Gravitational search algorithm-based optimal control of archimedes wave swing-based wave energy conversion system supplying a DC microgrid under uncertain dynamics
This study presents a novel application of the gravitational search algorithm (GSA) to optimally control a wave energy conversion (WEC) system under different operating conditions. In the WEC system, the generator side converter controls the d-axis and q-axis current of the generator for minimising...
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| Published in | IET renewable power generation Vol. 11; no. 6; pp. 763 - 770 |
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| Main Author | |
| Format | Journal Article |
| Language | English |
| Published |
The Institution of Engineering and Technology
10.05.2017
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| Subjects | |
| Online Access | Get full text |
| ISSN | 1752-1416 1752-1424 1752-1424 |
| DOI | 10.1049/iet-rpg.2016.0677 |
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| Abstract | This study presents a novel application of the gravitational search algorithm (GSA) to optimally control a wave energy conversion (WEC) system under different operating conditions. In the WEC system, the generator side converter controls the d-axis and q-axis current of the generator for minimising the generator power losses and extracting the maximum real power from the WEC system, respectively. The DC–DC converter is implemented to maintain the terminal voltage of the DC microgrid. The control of both converters relies on the proportional–integral controllers, which are optimally designed by the GSA through a simulation-based optimisation approach. In that manner, the integral of squared error criteria is used as an objective function. The validity of the WEC system model is verified by comparing its simulation results with the experimental results that extracted from a field test. The effectiveness of the proposed controller is tested when the system is subjected to different operating conditions such as a DC microgrid load disturbance, a temporary DC fault condition, and an irregular wave condition. Moreover, the effectiveness of the proposed controller is compared with that by using the genetic algorithm. The simulation results of the system are extensively carried out using PSCAD/EMTDC program. |
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| AbstractList | This study presents a novel application of the gravitational search algorithm (GSA) to optimally control a wave energy conversion (WEC) system under different operating conditions. In the WEC system, the generator side converter controls the d‐axis and q‐axis current of the generator for minimising the generator power losses and extracting the maximum real power from the WEC system, respectively. The DC–DC converter is implemented to maintain the terminal voltage of the DC microgrid. The control of both converters relies on the proportional–integral controllers, which are optimally designed by the GSA through a simulation‐based optimisation approach. In that manner, the integral of squared error criteria is used as an objective function. The validity of the WEC system model is verified by comparing its simulation results with the experimental results that extracted from a field test. The effectiveness of the proposed controller is tested when the system is subjected to different operating conditions such as a DC microgrid load disturbance, a temporary DC fault condition, and an irregular wave condition. Moreover, the effectiveness of the proposed controller is compared with that by using the genetic algorithm. The simulation results of the system are extensively carried out using PSCAD/EMTDC program. |
| Author | Hasanien, Hany M |
| Author_xml | – sequence: 1 givenname: Hany M surname: Hasanien fullname: Hasanien, Hany M email: hanyhasanien@ieee.org organization: Electrical Power and Machines Department, Faculty of Engineering, Ain Shams University, Cairo 11517, Egypt |
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| Cites_doi | 10.1049/iet-rpg.2009.0125 10.1109/TSTE.2012.2182784 10.1049/iet-gtd.2011.0593 10.1109/TSG.2014.2319267 10.1109/TPWRS.2012.2224385 10.1109/TSTE.2015.2476960 10.1109/TPWRS.2013.2282213 10.1080/15325008.2015.1027017 10.1109/TPWRS.2008.922530 10.1049/iet-gtd.2013.0050 10.1109/TEC.2011.2167332 10.1049/iet-rpg.2013.0277 10.1109/JPROC.2012.2235811 10.1109/JSYST.2012.2227217 10.1109/TEC.2004.827717 10.1049/iet-rpg.2009.0197 10.1109/TPWRD.2014.2358940 10.1049/iet-gtd.2011.0681 10.1109/TPWRS.2009.2030294 10.1243/09576509JPE284 10.1109/JSYST.2012.2219912 10.1016/j.ins.2009.03.004 |
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| Keywords | power convertors PI control archimedes wave swing-based wave energy conversion system WEC system power generation control optimal control distributed power generation genetic algorithms squared error criteria uncertain dynamics proportional–integral controllers gravitational search algorithm-based optimal control DC–DC converter DC fault condition genetic algorithm PSCAD/EMTDC program simulation-based optimisation approach gravitational search algorithm DC microgrid load disturbance DC microgrid generator side converter search problems wave energy conversion system |
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| References | Hasanien, H.M. (C16) 2014; 8 Ran, L.; Mueller, M.A.; Ng, C. (C7) 2011; 5 Hasanien, H.M.; Muyeen, S.M. (C13) 2013; 28 Ricci, P.; Lopez, J.; Santos, M. (C8) 2011; 5 de Sousa Prado, M.G.; Gardner, F.; Damen, M. (C25) 2006; 220 Wu, F.; Zhang, X.-P.; Ju, P. (C2) 2008; 23 Rashedi, E.; Nezamabadi-pour, H.; Saryazdi, S. (C18) 2009; 179 Hasanien, H.M.; Muyeen, S.M. (C12) 2012; 3 Hasanien, H.M.; Muyeen, S.M. (C15) 2015; 43 Hasanien, H.M. (C14) 2013; 7 Polinder, H.; Damen, M.E.C.; Gardner, F. (C4) 2004; 19 Bhattacharya, A.; Roy, P.K. (C21) 2012; 6 Wu, F.; Ju, P.; Zhang, X.-P. (C6) 2013; 101 Tan, W.S.; Hassan, M.Y.; Abdul Rahman, H. (C22) 2013; 7 Tedeschi, E.; Santos-Mugica, M. (C11) 2014; 29 Duman, S.; Sonmez, Y.; Guvenc, U. (C19) 2012; 6 Ambia, M.N.; Hasanien, H.M.; Al-Durra, A. (C17) 2015; 30 Wu, F.; Zhang, X.P.; Ju, P. (C5) 2009; 24 Alberdi, M.; Amundarain, M.; Garrido, A.J. (C9) 2011; 26 Forehand, D.I.M.; Kiprakis, A.E.; Nambiar, A.J. (C10) 2016; 7 Niknam, T.; Narimani, M.R.; Azizipanah-Abarghooee, R. (C20) 2013; 7 Ahmadi, R.; Ferdowsi, M. (C23) 2014; 5 2009; 24 2016; 7 2014; 5 2012; 3 2013; 28 2004; 19 2015; 30 2015; 43 2013; 101 2008; 23 2006; 220 1995 2009; 179 2011; 26 2014; 29 2014 2013; 7 2012; 6 2014; 8 2011; 5 e_1_2_7_6_1 e_1_2_7_5_1 e_1_2_7_3_1 e_1_2_7_9_1 e_1_2_7_8_1 e_1_2_7_7_1 e_1_2_7_19_1 e_1_2_7_18_1 e_1_2_7_17_1 e_1_2_7_16_1 e_1_2_7_2_1 e_1_2_7_15_1 e_1_2_7_14_1 e_1_2_7_13_1 e_1_2_7_12_1 e_1_2_7_11_1 e_1_2_7_10_1 e_1_2_7_26_1 e_1_2_7_25_1 e_1_2_7_24_1 Ross D. (e_1_2_7_4_1) 1995 e_1_2_7_23_1 e_1_2_7_22_1 e_1_2_7_21_1 e_1_2_7_20_1 |
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| SubjectTerms | archimedes wave swing‐based wave energy conversion system DC fault condition DC microgrid DC microgrid load disturbance DC–DC converter distributed power generation generator side converter genetic algorithm genetic algorithms gravitational search algorithm gravitational search algorithm‐based optimal control optimal control PI control power convertors power generation control proportional–integral controllers PSCAD/EMTDC program Research Article search problems simulation‐based optimisation approach squared error criteria uncertain dynamics wave energy conversion system WEC system |
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| Title | Gravitational search algorithm-based optimal control of archimedes wave swing-based wave energy conversion system supplying a DC microgrid under uncertain dynamics |
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