点都表现出不同的充电特性,这影响了预测的准确性,并建议对不同的充电类别进行差异化分析。此外,结果表明,预测精度与预测范围密切相关。与96时间步长预测相比,4时间步长预测产生了相当优越的结果。
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引用次数: 12
期刊
IET Electrical Systems in Transportation
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