Charging station location decisions are a critical element in mainstream adoption of electric vehicles (EVs). The consumer confidence in EVs can be boosted with the deployment of carefully-planned charging infrastructure that can fuel a fair number of trips. The charging station (CS) location problem is complex and differs considerably from the classical facility location literature, as the decision parameters are additionally linked to a relatively longer charging period, battery parameters, and available grid resources. In this study, we propose a three-layered system model of fast charging stations (FCSs). In the first layer, we solve the flow capturing location problem to identify the locations of the charging stations. In the second layer, we use a queuing model and introduce a resource allocation framework to optimally provision the limited grid resources. In the third layer, we consider the battery charging dynamics and develop a station policy to maximize the profit by setting maximum charging levels. The model is evaluated on the Arizona state highway system and North Dakota state network with a gravity data model, and on the City of Raleigh, North Carolina, using real traffic data. The results show that the proposed hierarchical model improves the system performance, as well as the quality of service (QoS), provided to the customers. The proposed model can efficiently assist city planners for CS location selection and system design.
A hierarchical optimization model for a network of electric vehicle charging stations
Cuiyu Kong,R. Jovanovic,I. S. Bayram,M. Devetsikiotis
Published 2017 in Energies
ABSTRACT
PUBLICATION RECORD
- Publication year
2017
- Venue
Energies
- Publication date
2017-05-11
- Fields of study
Engineering, Environmental Science
- Identifiers
- External record
- Source metadata
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CITATION MAP
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CLAIMS
CONCEPTS
- battery charging dynamics
The charging behavior of EV batteries that constrains how quickly and how far vehicles can be charged.
Aliases: charging dynamics
박진우 (dztg5apj7m) extractionKiller Whale (322360f1c1) reviewB (s683577b42) reviewmexicorea (qjvnbu8xg3) review - city planners
Public-sector decision makers responsible for siting and designing urban charging infrastructure.
Aliases: planners
박진우 (dztg5apj7m) extractionKiller Whale (322360f1c1) reviewB (s683577b42) reviewmexicorea (qjvnbu8xg3) review - fast charging stations
Electric-vehicle charging facilities designed for rapid recharging within the network studied.
Aliases: FCSs, charging stations, CSs
박진우 (dztg5apj7m) extractionKiller Whale (322360f1c1) reviewB (s683577b42) reviewmexicorea (qjvnbu8xg3) review - flow capturing location problem
An optimization problem used to choose station locations by capturing travel flows in the road network.
Aliases: FCLP
박진우 (dztg5apj7m) extractionKiller Whale (322360f1c1) reviewB (s683577b42) reviewmexicorea (qjvnbu8xg3) review - hierarchical optimization model
A three-layer decision framework for locating EV charging stations, allocating grid resources, and setting charging policies.
Aliases: hierarchical model, three-layered system model
박진우 (dztg5apj7m) extractionKiller Whale (322360f1c1) reviewB (s683577b42) reviewmexicorea (qjvnbu8xg3) review - quality of service
The customer service level used to evaluate charging availability and waiting experience.
Aliases: QoS
박진우 (dztg5apj7m) extractionKiller Whale (322360f1c1) reviewB (s683577b42) reviewmexicorea (qjvnbu8xg3) review - queuing model
A service-system model used to represent congestion and waiting at charging stations.
Aliases: queueing model
박진우 (dztg5apj7m) extractionKiller Whale (322360f1c1) reviewB (s683577b42) reviewmexicorea (qjvnbu8xg3) review - resource allocation framework
A framework for distributing limited grid resources across charging stations.
Aliases: allocation framework
박진우 (dztg5apj7m) extractionKiller Whale (322360f1c1) reviewB (s683577b42) reviewmexicorea (qjvnbu8xg3) review - station policy
A rule for setting the maximum charging level allowed at a charging station.
Aliases: charging policy, maximum charging level policy
박진우 (dztg5apj7m) extractionKiller Whale (322360f1c1) reviewB (s683577b42) reviewmexicorea (qjvnbu8xg3) review
REFERENCES
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