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Electric vehicles (EVs) add significant load on the power grid as they become widespread. The characteristics of this extra load follow the patterns of people's driving behaviours. In particular, random parameters such as arrival time and…

Computational Engineering, Finance, and Science · Computer Science 2014-08-12 Farshad Rassaei , Wee-Seng Soh , Kee-Chaing Chua

Increasing the adoption of Electric Vehicles (EV) is an integral part of many strategies to address climate change and air pollution. However, Electric Vehicle adoption rates are inhibited by several factors which reduce the confidence of…

Optimization and Control · Mathematics 2023-06-21 Johnny Tiu , Shankar Ramharack , Patrick Hosein

The paper considers a bidirectional power flow model of the electric vehicles (EVs) in a charging station. The EVs can inject energies by discharging via a Vehicle-to-Grid (V2G) service which can enhance the profits of the charging station.…

Optimization and Control · Mathematics 2016-12-05 Arnob Ghosh , Vaneet Aggarwal

Electric vehicles (EVs) have been gaining popularity due to their environmental friendliness and efficiency. EV charging station networks are scalable solutions for supporting increasing numbers of EVs within modern electric grid…

Machine Learning · Computer Science 2018-04-04 Anshul Ramachandran , Ashwin Balakrishna , Peter Kundzicz , Anirudh Neti

For accommodating more electric vehicles (EVs) to battle against fossil fuel emission, the problem of charging station placement is inevitable and could be costly if done improperly. Some researches consider a general setup, using…

Systems and Control · Computer Science 2018-08-30 Qiushi Cui , Yang Weng , Chin-Woo Tan

To determine the optimal locations for electric vehicle charging stations, optimisation models need to predict which charging stations users will select. We estimate discrete choice models to predict the usage of charging stations using…

Optimization and Control · Mathematics 2025-11-06 Steven Lamontagne , Margarida Carvalho , Emma Frejinger , Ribal Atallah

We study Electric Vehicle (EV) charging from a scheduling perspective, aiming to minimize delays while respecting the grid constraints. A network of parking lots is considered, each with a given number of charging stations for electric…

Optimization and Control · Mathematics 2024-03-06 Emily van Huffelen , Roel Brouwer , Marjan van den Akker

The number of electric vehicles (EVs) is expected to increase. As a consequence, more EVs will need charging, potentially causing not only congestion at charging stations, but also in the distribution grid. Our goal is to illustrate how…

Optimization and Control · Mathematics 2017-12-27 Angelos Aveklouris , Yorie Nakahira , Maria Vlasiou , Bert Zwart

We study electric vehicle (EV) fleet and charging infrastructure planning in a spatial setting. With customer requests arriving continuously at rate $\lambda$ throughout the day, we determine the minimum number of vehicles and chargers for…

Optimization and Control · Mathematics 2025-09-19 Sushil Mahavir Varma , Francisco Castro , Siva Theja Maguluri

The global electric car sales in 2020 continued to exceed the expectations climbing to over 3 millions and reaching a market share of over 4%. However, uncertainty of generation caused by higher penetration of renewable energies and the…

Machine Learning · Computer Science 2021-09-21 Vinicius Monteiro de Lira , Fabiano Pallonetto , Lorenzo Gabrielli , Chiara Renso

Time-of-use pricing is promoted to manage demand at public EV charging stations, yet its effectiveness depends on short run flexibility and local constraints. Using station by day by hour data from Shenzhen and Amsterdam, we estimate…

General Economics · Economics 2026-04-01 Mingzhi Xiao , Yuki Takayama

With the growing electric vehicles (EVs) charging demand, urban planners face the challenges of providing charging infrastructure at optimal locations. For example, range anxiety during long-distance travel and the inadequate distribution…

Artificial Intelligence · Computer Science 2025-04-21 Lihuan Li , Du Yin , Hao Xue , David Lillo-Trynes , Flora Salim

Effective utilization of charging station capacity plays an important role in enhancing the profitability of ride-hailing systems using electric vehicles. Existing studies assume constant energy prices and uncapacitated charging stations or…

Optimization and Control · Mathematics 2025-07-31 Tai-Yu Ma , Richard D. Connors , Francesco Viti

This paper considers the problem of charging station pricing and plug-in electric vehicles (PEVs) station selection. When a PEV needs to be charged, it selects a charging station by considering the charging prices, waiting times, and travel…

Computer Science and Game Theory · Computer Science 2015-12-01 Wei Yuan , Jianwei Huang , Ying Jun Zhang

The sustainable growth of EVs will have to be met with proportional growth in EV charging infrastructure. With limited urban spaces to place new charging stations, shrinking profitability, privately owned charging facilities need to be…

Computers and Society · Computer Science 2022-04-05 Md Umar Hashmi , Mohammad Meraj Alam , Ony Lalaina Valerie Ramarozatovo , Mohammad Shadab Alam

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

This paper addresses the critical challenge of optimizing electric vehicle charging station placement through a novel data-driven methodology employing causal discovery techniques. While traditional approaches prioritize economic factors or…

Machine Learning · Computer Science 2025-03-24 Julius Stephan Junker , Rong Hu , Ziyue Li , Wolfgang Ketter

In the context of charging electric vehicles (EVs), the price-based demand response (PBDR) is becoming increasingly significant for charging load management. Such response usually encourages cost-sensitive customers to adjust their energy…

Systems and Control · Electrical Eng. & Systems 2024-04-17 Chengyang Gu , Yuxin Pan , Ruohong Liu , Yize Chen

We study a real-time smart charging algorithm for electric vehicles (EVs) at a workplace parking lot in order to minimize electricity cost from time-of-use electricity rates and demand charges while ensuring that the owners of the EVs…

Systems and Control · Electrical Eng. & Systems 2022-03-15 Nathaniel Tucker , Gustavo Cezar , Mahnoosh Alizadeh

The availability of charging infrastructure is essential for large-scale adoption of electric vehicles (EV). Charging patterns and the utilization of infrastructure have consequences not only for the energy demand, loading local power grids…