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The proliferation of ride sharing systems is a major drive in the advancement of autonomous and electric vehicle technologies. This paper considers the joint routing, battery charging, and pricing problem faced by a profit-maximizing…

Systems and Control · Electrical Eng. & Systems 2020-10-05 Berkay Turan , Ramtin Pedarsani , Mahnoosh Alizadeh

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…

Systems and Control · Electrical Eng. & Systems 2025-11-11 Leloko J. Lepolesa , Kayode E. Adetunji , Khmaies Ouahada , Zhenqing Liu , Ling Cheng

Despite the rapid expansion of electric vehicle (EV) charging networks, questions remain about their efficiency in meeting the growing needs of EV drivers. Previous simulation-based approaches, which rely on static behavioural rules, have…

Multiagent Systems · Computer Science 2026-02-03 Zixin Feng , Qunshan Zhao , Alison Heppenstall

We propose an online pricing mechanism for electric vehicle (EV) charging. A charging station decides prices for each arriving EV depending on the energy and the time within which the EV will be served (i.e. deadline). The user selects…

Optimization and Control · Mathematics 2017-08-04 Arnob Ghosh , Vaneet Aggarwal

The increasing number of electric vehicles (EVs) has led to the need for installing public electric vehicle charging stations (EVCS) to facilitate ease of use and to support users who do not have the option of residential charging. The…

Systems and Control · Electrical Eng. & Systems 2023-09-25 K. Victor Sam Moses Babu , Pratyush Chakraborty , Mayukha Pal

This paper investigates the problem of bidirectional energy exchange between electric vehicles (EVs) and road lanes embedded with wireless power transfer technologies called wireless charging-discharging lanes (WCDLs). As such, EVs could…

Systems and Control · Electrical Eng. & Systems 2020-08-31 Dinh Hoa Nguyen

The rapid adoption of electric vehicles (EVs) introduces complex spatiotemporal demand management challenges for charging station operators (CSOs), exacerbated by demand imbalances, behavioral heterogeneity, and system uncertainty.…

Computer Science and Game Theory · Computer Science 2026-01-21 Yongqi Zhang , Dong Ngoduy , Li Duan , Mingchang Zhu , Zhuo Chen

A major challenge in todays power grid is to manage the increasing load from electric vehicle (EV) charging. Demand response (DR) solutions aim to exploit flexibility therein, i.e., the ability to shift EV charging in time and thus avoid…

Artificial Intelligence · Computer Science 2022-03-29 Manu Lahariya , Nasrin Sadeghianpourhamami , Chris Develder

Urban mobility systems are transitioning toward electric, on-demand services, creating operational challenges for fleet management under energy and service-quality constraints. The Electric Dial-a-Ride Problem (E-DARP) extends the classical…

Systems and Control · Electrical Eng. & Systems 2026-02-06 Sten Elling Tingstad Jacobsen , Attila Lischka , Balázs Kulcsár , Anders Lindman

Electric vehicle (EV) charging patterns are highly uncertain in both location, time, and duration particularly in association with the predicted high demand for electric mobility in the future. An EV can be charged at home, at charging…

Optimization and Control · Mathematics 2022-04-06 Leila Hajibabai , Amir Mirheli

With the proliferation of advanced metering infrastructure (AMI), more real-time data is available to electric utilities and consumers. Such high volumes of data facilitate innovative electricity rate structures beyond flat-rate and…

Systems and Control · Electrical Eng. & Systems 2021-11-23 Eli Brock , Lauren Bruckstein , Patrick Connor , Sabrina Nguyen , Robert Kerestes , Mai Abdelhakim

With the widespread adoption of electric vehicles (EVs), navigating for EV drivers to select a cost-effective charging station has become an important yet challenging issue due to dynamic traffic conditions, fluctuating electricity prices,…

Machine Learning · Computer Science 2025-02-28 Tianyang Qi , Shibo Chen , Jun Zhang

The increasing trend of transportation electrification presents investors the opportunity to provide charging services to Electric Vehicle (EV) owners via the energy purchased from the wholesale electricity market. This will benefit EV…

Systems and Control · Electrical Eng. & Systems 2021-11-24 Reza Bayani , Arash Farokhi Soofi , Saeed D. Manshadi

With the rapid acceleration of transportation electrification, public charging stations are becoming vital infrastructure in a smart sustainable city to provide on-demand electric vehicle (EV) charging services. As more consumers seek to…

Computer Science and Game Theory · Computer Science 2023-04-28 Roozbeh Bostandoost , Bo Sun , Carlee Joe-Wong , Mohammad Hajiesmaili

This paper explores the application of a reinforcement learning (RL) framework using the Q-Learning algorithm to enhance dynamic pricing strategies in the retail sector. Unlike traditional pricing methods, which often rely on static demand…

Machine Learning · Computer Science 2024-11-28 Mohit Apte , Ketan Kale , Pranav Datar , Pratiksha Deshmukh

Initial DR studies mainly adopt model predictive control and thus require accurate models of the control problem (e.g., a customer behavior model), which are to a large extent uncertain for the EV scenario. Hence, model-free approaches,…

Machine Learning · Computer Science 2018-11-30 Nasrin Sadeghianpourhamami , Johannes Deleu , Chris Develder

In this paper we present an end-to-end framework for addressing the problem of dynamic pricing (DP) on E-commerce platform using methods based on deep reinforcement learning (DRL). By using four groups of different business data to…

Machine Learning · Computer Science 2021-09-01 Jiaxi Liu , Yidong Zhang , Xiaoqing Wang , Yuming Deng , Xingyu Wu

The rapid growth of electric vehicles (EVs) necessitates the strategic placement of charging stations to optimize resource utilization and minimize user inconvenience. Reinforcement learning (RL) offers an innovative approach to identifying…

Machine Learning · Computer Science 2025-11-04 Minh-Duc Nguyen , Dung D. Le , Phi Long Nguyen

Considering large scale implementation of electric vehicles (EVs), public EV charging stations are served as fuel tanks for EVs to meet the need of longer travelling distance and overcome the shortage of private charging piles. The…

Systems and Control · Electrical Eng. & Systems 2019-06-21 Bishal Upadhaya , Donghan Feng , Yun Zhou , Qiang Gui , Xiaojin Zhao , Dan Wu

A high penetration of electric vehicles (EVs) will deeply impact the management of electric power systems. To avoid costly grid reinforcements and the risk of load curtailment due to EV charging, indirect load control via adapted economic…

Optimization and Control · Mathematics 2026-03-13 Icaro Silvestre Freitas Gomes , Adam Abdin , Jakob Puchinger , Yannick Perez