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As the number of electric vehicles (EVs) continues to grow, the demand for charging stations is also increasing, leading to challenges such as long wait times and insufficient infrastructure. High-precision forecasting of EV charging demand…

Systems and Control · Electrical Eng. & Systems 2025-02-25 Saba Sanami , Hesam Mosalli , Yu Yang , Hen-Geul Yeh , Amir G. Aghdam

With the popularization of the electric vehicles (EVs), EV charging demand is becoming an important load in the building. Considering the mobility of EVs from building to building and their uncertain charging demand, it is of great…

Systems and Control · Electrical Eng. & Systems 2022-09-07 Qilong Huang , Li Yang , Chen Hou , Zhiyong Zeng , Yaowen Qi

The increasing market penetration of electric vehicles (EVs) may pose significant electricity demand on power systems. This electricity demand is affected by the inherent uncertainties of EVs' travel behavior that makes forecasting the…

Machine Learning · Computer Science 2021-06-15 Sina Baghali , Samiul Hasan , Zhaomiao Guo

The increasing global spread of electric vehicles (EVs) has introduced significant interdependence between transportation and power networks. Most of the previous studies on coupled networks focus on the formation of equilibrium states…

Systems and Control · Electrical Eng. & Systems 2023-04-10 Jiaqi Li , Xiaoyuan Xu , Zheng Yan , Han Wang , Yue Chen

This paper presents a method for load balancing and dynamic pricing in electric vehicle (EV) charging networks, utilizing reinforcement learning (RL) to enhance network performance. The proposed framework integrates a pre-trained graph…

Systems and Control · Electrical Eng. & Systems 2025-03-11 Hesam Mosalli , Saba Sanami , Yu Yang , Hen-Geul Yeh , Amir G. Aghdam

Dynamic pricing is a promising strategy to address the challenges of smart charging, as traditional time-of-use (ToU) rates and stationary pricing (SP) do not dynamically react to changes in operating conditions, reducing revenue for…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-08-27 Arun Kumar Kalakanti , Shrisha Rao

For electrifying the transportation sector, deploying a strategically planned and efficient charging infrastructure is essential. This paper presents a two-phase approach for electric vehicle (EV) charger deployment that integrates spatial…

Systems and Control · Electrical Eng. & Systems 2025-09-30 Harshal D. Kaushik , Jingbo Wang , Roshni Anna Jacob , Jie Zhang

With the climate change challenges, transport network companies started to electrify their fleet to reduce CO2 emissions. However, such an ecological transition brings new research challenges for dynamic electric fleet charging management…

Optimization and Control · Mathematics 2022-09-23 Tai-Yu Ma

The increasing penetration of Electric Vehicles (EVs) and renewable energies into the grid necessitates tools to smooth the demand curve. To this end, this paper suggests an EV charging scheduling algorithm and a smart charging price. As…

Computer Science and Game Theory · Computer Science 2021-04-26 Benoît Sohet , Yezekael Hayel , Olivier Beaude , Jean-Baptiste Bréal , Alban Jeandin

With the large-scale integration of electric vehicles (EVs) in the distribution grid, the unpredictable nature of EV charging introduces considerable uncertainties to the grid's real-time operations. This can exacerbate load fluctuations,…

Systems and Control · Electrical Eng. & Systems 2025-10-21 Zhe Yu , Chuang Yang , Qin Wang

This paper investigates the fee scheduling problem of electric vehicles (EVs) at the micro-grid scale. This problem contains a set of charging stations controlled by a central aggregator. One of the main stakeholders is the operator of the…

Optimization and Control · Mathematics 2018-07-25 Hwei-Ming Chung , Wen-Tai Li , Chau Yuen , Chao-Kai Wen , Noel Crespi

This study proposes a bi-level optimization program to represent the electric vehicle (EV) charging infrastructure design and utilization management problem with user-equilibrium (UE) decisions. The upper level aims to minimize total…

Optimization and Control · Mathematics 2021-05-25 Amir Mirheli , Leila Hajibabai

Electric Vehicles (EV) impact urban networks both when driving (e.g., noise and pollution reduction) and charging. For the electrical grid, the flexibility of EV charging makes it a significant actor in "Demand Response" mechanisms.…

Computer Science and Game Theory · Computer Science 2020-02-03 Benoît Sohet , Yezekael Hayel , Olivier Beaude , Alban Jeandin

Current electric vehicle market trends indicate an increasing adoption rate across several countries. To meet the expected growing charging demand, it is necessary to scale up the current charging infrastructure and to mitigate current…

Theoretical Economics · Economics 2022-08-23 Marianne Guillet , Maximilian Schiffer

Residential consumers have become active participants in the power distribution network after being equipped with residential EV charging provisions. This creates a challenge for the network operator tasked with dispatching electric power…

Multiagent Systems · Computer Science 2022-09-07 Rounak Meyur , Swapna Thorve , Madhav Marathe , Anil Vullikanti , Samarth Swarup , Henning Mortveit

To schedule a large number of EVs with the presence of practical nonconvex charging constraints, a distributed and randomized algorithm is proposed in this paper. The algorithm assumes the availability of a coordinator which can communicate…

Optimization and Control · Mathematics 2014-04-14 Lingwen Gan , Ufuk Topcu , Steven H. Low

The shift towards electric vehicles (EVs) is crucial for establishing sustainable and low-emission urban transportation systems. However, the success of this transition depends on the strategic placement of the charging infrastructure. This…

Systems and Control · Electrical Eng. & Systems 2025-08-11 Tony Kinchen , Panagiotis Typaldos , Andreas A. Malikopoulos

The adoption of electric vehicles (EVs) represents a critical shift in personal mobility, fueled by policy support and advancements in automotive technology. However, the expansion of EVs for long-distance travel is hindered by charging…

Systems and Control · Electrical Eng. & Systems 2025-10-14 Jingbo Wang , Harshal D. Kaushik , Jie Zhang

We study how high charging rate demands from electric vehicles (EVs) in a power distribution grid may collectively cause poor dynamic performance, and propose a price incentivization strategy to steer customers to settle for lesser charging…

Optimization and Control · Mathematics 2025-08-26 Amit Kumer Podder , Tomonori Sadamoto , Aranya Chakrabortty

The rapid adoption of electric vehicles (EVs) introduces major challenges for decentralized charging control. Existing decentralized approaches efficiently coordinate a large number of EVs to select charging stations while reducing energy…

Multiagent Systems · Computer Science 2025-11-27 Chuhao Qin , Alexandru Sorici , Andrei Olaru , Evangelos Pournaras , Adina Magda Florea