Salp swarm algorithm-based fractional-order PID controller for LFC systems in the presence of delayed EV aggregators
Electric vehicles (EVs) battery has the ability to enhance the balance between the load demand and power generation units. Random behaviour of owners and EVs low capacity are some factors that develop the EV aggregator notion to increase the EV participation in the ancillary services market. In the...
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| Published in | IET electrical systems in transportation Vol. 10; no. 3; pp. 259 - 267 |
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| Main Authors | , , , , |
| Format | Journal Article |
| Language | English |
| Published |
The Institution of Engineering and Technology
01.09.2020
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| Subjects | |
| Online Access | Get full text |
| ISSN | 2042-9738 2042-9746 2042-9746 |
| DOI | 10.1049/iet-est.2019.0076 |
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| Abstract | Electric vehicles (EVs) battery has the ability to enhance the balance between the load demand and power generation units. Random behaviour of owners and EVs low capacity are some factors that develop the EV aggregator notion to increase the EV participation in the ancillary services market. In the presence of EVs aggregator, the frequency control service is capable of causing time-varying delay in load frequency control (LFC) systems. Owing to the dependency of controller effectiveness on its parameters, these parameters should be designed optimally in order to have a better result in an LFC system in the presence of time-varying delay. Therefore, a salp swarm algorithm (SSA) is utilised to adjust the fractional-order proportional integral derivative (PID) (FOPID) controller coefficients. Also, some evaluations are performed about the proposed LFC performance by an integral absolute error, integral time absolute error and mean absolute error indicators. In this study, both single and two-area LFC systems containing EVs aggregator with time-varying delay are simulated and analysed. The results indicate that the proposed controller has fewer frequency variations in contrast to other controllers presented in the case studies. Moreover, it is concluded that the FOPID controller could significantly decrease the overshoot and settling time of the frequency variation signal. |
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| AbstractList | Electric vehicles (EVs) battery has the ability to enhance the balance between the load demand and power generation units. Random behaviour of owners and EVs low capacity are some factors that develop the EV aggregator notion to increase the EV participation in the ancillary services market. In the presence of EVs aggregator, the frequency control service is capable of causing time‐varying delay in load frequency control (LFC) systems. Owing to the dependency of controller effectiveness on its parameters, these parameters should be designed optimally in order to have a better result in an LFC system in the presence of time‐varying delay. Therefore, a salp swarm algorithm (SSA) is utilised to adjust the fractional‐order proportional integral derivative (PID) (FOPID) controller coefficients. Also, some evaluations are performed about the proposed LFC performance by an integral absolute error, integral time absolute error and mean absolute error indicators. In this study, both single and two‐area LFC systems containing EVs aggregator with time‐varying delay are simulated and analysed. The results indicate that the proposed controller has fewer frequency variations in contrast to other controllers presented in the case studies. Moreover, it is concluded that the FOPID controller could significantly decrease the overshoot and settling time of the frequency variation signal. |
| Author | Salehi, Javad Safari, Amin Lashkari, Zahra Bahari Farrokhifar, Meisam Babaei, Farshad |
| Author_xml | – sequence: 1 givenname: Farshad surname: Babaei fullname: Babaei, Farshad organization: 1Department of Electrical Engineering, Azarbaijan Shahid Madani University, Tabriz, Iran – sequence: 2 givenname: Zahra Bahari surname: Lashkari fullname: Lashkari, Zahra Bahari organization: 1Department of Electrical Engineering, Azarbaijan Shahid Madani University, Tabriz, Iran – sequence: 3 givenname: Amin orcidid: 0000-0002-6575-2671 surname: Safari fullname: Safari, Amin email: safari@azaruniv.ac.ir organization: 1Department of Electrical Engineering, Azarbaijan Shahid Madani University, Tabriz, Iran – sequence: 4 givenname: Meisam orcidid: 0000-0003-2000-5960 surname: Farrokhifar fullname: Farrokhifar, Meisam organization: 2Center for Energy Science and Technology, Skolkovo Institute of Science and Technology, Moscow, Russia – sequence: 5 givenname: Javad orcidid: 0000-0002-8140-8301 surname: Salehi fullname: Salehi, Javad organization: 1Department of Electrical Engineering, Azarbaijan Shahid Madani University, Tabriz, Iran |
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| Copyright | The Institution of Engineering and Technology 2020 IET Electrical Systems in Transportation published by John Wiley & Sons Ltd on behalf of The Institution of Engineering and Technology |
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| Keywords | time-varying systems electric vehicles power generation units ancillary services market salp swarm algorithm-based fractional-order PID controller electric vehicles battery load frequency control systems random behaviour EV aggregator notion LFC performance frequency variation signal EV participation frequency control service mean absolute error indicators EVs aggregator controller effectiveness settling time load regulation integral time absolute error load demand three-term control time-varying delay integral absolute error fewer frequency variations control system synthesis frequency control delayed EV aggregators two-area LFC systems LFC system FOPID controller delays power system control fractional-order PID controller coefficients |
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Ambient Energy – volume: 39 start-page: 1509 issue: 10 year: 2017 end-page: 1521 article-title: The effects on stability region of the fractional‐order PI controller for one‐area time‐delayed load–frequency control systems publication-title: Trans. Inst. Meas. Control – volume: 10 start-page: 3481 issue: 14 year: 2016 end-page: 3491 article-title: Frequency regulation of multi‐area power systems with plug‐in electric vehicles considering communication delays publication-title: IET Gener. Transm. Distrib. – volume: 137 start-page: 88 year: 2015 end-page: 96 article-title: Impact of electric vehicles on distribution substations: a Swiss case study publication-title: Appl. Energy – volume: 33 start-page: 669 issue: 1 year: 2018 end-page: 680 article-title: The effect of EV aggregators with time‐varying delays on the stability of a load frequency control system publication-title: IEEE Trans. Power Syst. – volume: 114 start-page: 163 issue: 1 year: 2017 end-page: 191 article-title: Salp swarm algorithm: a bio‐inspired optimizer for engineering design problems publication-title: Adv. Eng. Softw. – volume: 32 start-page: 4091 issue: 5 year: 2017 end-page: 4100 article-title: LMI‐based robust predictive load frequency control for power systems with communication delays publication-title: IEEE Trans. Power Syst. – start-page: 461 year: 2019 end-page: 466 – volume: 7 start-page: 238 issue: 1 year: 2016 end-page: 252 article-title: Load frequency control of power systems with electric vehicles and diverse transmission links using distributed functional observers publication-title: IEEE Trans. Smart Grid – volume: 28 start-page: 3480 issue: 3 year: 2013 end-page: 3489 article-title: Decentralized vehicle‐to‐grid control for primary frequency regulation considering charging demands publication-title: IEEE Trans. Power Syst. – volume: 27 start-page: 3040 issue: 4 year: 2019 end-page: 3054 article-title: Automatic generation control analysis of power system with nonlinearities and electric vehicle aggregators with time‐varying delay implementing a novel control strategy publication-title: Turkish J. Electr. Eng. Comput. Sci. – volume: 53 start-page: 720 year: 2016 end-page: 732 article-title: Integration of electric vehicles in smart grid: a review on vehicle to grid technologies and optimization techniques publication-title: Renew. Sust. Energy Rev. – volume: 1 start-page: 65 issue: 1 year: 2010 end-page: 72 article-title: Development of an optimal vehicle‐to grid aggregator for frequency regulation publication-title: IEEE Trans. Smart Grid – volume: 104 start-page: 603 issue: 1 year: 2019 end-page: 614 article-title: Load frequency control strategy via fractional‐order controller and reduced‐order modeling publication-title: Int. J. Elect. Power Energy Syst. – volume: 16 start-page: 1 year: 2019 end-page: 15 article-title: frequency control in a renewable penetrated power system: an adaptive fractional order‐fuzzy approach publication-title: Prot. Control Mod. Power Syst. 4 – volume: 13 start-page: 2634 issue: 14 year: 2019 end-page: 2646 article-title: Maiden coordinated load frequency control strategy for ST‐AWEC‐GEC‐BDDG‐based independent three‐area interconnected microgrid system with the combined effect of diverse energy storage and DC link using BOA‐optimised PFOID controller publication-title: IET Renew. Power Gener. – year: 2008 – volume: 162 start-page: 966 year: 2016 end-page: 979 article-title: Dynamic frequency response from electric vehicles considering travelling behavior in the Great Britain power system publication-title: Appl. 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| SubjectTerms | ancillary services market control system synthesis controller effectiveness delayed EV aggregators delays electric vehicles electric vehicles battery EV aggregator notion EV participation EVs aggregator fewer frequency variations FOPID controller fractional‐order PID controller coefficients frequency control frequency control service frequency variation signal integral absolute error integral time absolute error LFC performance LFC system load demand load frequency control systems load regulation mean absolute error indicators power generation units power system control random behaviour Research Article salp swarm algorithm‐based fractional‐order PID controller settling time three‐term control time‐varying delay time‐varying systems two‐area LFC systems |
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| Title | Salp swarm algorithm-based fractional-order PID controller for LFC systems in the presence of delayed EV aggregators |
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