Impacts of electric vehicle fast charging under dynamic temperature and humidity: Experimental and theoretically validated model analyses

Journal article

Besada, P., Ghali, H., Saim M. and Duan, F. (2022). Impacts of electric vehicle fast charging under dynamic temperature and humidity: Experimental and theoretically validated model analyses. Energy. 261 (B). https://doi.org/10.1016/j.energy.2022.125335
AuthorsBesada, P., Ghali, H., Saim M. and Duan, F.
Abstract

Toward automobile electrification and automation, a smart scenario of DC-charging plug-in electric vehicles (PEVs) at any parking lot equipped with chargers is proposed. In this paper, this scenario is composed of four main stages; In the first stage, an investigation of the temperature or/and relative humidity impact on the charging process of the PEVs is implemented using the constant current-constant voltage (CC-CV) protocol. This was followed by a novel PEV classification model under the impacts of various ambient circumstances. Then an estimation of the charging characteristic parameters at the corresponding conditions is obtained. Finally, the model identification of the battery dynamic behaviour is sufficiently proposed. The feedforward backpropagation neural network (FFBP-NN) as a supervised classification algorithm supported by the statistical analysis of an instant charging current sample is used, which achieves an accuracy of 83.2%. In addition, the FFBP-NN perfectly estimated the charging current, terminal voltage, and charging interval time with a maximum error of 1%. Eventually, a sufficient identification model of the battery dynamic behaviour based on the Hammerstein-Wiener (HW) model is introduced with the best fit of 89.62% and an error of 1.1876%. The experimental and simulated results are within 1%error with the preceding research literature.

KeywordsElectric Vehicles; Fast Charging Process; Online Recognition; Lithium-ion battery; EV Modelling; Constant Current-Constant Voltage protocol; Artificial Intelligent
Year2022
JournalEnergy
Journal citation261 (B)
PublisherElsevier
ISSN0360-5442
Digital Object Identifier (DOI)https://doi.org/10.1016/j.energy.2022.125335
Web address (URL)https://doi.org/10.1016/j.energy.2022.125335
Publication dates
Online02 Sep 2022
Publication process dates
Accepted29 Aug 2022
Deposited14 Sep 2022
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Open
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Laser Sealing for Vacuum Plate Glass with PbO-TiO2-SiO2-RxOy Solder
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Thermal performance analysis of a new structured-core translucent vacuuminsulation panel in comparison to vacuum glazing: Experimental and theoretically validated analyses
Katsura, T., Memon, S, Radwan, A., Nakamura, M. and Nagano, K. (2020). Thermal performance analysis of a new structured-core translucent vacuuminsulation panel in comparison to vacuum glazing: Experimental and theoretically validated analyses. Solar Energy. 199, pp. 326-346. https://doi.org/10.1016/j.solener.2020.02.030
3D FEM of a pipeline with defect using MFL testing under extreme conditions
Sathappan, N., Tokhi, M., Zhang, F., Duan, F., Shirkoohi, M. and Shiva Majidnia (2019). 3D FEM of a pipeline with defect using MFL testing under extreme conditions. NSIRC Annual Conference 2019. Cambridge 02 - 03 Jul 2019
Retrofitting the existing domestic housing stock with the energy-efficient smart window technologies
Memon, S (2019). Retrofitting the existing domestic housing stock with the energy-efficient smart window technologies. Proceedings of the 2nd International Conference on Sustainable Development in Civil Engineering. Sindh, Pakistan
Smart Vacuum Glazing invented with Energy-Efficient Fusion Seal for the Solar Thermal Transmittance Control in Buildings
Memon, S (2019). Smart Vacuum Glazing invented with Energy-Efficient Fusion Seal for the Solar Thermal Transmittance Control in Buildings. Economic Aspects of the Energy Efficiency of EU Countries, Workshop on Energy Efficiency in Industrial and Building Sectors, ECENEF ERASMUS+. Russia 09 - 10 Jul 2019 UNECE.
Development of high temperature and underwater sensor for permanent magnet corrosion monitoring system
Sathappan, N, Tokhi, M, Zhao, Z, Duan, F, Shirkoohi, M and Kaur, A (2019). Development of high temperature and underwater sensor for permanent magnet corrosion monitoring system. Lloyd's Register Foundation International Conference 2019. 8 Northemburland Avenue,London 09 - 10 Oct 2019
Solar thermal performance of two innovative configurations of airvacuumlayered triple glazed windows
Yueping, F., Memon, S., Jingqing, P., Mark, T. and Tingzhen, M. (2019). Solar thermal performance of two innovative configurations of airvacuumlayered triple glazed windows. Renewable Energy. 150, pp. 167-175. https://doi.org/10.1016/j.renene.2019.12.115
Introductory Chapter: Introduction to Advanced Thermoelectric Materials for Energy Harvesting Applications
Memon, S. (2019). Introductory Chapter: Introduction to Advanced Thermoelectric Materials for Energy Harvesting Applications. in: Memon, S. (ed.) Advanced Thermoelectric Materials for Energy Harvesting Applications London
Advancements in Smart Windows: Triple Vacuum Insulated Glazing for Sustainable Low-Carbon Buildings
Memon, S (2019). Advancements in Smart Windows: Triple Vacuum Insulated Glazing for Sustainable Low-Carbon Buildings. World Sustainable Energy Days 2019. Wels, Austria 27 Feb - 01 Mar 2019 Austria World Sustainable Energy Days.
Induction Motor Stator Fault Detection by a Condition Monitoring Scheme Based on Parameter Estimation Algorithms
Duan, F and Zivanovic, R (2013). Induction Motor Stator Fault Detection by a Condition Monitoring Scheme Based on Parameter Estimation Algorithms. 9th IEEE International Symposium on Diagnostics for Electric Machines, Power Electronics and Drives (SDEMPED). Valencia 27 - 30 Aug 2013 Taylor & Francis. https://doi.org/10.1080/15325008.2015.1089336
A new low-temperature hermetic composite edge seal for the fabrication of triple vacuum glazing
Memon, S, Farukh, F, Eames, PC and Silberschmidt, VV (2015). A new low-temperature hermetic composite edge seal for the fabrication of triple vacuum glazing. Vacuum. 120 (PART A), pp. 73-82. https://doi.org/10.1016/j.vacuum.2015.06.024
Using frequency domain analysis techniques for diagnosis of planetary bearing defect in a CH-46E helicopter aft gearbox
Zhou, L., Duan, F., Mba, D., Wang, W. and Ojolo, S. (2018). Using frequency domain analysis techniques for diagnosis of planetary bearing defect in a CH-46E helicopter aft gearbox. Engineering Failure Analysis. 92, pp. 71-83. https://doi.org/10.1016/j.engfailanal.2018.04.051
Canonical variable analysis and long short-term memory for fault diagnosis and performance estimation of a centrifugal compressor
Li, X, Duan, F, Loukopoulos, P, Bennett, I and Mba, D (2018). Canonical variable analysis and long short-term memory for fault diagnosis and performance estimation of a centrifugal compressor. Control Engineering Practice. 72, pp. 177-191. https://doi.org/10.1016/j.conengprac.2017.12.006
Analysing integrated renewable energy and smart-grid systems to improve voltage quality and harmonic distortion losses at electric-vehicle charging stations
Khan, A, Memon, S and Sattar, TP (2018). Analysing integrated renewable energy and smart-grid systems to improve voltage quality and harmonic distortion losses at electric-vehicle charging stations. IEEE Access. pp. 26404-26415. https://doi.org/10.1109/ACCESS.2018.2830187
Thermal Conductivity Measurement of Vacuum Tight Dual-Edge Seal for the Thermal Performance Analysis of Triple Vacuum Glazing
Memon, S (2018). Thermal Conductivity Measurement of Vacuum Tight Dual-Edge Seal for the Thermal Performance Analysis of Triple Vacuum Glazing. in: Shahzad, A (ed.) Impact of Thermal Conductivity on Energy Technologies London IntechOpen.
Effect of Cavity Vacuum Pressure Diminution on Thermal Performance of Triple Vacuum Glazing
Memon, S, Farukh, F and Kandan, K (2018). Effect of Cavity Vacuum Pressure Diminution on Thermal Performance of Triple Vacuum Glazing. Applied Sciences. 8 (9), pp. 1705-1719. https://doi.org/10.3390/app8091705
Experimental and Analytical Simulation Analyses on the Electrical Performance of Thermoelectric Generator Modules for Direct and Concentrated Quartz-Halogen Heat Harvesting
Memon, S and Noman Tahir, K (2018). Experimental and Analytical Simulation Analyses on the Electrical Performance of Thermoelectric Generator Modules for Direct and Concentrated Quartz-Halogen Heat Harvesting. Energies. 11 (12), pp. 3315-3315. https://doi.org/10.3390/en11123315
The influence of low-temperature surface induction on evacuation, pump-out hole sealing and thermal performance of composite edge-sealed vacuum insulated glazing
Memon, Saim, Fang, Yueping and Eames, Philip C (2018). The influence of low-temperature surface induction on evacuation, pump-out hole sealing and thermal performance of composite edge-sealed vacuum insulated glazing. Renewable Energy. 135, pp. 450-464. https://doi.org/10.1016/j.renene.2018.12.025
Design and fabrication of vacuum glazing units using a new low temperature hermetic glass edge sealing method
Memon, S and Eames, PC (2013). Design and fabrication of vacuum glazing units using a new low temperature hermetic glass edge sealing method. Vacuum Symposium 4 & Vacuum Expo. Coventry 16 - 17 Oct 2013 London South Bank University.
Design & Development of Triple Vacuum glazing: An Investigation on Cost Effective Hermetic Sealing Materials & Predictions of Heat Load in a Solid Wall Dwelling
Memon, S (2012). Design & Development of Triple Vacuum glazing: An Investigation on Cost Effective Hermetic Sealing Materials & Predictions of Heat Load in a Solid Wall Dwelling. 1st International Conference on Research and Education of Energy Efficiency in Buildings. Loughborough UK Jul 2012 London South Bank University.
Scope of Concentrated Solar Power Technology in Pakistan
Memon, S (2007). Scope of Concentrated Solar Power Technology in Pakistan. 1st National Conference on Assessment & Proper Utilization of Indigenous Energy Resources and Their Impact on Environment. Sindh, Pakistan London South Bank University.
Heat load and solar gain prediction for solid wall dwellings retrofitted with triple vacuum glazing for selected window to wall area ratios
Memon, S and Eames, PC (2012). Heat load and solar gain prediction for solid wall dwellings retrofitted with triple vacuum glazing for selected window to wall area ratios. World Renewable Energy Forum. Denver, Colorado 13 - 17 May 2012 ASES.
Advancement in the Vacuum Glass Sealing Materials and Heat Load Predictions of Triple Vacuum Glazing
Memon, S and Eames, PC (2012). Advancement in the Vacuum Glass Sealing Materials and Heat Load Predictions of Triple Vacuum Glazing. 3rd Vacuum Symposium 2012. Coventry 17 - 18 Oct 2012 London, UK Institute of Physics.
An investigation on edge sealing materials for the fabrication of vacuum glazing
Memon, S and Eames, PC (2013). An investigation on edge sealing materials for the fabrication of vacuum glazing. 3rd School of Electrical, Electronic and Systems Engineering (EESE) Research conference. Loughborough, UK 22 Mar 2013 Loughborough University. https://doi.org/10.13140/RG.2.1.5106.6720
Application of vacuum technology: Vacuum insulated glazing- improving the energy efficiency of buildings
Memon, S (2014). Application of vacuum technology: Vacuum insulated glazing- improving the energy efficiency of buildings. VACUUM Group newsletter. 14 (1), pp. 18-19.
Analysing the potential of retrofitting ultra-low heat loss triple vacuum glazed windows to an existing UK solid wall dwelling
Memon, S (2014). Analysing the potential of retrofitting ultra-low heat loss triple vacuum glazed windows to an existing UK solid wall dwelling. International Journal of Renewable Energy Development (IJRED). 3 (3), pp. 161 - 174. https://doi.org/10.14710/ijred.3.3.161-174
Investigating energy saving performance interdependencies with retrofit triple vacuum glazing for use in UK dwelling with solid walls, Sustainable Development on Building and Environment
Memon, S (2015). Investigating energy saving performance interdependencies with retrofit triple vacuum glazing for use in UK dwelling with solid walls, Sustainable Development on Building and Environment. Sustainable Development on Building and Environment: Proceedings of the 7th International Conference,. Reading, UK 28 Jul 2015 London South Bank University.
Multidimensional prognostics for rotating machinery: A review
Li, X, Duan, F, Mba, D and Bennett, I (2017). Multidimensional prognostics for rotating machinery: A review. Advances in Mechanical Engineering. 9 (2). https://doi.org/10.1177/1687814016685004
Solar Energy Gain and Space-Heating Energy Supply Analyses for Solid-Wall Dwelling Retrofitted with the Experimentally Achievable U-value of Novel Triple Vacuum Glazing
Memon, S and Eames, PC (2017). Solar Energy Gain and Space-Heating Energy Supply Analyses for Solid-Wall Dwelling Retrofitted with the Experimentally Achievable U-value of Novel Triple Vacuum Glazing. Journal of Daylighting. 4 (1), pp. 15-25. https://doi.org/10.15627/jd.2017.2
Reciprocating compressor prognostics
Loukopoulos, P, Sampath, S, Plidis, P, Zolkiewski, G, Bennett, I, Duan, F, Sattar, TP and Mba, D (2017). Reciprocating compressor prognostics. CMSM 2017 7th International Congress Design and Modelling of Mechanical Systems. Hammamet, Tunisia 27 - 29 Mar 2017
A comparative study of helicopter planetary bearing diagnosis with vibration and acoustic emission data
Zhou, L, Duan, F, Mba, D and Faris, E (2017). A comparative study of helicopter planetary bearing diagnosis with vibration and acoustic emission data. 2017 IEEE International Conference on Prognostics and Health Management (ICPHM). Dallas, TX, USA 19 - 21 Jun 2017 Institute of Electrical and Electronics Engineers (IEEE). pp. 246-251 https://doi.org/10.1109/ICPHM.2017.7998336
Using independent component analysis scheme for helicopter main gearbox bearing defect identification
Duan, F, Corsar, M, Zhou, L and Mba, D (2017). Using independent component analysis scheme for helicopter main gearbox bearing defect identification. 2017 IEEE International Conference on Prognostics and Health Management (ICPHM). Texas, USA 19 - 21 Jun 2017 Institute of Electrical and Electronics Engineers (IEEE). pp. 252-259 https://doi.org/10.1109/ICPHM.2017.7998337
Combining Canonical Variate Analysis, Probability Approach and Support Vector Regression for Failure Time Prediction
Xiaochuan, L, Duan, F, Bennett, I and Mba, D (2017). Combining Canonical Variate Analysis, Probability Approach and Support Vector Regression for Failure Time Prediction. 2017 International Conference on Sensing, Diagnostics, Prognostics and Control. Shangai, China 16 - 18 Aug 2017
Experimental measurement of hermetic edge seal's thermal conductivity for the thermal transmittance prediction of triple vacuum glazing
Memon, S (2017). Experimental measurement of hermetic edge seal's thermal conductivity for the thermal transmittance prediction of triple vacuum glazing. Case Studies in Thermal Engineering. 10, pp. 169-178. https://doi.org/10.1016/j.csite.2017.06.002
Predicting the Solar Energy and Space-heating Energy Performance for Solid-wall Detached House Retrofitted with the Composite Edge-sealed Triple Vacuum Glazing
Memon, S and Eames, PC (2017). Predicting the Solar Energy and Space-heating Energy Performance for Solid-wall Detached House Retrofitted with the Composite Edge-sealed Triple Vacuum Glazing. Energy Procedia. 122 (122), pp. 565-570. https://doi.org/10.1016/j.egypro.2017.07.419
Predicting the Solar Energy and Space-heating Energy Performance for Solid-wall Detached House Retrofitted with the Composite Edge-sealed Triple Vacuum Glazing
Memon, S (2017). Predicting the Solar Energy and Space-heating Energy Performance for Solid-wall Detached House Retrofitted with the Composite Edge-sealed Triple Vacuum Glazing. CISBAT 2017 International Conference – Future Buildings & Districts – Energy Efficiency from Nano to Urban Scale. Lausanne, Switzerland 06 - 08 Sep 2017
Integration and management of solar energy for electric vehicle charging station
Khan, A, Memon, S and Sattar, TP (2017). Integration and management of solar energy for electric vehicle charging station. Solar World Congress 2017 - Innovation for the 100% renewable energy transformation. Abu Dhabi, UAE 29 Oct - 02 Nov 2017
Canonical Variable Analysis for Fault Detection, System Identification and Performance Estimation
Duan, F, Xiaochuan, L, Tariq, S, Ian, B and David, M (2017). Canonical Variable Analysis for Fault Detection, System Identification and Performance Estimation. Lecture Notes in Mechanical Engineering. 3, pp. 247-257. https://doi.org/10.1007/978-3-319-66697-6_25
Design, Development and Thermal Performance Analysis of Ultra-Low Heat Loss Triple Vacuum Glazing
Memon, S (2017). Design, Development and Thermal Performance Analysis of Ultra-Low Heat Loss Triple Vacuum Glazing. Solar World Congress 2017 - Innovation for the 100% renewable energy transformation. Abu Dhabi, UAE 02 - 29 Nov 2017
Reciprocating compressor prognostics of an instantaneous failure mode utilising temperature only measurements
Loukopoulos, P, Zolkiewski, G, Bennet, I, Sampath, S, Pilidis, P, Duan, F, Sattar, TP and Mba, D (2017). Reciprocating compressor prognostics of an instantaneous failure mode utilising temperature only measurements. Applied Acoustics. 147, pp. 77-86. https://doi.org/10.1016/j.apacoust.2017.12.003
A study on helicopter main gearbox planetary bearing fault diagnosis
Zhou, L, Duan, F, Corsar, M, Elasha, F and Mba, D (2017). A study on helicopter main gearbox planetary bearing fault diagnosis. Applied Acoustics. https://doi.org/10.1016/j.apacoust.2017.12.004
Feasibility study on using thioether as an emergency backup lubrication system on a large helicopter main gearbox
Duan, F, Tee, S, Corsar, M, Healey, A, Kleine-Beek, W and Mba, D (2016). Feasibility study on using thioether as an emergency backup lubrication system on a large helicopter main gearbox. Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science. 231 (14). https://doi.org/10.1177/0954406216640573
Induction Motor Parameter Estimation Using Sparse Grid Optimization Algorithm
Duan, F, Zivanovic, R, Al-Sarawi, S and Mba, D (2016). Induction Motor Parameter Estimation Using Sparse Grid Optimization Algorithm. IEEE Transactions on Industrial Informatics. PP (99). https://doi.org/10.1109/TII.2016.2573743
Induction Motor Stator Fault Detection by a Condition Monitoring Scheme Based on Parameter Estimation Algorithms
Duan, F and Živanović, R (2016). Induction Motor Stator Fault Detection by a Condition Monitoring Scheme Based on Parameter Estimation Algorithms. Electric Power Components and Systems. 44 (10). https://doi.org/10.1080/15325008.2015.1089336
Helicopter Main Gearbox Bearing Defect Identification using Vibration and Acoustic Emission Techniques
Duan, F, Elasha, F, Greaves, M and Mba, D (2016). Helicopter Main Gearbox Bearing Defect Identification using Vibration and Acoustic Emission Techniques. P2016 IEEE International Conference on Prognostics and Health Management (ICPHM). Carleton University Ottawa, ON, Canada 20 - 22 Jun 2016 Institute of Electrical and Electronics Engineers (IEEE). https://doi.org/10.1109/ICPHM.2016.7542856
Helicopter Main Gearbox Bearing Defect Identification with Acoustic Emission Techniques
Duan, F, Elasha, F, Mba, D and Bennett, I (2016). Helicopter Main Gearbox Bearing Defect Identification with Acoustic Emission Techniques. IEEE International Conference on Prognostics and Health Management. Ottawa, Canada 20 - 22 Jun 2016 Institute of Electrical and Electronics Engineers (IEEE).
Rotating machine prognostics using system-level models
Li, X, Duan, F, Mba, D and Bennett, I (2016). Rotating machine prognostics using system-level models. 2016 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE 2016) 2016 World Congress on Engineering Asset Management (WCEAM 2016). Jiuzhaigou, Sichuan, China 25 - 28 Jul 2016
Low Speed Bearing Condition Monitoring – A Case Study
Duan, F, Nze, I and Mba, D (2016). Low Speed Bearing Condition Monitoring – A Case Study. Proceedings of 2016 International Conference on Quality, Reliability, Risk, Maintenance, and Safety Engineering (QR2MSE 2016) and 2016 World Congress on Engineering Asset Management (WCEAM2016). Jiuzhaigou, Sichuan, China 25 - 28 Jul 2016
A comparative study of the effectiveness of vibration and acoustic emission in diagnosing a defective bearing in a planetary gearbox
Elasha, F, Greaves, M, Mba, D and Duan, F (2016). A comparative study of the effectiveness of vibration and acoustic emission in diagnosing a defective bearing in a planetary gearbox. Applied Acoustics. 115, pp. 181-195. https://doi.org/10.1016/j.apacoust.2016.07.026
Helicopter gearbox bearing fault detection using separation techniques and envelope analysis
Zhou, L, Duan, F, Mba, D, Corsar, M, Greaves, M, Sampath, S and Elasha, F (2016). Helicopter gearbox bearing fault detection using separation techniques and envelope analysis. Prognostics and System Health Management Conference (PHM-Chengdu), 2016. Chengdu, China 19 - 21 Oct 2016 Institute of Electrical and Electronics Engineers (IEEE). https://doi.org/10.1109/PHM.2016.7819888
Dealing with missing data for prognostic purposes
Loukopoulos, P, Sampath, S, Pilidis, P, Zolkiewski, G, Bennett, I, Duan, F and Mba, D (2016). Dealing with missing data for prognostic purposes. Prognostics and System Health Management Conference. Chengdu, China 19 - 21 Oct 2016 Institute of Electrical and Electronics Engineers (IEEE). https://doi.org/10.1109/PHM.2016.7819934
Using empirical mode decomposition scheme for helicopter main gearbox bearing defect identification
Duan, F, Corsar, M and Mba, D (2016). Using empirical mode decomposition scheme for helicopter main gearbox bearing defect identification. Prognostics and System Health Management Conference (PHM-Chengdu), 2016. Chengdu, China 19 - 21 Oct 2016 Institute of Electrical and Electronics Engineers (IEEE). https://doi.org/10.1109/PHM.2016.7819829
Wireless Acoustic Emission Transmission System Designed for Fault Detection of Rotating Machine
Zhou, L, Duan, F and Mba, D (2016). Wireless Acoustic Emission Transmission System Designed for Fault Detection of Rotating Machine. Lecture Notes in Networks and Systems. 4, pp. 201-207. https://doi.org/10.1007/978-3-319-48725-0_19
Energy efficient vacuum glazed window: A system design and investigations on hermetic sealing materials
Memon, S and Eames, PC (2013). Energy efficient vacuum glazed window: A system design and investigations on hermetic sealing materials. Research That Matters 2013. Loughborough University 07 Mar 2013 Loughborough University.
Fabrication of Energy Efficient Vacuum Glazing using a Novel Edge Sealing Material
Memon, S and Eames, PC (2013). Fabrication of Energy Efficient Vacuum Glazing using a Novel Edge Sealing Material. 3rd Low Carbon Energy for Development Network Workshop. London The Low Carbon Energy for Development Network (LCEDN) .