Fuzzy logic-based Energy Management System (EMS) of hybrid power sources: Battery/Super capacitor for electric scooter supply

Saied Boumediene1, Abdelfatah Nasri1, Tedjini Hamza1, Chergui Hicham1, Korhan Kayisli2, Harish Garg3,4,5,6,7
1SGRE Laboratory, Tahri Mohamed Bechar University, B.P 417, 08000, Bechar, Algeria
2Gazi University, Engineering Faculty, Electrical-Electronics Eng, Ankara, Turkey
3School of Mathematics, Thapar Institute of Engineering & Technology (Deemed University), Patiala 147004, Punjab, India
4Department of Mathematics, Graphic Era Deemed to be University, Dehradun 248002, Uttarakhand, India
5Applied Science Research Center, Applied Science Private University, Amman 11931, Jordan
6College of Technical Engineering, Department of Medical Devices Engineering Technologies, National University of Science and Technology, Dhi Qar, Nasiriyah, Iraq
7College of Technical Engineering, The Islamic University, Najaf, Iraq

Tài liệu tham khảo

Achikkulath, 2022, Hybridization of battery and ultracapacitor for electric vehicle application with dynamic energy management and non-linear state feedback controller, Energy Convers. Manag., x15 Ali, 2016, Comparison of energy management strategies of a battery/supercapacitors system for electric vehicle under real-time constraints, Appl. Energy, 163, 190, 10.1016/j.apenergy.2015.11.020 Alireza, 2010, Battery, ultracapacitor, fuel cell, and hybrid energy storage systems for electric, hybrid electric, fuel cell, and plug-in hybrid electric vehicles: state of the art, IEEE Trans. Veh. Technol., 59, 6 Andrew, 2000, Ultracapacitors: why, how, and where is the technology, Power Sources, 91, 37, 10.1016/S0378-7753(00)00485-7 Ansarey, 2014, Optimal energy management in a dual-storage fuel-cell hybrid vehicle using multi-dimensional dynamic programming, J. Power Sources, 250, 359, 10.1016/j.jpowsour.2013.10.145 Ates, 2010, Energy management of an FC/UC hybrid vehicular power system using a combined neural network-wavelet transform based strategy, Int. J. Hydrog. Energy, 35, 774, 10.1016/j.ijhydene.2009.11.021 Aziz, 2018, A new strategy for battery and supercapacitor energy management for an urban electric vehicle, Electr. Eng., 100 Borhan, 2012, Mpc-based energy management of a power-split hybrid electric vehicle, IEEE Trans. Control Syst., 20, 593, 10.1109/TCST.2011.2134852 Boumediene, 2021, el energy management policy based on fuel cell/battery power sources for scooter electric supply, ICEES IEEE Inter Conf. Branislav, 2014, A model predictive control system for a hybrid battery-ultracapacitor power source, IEEE Trans. Power Electron., 29, 1469, 10.1109/TPEL.2013.2262003 Cabran, 2016, Analysis and evaluation of battery-supercapacitor hybrid energy storage system for photovoltaic installation, J. Hydrog. Energy, 41, 20897, 10.1016/j.ijhydene.2016.06.141 Caricchi, 2003, Three-wheeled electric maxi-scooter for improved driving performances in large urban area, IEMDC Conf. IEEE Electr. Mach. Drives, 10.1109/IEMDC.2003.1210629 Caux, 2010, On-line fuzzy energy management for hybrid fuel cell systems, J. Hydrog. Energy, 35, 2134, 10.1016/j.ijhydene.2009.11.108 Cerruto, 1994, Fuzzy logic based efficiency improvement of an urban electric vehicle, Annu. Conf. IEEE Ind. Electron., 10.1109/IECON.1994.397982 Changxin, 2022, Fuzzy energy management strategy for hybrid electric vehicles on battery state of charge estimation by particle filter, SN Appl. Sci., 4, 256, 10.1007/s42452-022-05131-8 Chergui H., A.Nasri,A..Harrouz, K., KayisliH. Chergui, A. Nasri, A. Harrouz, K. Kayisli, A novel control approach of multi motor electric scooter drive, in: Proceedings of the ICRERA Confrance Renewable Energy Research and Application IEEE, 2021. Chuen-Chien, 1990, Fuzzy logic in control systems: fuzzy logic controller, IEEE Trans. Syst. Man Cybernet., 20, 02 Clara Marina, 2017, Energy management in plug-in hybrid electric vehicles: recent progress and a connected vehicles perspective, IEEE Trans. Veh. Technol., 66, 4534, 10.1109/TVT.2016.2582721 Clark, 2014, Effect of ultra capacitor-modified PHEV protocol on performance degradation in lithium-ion cells, Power Sources, 246, 965, 10.1016/j.jpowsour.2012.09.038 Falvoa, 2011, Energy management in metro-transit systems: an innovative proposal toward an integrated and sustainable urban mobility system including plug-in electric vehicles, Electr. Power Syst. Res., 81, 2127, 10.1016/j.epsr.2011.08.004 Ferreira, 2008, Energy management fuzzy logic supervisory for electric vehicle power supplies system, IEEE Trans. Power Electron., 23, 1, 10.1109/TPEL.2007.911799 Gaber, 2021, Intelligent Energy Management System for an all-electric ship based on adaptive neuro-fuzzy inference system, Energy Rep., 7, 7989, 10.1016/j.egyr.2021.06.054 Garcia, 2012, Viability study of a FC-battery-SC tramway controlled by equivalent consumption minimization strategy, J. Hydrog. Energy, 37, 9368, 10.1016/j.ijhydene.2012.02.184 Garcia, 2010, Energy management system of fuel-cell-battery hybrid tramway, IEEE Trans. Ind. Electron., 57, 4013, 10.1109/TIE.2009.2034173 Hicham, 2021, A novel method of electric scooter torque estimation using the space vector modulation control, J. Renew. Energy Dev., 10, 355, 10.14710/ijred.2021.33403 Hongqiang, 2018, A systematic design and optimization method of the transmission system and power management for a plugin hybrid electric vehicle, Energy, 148, 1006, 10.1016/j.energy.2018.01.152 Huilong, 2016, Real time energy management strategy for a fast charging electric urban bus powered by hybrid energy storage system, Energy, 112, 322, 10.1016/j.energy.2016.06.084 Ibrahima, 2016, Nonlinear autoregressive neural network in an energy management strategy for battery/ultra-capacitor hybrid electrical, Veh. Electr., 136, 262 Javier, 2012, A survey-based type-2 fuzzy logic system for energy management in hybrid electrical vehicles, Inf. Sci., 190, 192, 10.1016/j.ins.2011.12.013 Javier, 2012, A survey-based type-2 fuzzy logic system for energy management in hybrid electrical vehicles, Info Sci., 190, 192, 10.1016/j.ins.2011.12.013 João, 2017, Energy- and power-split management of dual energy storage system for a three-wheel electric vehicle, IEEE Trans. Veh. Technol., 66, 5540, 10.1109/TVT.2016.2636282 Jorge, 2006, Energy-management system for a hybrid electric vehicle, using ultracapacitors and neural networks, IEEE Trans. Ind. Electron., 53, 614, 10.1109/TIE.2006.870880 Jung, 2014, Control design for robust tracking and smooth transition in power systems with battery/supercapacitor hybrid energy storage devices, Power Sources, 267, 566, 10.1016/j.jpowsour.2014.05.061 Kisacikoglu, 2009, Load sharingusing fuzzy logic control in a fuel cell/ultracapacitor hybrid vehicle, J. Hydrog. Energy, 34, 1497, 10.1016/j.ijhydene.2008.11.035 Kisacikoglu, 2009, Load sharing usingfuzzy logic control in a fuel cell/ultracapacitor hybrid vehicle, Int. J. Hydrog. Energy, 34, 1497, 10.1016/j.ijhydene.2008.11.035 Lachhab, 2014, An improved energy management strategy for FC/UC hybrid electricvehicles propelled by motor-wheels, J. Hydrog. Energy, 39, 571, 10.1016/j.ijhydene.2013.10.064 Li, 2012, A Energy management strategy for fuel cell/battery/ultracapacitor hybrid vehicle based on fuzzy logic, Electr. Power Energy, 43, 514, 10.1016/j.ijepes.2012.06.026 Li, 2014, Energy management and control of electric vehicle charging stations, Electr. Power Compon. Syst., 42, 339, 10.1080/15325008.2013.837120 Liangfe, 2012, Real time optimal energy management strategy targeting at minimizing daily operation cost for a plug-in fuel cell city bus, J. Hydrog. Energy, 37, 15380, 10.1016/j.ijhydene.2012.07.074 Mesbahi, 2017, Optimal energy management for a Li-ion battery/supercapacitor hybrid energy storage system based on particle swarm optimization incorporating Nelder-Mead simplex approach, IEEE Trans. Intell. Veh., l2 Namwook, 2011, Optimal control of hybrid electric vehicles based on Pontryagin's minimum principle, IEE Trans. Control Syst. Technol., 19 Njoya Motapon, 2014, A comparative study of energy management schemes for a fuel-cell hybrid emergency power system of more electric aircraft, IEEE Trans. Ind. Electron., 61, 03, 10.1109/TIE.2013.2257152 Paire, 2010, A real-time sharing reference voltage for hybrid generation power system, IEEE Ind. Appl. Soc. Annu. Meet., 1 Robert, 2022, Comparative study of energy management systems for a hybrid fuel cell electric vehicle – anovel mutative fuzzy logic controller to prolong fuel cell lifetime, J. Hydrog. Energy, 47, 24042, 10.1016/j.ijhydene.2022.05.192 Sellali A, 2019, Fuzzy-super twisting control implementation of battery/super capacitor for electric vehicles, ISA Trans., 95, 243, 10.1016/j.isatra.2019.04.029 Siang, 2012, A review of energy sources and energy management system in electric vehicles, Renew. Sustain Energy Rev., 82 Song, 2014, Energy management strategies comparison for electric vehicles with hybrid energy storage system, Appl. Energy, 134, 321, 10.1016/j.apenergy.2014.08.035 T. Mesbahi, P. Le Moigne, Rizoug, A new energy management strategy of a battery/supercapacitor hybrid energy storage system for electric vehicular applications, in: Proceedings of the IEEE Confrance Power Electronics Machines and Drives PEMD, 2014. Tanmay Rout, A. Chowdhury, M. Kumar Maharana, Analysis of energy management system for photovoltaic system with battery and supercapacitor using fuzzy logic controller, in: Proceedings of the ICSESP IEEE Inter. Conf. Techn for Smart-City Energy Security and Power, 2018. Tremblay, 2009, Experimental validation ofa battery dynamic model for EV applications, J. World Electr. Veh., 3, 289, 10.3390/wevj3020289 Wieczorek, 2017, A mathematical representation of an energy management strategy for hybrid energy storage system in electric vehicle and real time optimization using a genetic algorithm, Appl. Energy, 92, 222, 10.1016/j.apenergy.2017.02.022 Yalian, 2016, Comparison of power-split and parallel hybrid powertrain architectures with a single electric machine: dynamic programming approach, Appl. Energy, 168, 683, 10.1016/j.apenergy.2016.02.023 Zandi, 2011, Energy management of a fuel cell/supercapacitor/battery power source for electric vehicular application, IEEE Trans. Veh. Technol., 60, 433, 10.1109/TVT.2010.2091433 Zheng, 2014, Energy management for a power-split plug-in hybrid electric vehicle based on dynamic programming and neural networks, IEEE Trans. Veh. Technol., 63, 1567, 10.1109/TVT.2013.2287102 Zineb, 2017, Battery and supercapacitor for photovoltaic energy storage: a fuzzy logic management, IET Renew. Power Gene, 11, 1157, 10.1049/iet-rpg.2016.0455 Ziyou, 2017, Sliding-mode and Lyapunov function-based control for battery/supercapacitor hybrid energy storage system used in electric vehicles, Energy, 122, 601, 10.1016/j.energy.2017.01.098 Zubieta, 2000, Characterization of double-layer capacitors for power electronics applications, IEEE Trans. Ind. Appl., 36, 199, 10.1109/28.821816