Smart Electric Vehicle Charging via Adjustable Real-Time Charging Rates
This paper presents a plug-in electric vehicle (PEV) charging control algorithm, Adjustable Real-Time Valley Filling (ARVF), to improve PEV charging and minimize adverse effects from uncontrolled PEV charging on the grid. ARVF operates in real time, adjusts to sudden deviations between forecasted an...
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MDPI AG
2021
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oai:doaj.org-article:bd9b3bb79ac2481fbfe15ae238f6ff722021-11-25T16:41:51ZSmart Electric Vehicle Charging via Adjustable Real-Time Charging Rates10.3390/app1122109622076-3417https://doaj.org/article/bd9b3bb79ac2481fbfe15ae238f6ff722021-11-01T00:00:00Zhttps://www.mdpi.com/2076-3417/11/22/10962https://doaj.org/toc/2076-3417This paper presents a plug-in electric vehicle (PEV) charging control algorithm, Adjustable Real-Time Valley Filling (ARVF), to improve PEV charging and minimize adverse effects from uncontrolled PEV charging on the grid. ARVF operates in real time, adjusts to sudden deviations between forecasted and actual baseloads, and uses fuzzy logic to deliver variable charging rates between 1.9 and 7.2 kW. Fuzzy logic is selected for this application because it can optimize nonlinear systems, operate in real time, scale efficiently, and be computationally fast, making ARVF a robust algorithm for real-world applications. In addition, this study proves that when the forecasted and actual baseload vary by more than 20%, its real-time capability is more advantageous than algorithms that use optimization techniques on predicted baseload data.Theron SmithJoseph GarciaGregory WashingtonMDPI AGarticlefuzzy logicplug-in electric vehiclevalley fillingdistribution transformerelectric vehicle chargingsmart chargingTechnologyTEngineering (General). Civil engineering (General)TA1-2040Biology (General)QH301-705.5PhysicsQC1-999ChemistryQD1-999ENApplied Sciences, Vol 11, Iss 10962, p 10962 (2021) |
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DOAJ |
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fuzzy logic plug-in electric vehicle valley filling distribution transformer electric vehicle charging smart charging Technology T Engineering (General). Civil engineering (General) TA1-2040 Biology (General) QH301-705.5 Physics QC1-999 Chemistry QD1-999 |
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fuzzy logic plug-in electric vehicle valley filling distribution transformer electric vehicle charging smart charging Technology T Engineering (General). Civil engineering (General) TA1-2040 Biology (General) QH301-705.5 Physics QC1-999 Chemistry QD1-999 Theron Smith Joseph Garcia Gregory Washington Smart Electric Vehicle Charging via Adjustable Real-Time Charging Rates |
description |
This paper presents a plug-in electric vehicle (PEV) charging control algorithm, Adjustable Real-Time Valley Filling (ARVF), to improve PEV charging and minimize adverse effects from uncontrolled PEV charging on the grid. ARVF operates in real time, adjusts to sudden deviations between forecasted and actual baseloads, and uses fuzzy logic to deliver variable charging rates between 1.9 and 7.2 kW. Fuzzy logic is selected for this application because it can optimize nonlinear systems, operate in real time, scale efficiently, and be computationally fast, making ARVF a robust algorithm for real-world applications. In addition, this study proves that when the forecasted and actual baseload vary by more than 20%, its real-time capability is more advantageous than algorithms that use optimization techniques on predicted baseload data. |
format |
article |
author |
Theron Smith Joseph Garcia Gregory Washington |
author_facet |
Theron Smith Joseph Garcia Gregory Washington |
author_sort |
Theron Smith |
title |
Smart Electric Vehicle Charging via Adjustable Real-Time Charging Rates |
title_short |
Smart Electric Vehicle Charging via Adjustable Real-Time Charging Rates |
title_full |
Smart Electric Vehicle Charging via Adjustable Real-Time Charging Rates |
title_fullStr |
Smart Electric Vehicle Charging via Adjustable Real-Time Charging Rates |
title_full_unstemmed |
Smart Electric Vehicle Charging via Adjustable Real-Time Charging Rates |
title_sort |
smart electric vehicle charging via adjustable real-time charging rates |
publisher |
MDPI AG |
publishDate |
2021 |
url |
https://doaj.org/article/bd9b3bb79ac2481fbfe15ae238f6ff72 |
work_keys_str_mv |
AT theronsmith smartelectricvehiclechargingviaadjustablerealtimechargingrates AT josephgarcia smartelectricvehiclechargingviaadjustablerealtimechargingrates AT gregorywashington smartelectricvehiclechargingviaadjustablerealtimechargingrates |
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1718413040581345280 |