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Recent proliferation of electric vehicle (EV) charging events has brought prominent stress over power grid operation. Due to the stochastic and volatile EV charging behaviors, the induced charging loads are extremely uncertain, posing…

系统与控制 · 电气工程与系统科学 2024-01-31 Siyang Li , Hui Xiong , Yize Chen

The growing penetration of electric vehicles (EVs) significantly changes typical load curves in smart grids. With the development of fast charging technology, the volatility of EV charging demand is increasing, which requires additional…

系统与控制 · 电气工程与系统科学 2024-11-05 Kedi Zheng , Hanwei Xu , Zeyang Long , Yi Wang , Qixin Chen

Accurate and reliable electricity load forecasts are becoming increasingly important as the share of intermittent resources in the system increases. Distribution System Operators (DSOs) are called to accurately forecast their production and…

系统与控制 · 电气工程与系统科学 2024-10-11 Pål Forr Austnes , Celia García-Pareja , Fabio Nobile , Mario Paolone

This paper offers a strategic approach to Electric Vehicles (EVs) charging network planning, emphasizing the integration of demand and supply dynamics via continuous-time fluid queue models and discrete flow refueling location modeling, all…

最优化与控制 · 数学 2025-04-18 Xiangyong Luo , Michael J. Kuby , Yudai Honma , Mouna Kchaou-Boujelben , Xuesong , Zhou

With the growing popularity of electric vehicles as a means of addressing climate change, concerns have emerged regarding their impact on electric grid management. As a result, predicting EV charging demand has become a timely and important…

机器学习 · 计算机科学 2026-04-01 Iason Kyriakopoulos , Yannis Theodoridis

The proliferation of intermittent distributed renewable energy sources (RES) in modern power systems has fundamentally compromised the reliability and accuracy of deterministic net load forecasting. Generative models, particularly diffusion…

系统与控制 · 电气工程与系统科学 2025-06-04 Yixiang Huang , Jianhua Pei , Luocheng Chen , Zhenchang Du , Jinfu Chen , Zirui Peng

Electrification of vehicles is a potential way of reducing fossil fuel usage and thus lessening environmental pollution. Electric Vehicles (EVs) of various types for different transport modes (including air, water, and land) are evolving.…

机器学习 · 计算机科学 2024-09-19 Mohammad Wazed Ali , Asif bin Mustafa , Md. Aukerul Moin Shuvo , Bernhard Sick

Charging demands of electric vehicles (EVs) are sharply increasing due to the rapid development of EVs. Hence, reliable and convenient quick charge stations are required to respond to the needs of EV drivers. Due to the uncertainty of EV…

系统与控制 · 电气工程与系统科学 2019-09-04 Zeyu Liu , Yaxin Xie , Donghan Feng , Yun Zhou , Shanshan Shi , Chen Fang

We use simulation to compare different power flow models in the process of charging electric vehicles (EVs) by considering their random arrivals, their stochastic demand for energy at charging stations, and the characteristics of the…

最优化与控制 · 数学 2022-12-08 M. H. M. Christianen , M. Vlasiou , B. Zwart

We propose a forecasting technique based on multi-feature data fusion to enhance the accuracy of an electric vehicle (EV) charging station load forecasting deep-learning model. The proposed method uses multi-feature inputs based on…

系统与控制 · 电气工程与系统科学 2023-02-01 Prince Aduama , Zhibo Zhang , Ameena S. Al Sumaiti

This paper proposes a probabilistic model for uncontrolled charging of electric vehicles (EVs). EV charging will add significant load to power systems in the coming years and, due to the convenience of charging at home, this is likely to…

信号处理 · 电气工程与系统科学 2019-07-23 Constance Crozier , Thomas Morstyn , Malcolm McCulloch

The evolution of electric vehicles (EVs) is reshaping the automotive industry, advocating for more sustainable transportation practices. Accurately predicting EV charging behavior is essential for effective infrastructure planning and…

系统与控制 · 电气工程与系统科学 2025-11-07 Xiachong Lin , Arian Prabowo , Imran Razzak , Hao Xue , Matthew Amos , Sam Behrens , Flora D. Salim

Electric Vehicle (EV) fast charging stations require forecasting techniques both at the single charger level and aggregated level. While for the latter several models exist, forecasting individual EV charging profiles is still underexplored…

系统与控制 · 电气工程与系统科学 2026-05-19 Riccardo Ramaschi , Mario Paolone , Sonia Leva

Electric Vehicle (EV) is playing a significant role in the distribution energy management systems since the power consumption level of the EVs is much higher than the other regular home appliances. The randomness of the EV driver behaviors…

机器学习 · 计算机科学 2018-02-13 Yingqi Xiong , Bin Wang , Chi-Cheng Chu , Rajit Gadh

Limited visibility of distribution network power flows at the low voltage level presents challenges to both distribution network operators from a planning perspective and distribution system operators from a congestion management…

系统与控制 · 电气工程与系统科学 2026-02-11 Alistair Brash , Junyi Lu , Bruce Stephen , Blair Brown , Robert Atkinson , Craig Michie , Fraser MacIntyre , Christos Tachtatzis

The charging load from Electric vehicles (EVs) is modeled as deferrable load, meaning that the power consumption can be shifted to different time windows to achieve various grid objectives. In local community scenarios, EVs are considered…

信号处理 · 电气工程与系统科学 2018-02-06 Bin Wang , Dai Wang , Cy Chan , Rongxin Yin , Doug Black

The electric vehicle (EV) and electric vehicle charging station (EVCS) have been widely deployed with the development of large-scale transportation electrifications. However, since charging behaviors of EVs show large uncertainties, the…

系统与控制 · 电气工程与系统科学 2023-01-25 Yuanzheng Li , Shangyang He , Yang Li , Leijiao Ge , Suhua Lou , Zhigang Zeng

Electrification of transport is a key strategy in reducing carbon emissions. Many countries have adopted policies of complete but gradual transformation to electric vehicles (EVs). However, mass EV adoption also means a spike in load (kW),…

信号处理 · 电气工程与系统科学 2021-01-27 Rahul Roy , Trivikram Dokka , David A. Ellis , Esther Dudek , Paul Barnfather

The transition from the Internal Combustion Engine Vehicles (ICEVs) to the Electric Vehicles (EVs) is globally recommended to combat the unfavourable environmental conditions caused by reliance on fossil fuels. However, it has been…

系统与控制 · 电气工程与系统科学 2025-11-11 Leloko J. Lepolesa , Kayode E. Adetunji , Khmaies Ouahada , Zhenqing Liu , Ling Cheng

The widespread diffusion of electric mobility requires a contextual expansion of the charging infrastructure. An extended collection and processing of information regarding charging of electric vehicles may turn each electric vehicle…

机器学习 · 计算机科学 2021-04-27 Francesca Soldan , Enea Bionda , Giuseppe Mauri , Silvia Celaschi
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