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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

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…

This paper studies the problem of multi-stage placement of electric vehicle (EV) charging stations with incremental EV penetration rates. A nested logit model is employed to analyze the charging preference of the individual consumer (EV…

Signal Processing · Electrical Eng. & Systems 2018-01-09 Chao Luo , Yih-Fang Huang , Vijay Gupta

The availability of charging stations is an important factor for promoting electric vehicles (EVs) as a carbon-friendly way of transportation. Hence, for city planners, the crucial question is where to place charging stations so that they…

Machine Learning · Computer Science 2022-03-15 Philipp Hummler , Christof Naumzik , Stefan Feuerriegel

With the increasing effects of climate change, the urgency to step away from fossil fuels is greater than ever before. Electric vehicles (EVs) are one way to diminish these effects, but their widespread adoption is often limited by the…

Optimization and Control · Mathematics 2023-12-12 Pierre-Luc Parent , Margarida Carvalho , Miguel F. Anjos , Ribal Atallah

Effective placement of charging stations plays a key role in Electric Vehicle (EV) adoption. In the placement problem, given a set of candidate sites, an optimal subset needs to be selected with respect to the concerns of both (a) the…

Artificial Intelligence · Computer Science 2016-07-14 Ragavendran Gopalakrishnan , Arpita Biswas , Alefiya Lightwala , Skanda Vasudevan , Partha Dutta , Abhishek Tripathi

We present a new model for finding the optimal placement of electric vehicle charging stations across a multi-period time frame so as to maximise electric vehicle adoption. Via the use of advanced discrete choice models and user classes,…

Optimization and Control · Mathematics 2023-05-26 Steven Lamontagne , Margarida Carvalho , Emma Frejinger , Bernard Gendron , Miguel F. Anjos , Ribal Atallah

Public charging infrastructure plays a crucial role in the context of electrifying the private mobility sector in particular for urban regions. Against this background, we develop a new mathematical model for the optimal placement of public…

Optimization and Control · Mathematics 2022-12-13 Stefan Kober , Maximilian Schiffer , Stephan Sorgatz , Stefan Weltge

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

With the rapid growth in the demand for plug-in electric vehicles (EVs), the corresponding charging infrastructures are expanding. These charging stations are located at various places and with different congestion levels. EV drivers face…

Computer Science and Game Theory · Computer Science 2023-08-14 Lihui Yi , Ermin Wei

Electric vehicle (EV) public charging infrastructure planning faces significant challenges in competitive markets, where multiple service providers affect congestion and user behavior. This work extends existing modeling frameworks by…

Systems and Control · Electrical Eng. & Systems 2025-10-16 The Minh Nguyen , Nagisa Sugishita , Margarida Carvalho , Amira Dems

As an important supporting facility for electric vehicles, the reasonable planning and layout of charging stations are of great significance to the development of electric vehicles. However, the planning and layout of charging stations is…

Systems and Control · Electrical Eng. & Systems 2022-08-30 Limeng Wang , Chao Yang , Yi Zhang , Fanjin Bu

This paper presents a multi-stage approach to the placement of charging stations under the scenarios of different electric vehicle (EV) penetration rates. The EV charging market is modeled as the oligopoly. A consumer behavior based…

Signal Processing · Electrical Eng. & Systems 2018-01-10 Chao Luo , Yih-Fang Huang , Vijay Gupta

Electric vehicles (EVs) charging infrastructure is directly related to the overall EV user experience and thus impacts the widespread adoption of EVs. Understanding key factors that affect EV users' charging experience is essential for…

Human-Computer Interaction · Computer Science 2025-07-08 Zifei Wang , Emmanuel Abolarin , Kai Wu , Venkatarao Rebba , Jian Hu , Zhen Hu , Shan Bao , Feng Zhou

Advantages of electric vehicles (EV) include reduction of greenhouse gas and other emissions, energy security, and fuel economy. The societal benefits of large-scale adoption of EVs cannot be realized without adequate deployment of publicly…

Optimization and Control · Mathematics 2017-01-25 Sina Faridimehr , Saravanan Venkatachalam , Ratna Babu Chinnam

This study addresses the challenge of predicting electric vehicle (EV) charging profiles in urban locations with limited data. Utilizing a neural network architecture, we aim to uncover latent charging profiles influenced by spatio-temporal…

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…

Machine Learning · Computer Science 2021-04-27 Francesca Soldan , Enea Bionda , Giuseppe Mauri , Silvia Celaschi

Electric vehicles (EVs) provide a cleaner alternative that not only reduces greenhouse gas emissions but also improves air quality and reduces noise pollution. The consumer market for electrical vehicles is growing very rapidly. Designing a…

Signal Processing · Electrical Eng. & Systems 2020-03-19 Seyed Sajjad Fazeli , Saravanan Venkatachalam , Ratna Babu Chinnam , Alper Murat

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

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
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