{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T01:04:12Z","timestamp":1777597452634,"version":"3.51.4"},"reference-count":44,"publisher":"Springer Science and Business Media LLC","issue":"22","license":[{"start":{"date-parts":[[2022,7,18]],"date-time":"2022-07-18T00:00:00Z","timestamp":1658102400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2022,7,18]],"date-time":"2022-07-18T00:00:00Z","timestamp":1658102400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Neural Comput & Applic"],"published-print":{"date-parts":[[2022,11]]},"DOI":"10.1007\/s00521-022-07558-x","type":"journal-article","created":{"date-parts":[[2022,7,18]],"date-time":"2022-07-18T10:16:46Z","timestamp":1658139406000},"page":"20083-20099","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":49,"title":["Influence of energy storage device on load frequency control of an interconnected dual-area thermal and solar photovoltaic power system"],"prefix":"10.1007","volume":"34","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2961-0035","authenticated-orcid":false,"given":"Emre","family":"\u00c7elik","sequence":"first","affiliation":[]},{"given":"Nihat","family":"\u00d6zt\u00fcrk","sequence":"additional","affiliation":[]},{"given":"Essam H.","family":"Houssein","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2022,7,18]]},"reference":[{"key":"7558_CR1","doi-asserted-by":"publisher","first-page":"103407","DOI":"10.1016\/j.engappai.2019.103407","volume":"88","author":"E \u00c7elik","year":"2020","unstructured":"\u00c7elik E (2020) Improved stochastic fractal search algorithm and modified cost function for automatic generation control of interconnected electric power systems. Eng Appl Artif Intell 88:103407","journal-title":"Eng Appl Artif Intell"},{"key":"7558_CR2","doi-asserted-by":"publisher","first-page":"607","DOI":"10.1007\/s00521-016-2668-y","volume":"30","author":"SM Abd-Elazim","year":"2018","unstructured":"Abd-Elazim SM, Ali ES (2018) Load frequency controller design of a two-area system composing of PV grid and thermal generator via firefly algorithm. Neural Comput Appl 30:607\u2013616","journal-title":"Neural Comput Appl"},{"key":"7558_CR3","doi-asserted-by":"publisher","first-page":"214","DOI":"10.1016\/j.energy.2015.12.121","volume":"97","author":"RK Selvaraju","year":"2016","unstructured":"Selvaraju RK, Somaskandan G (2016) Impact of energy storage units on load frequency control of deregulated power systems. Energy 97:214\u2013228","journal-title":"Energy"},{"key":"7558_CR4","doi-asserted-by":"publisher","first-page":"166","DOI":"10.1016\/j.ijepes.2015.11.029","volume":"77","author":"SM Abd-Elazim","year":"2016","unstructured":"Abd-Elazim SM, Ali ES (2016) Load frequency controller design via BAT algorithm for nonlinear interconnected power system. Int J Electr Power Energy Syst 77:166\u2013177","journal-title":"Int J Electr Power Energy Syst"},{"key":"7558_CR5","doi-asserted-by":"publisher","first-page":"97","DOI":"10.1016\/j.swevo.2015.10.004","volume":"27","author":"D Guha","year":"2016","unstructured":"Guha D, Roy PK, Banerjee S (2016) Load frequency control of interconnected power system using grey wolf optimization. Swarm Evol Comput 27:97\u2013115","journal-title":"Swarm Evol Comput"},{"key":"7558_CR6","doi-asserted-by":"publisher","first-page":"9","DOI":"10.1016\/j.ijepes.2014.07.013","volume":"64","author":"RK Sahu","year":"2015","unstructured":"Sahu RK, Panda S, Padhan S (2015) A hybrid firefly algorithm and pattern search technique for automatic generation control of multi area power systems. Int J Electr Power Energy Syst 64:9\u201323","journal-title":"Int J Electr Power Energy Syst"},{"issue":"4","key":"7558_CR7","first-page":"1635","volume":"19","author":"D Guha","year":"2016","unstructured":"Guha D, Roy PK, Banerjee S (2016) Quasi-oppositional differential search algorithm applied to load frequency control. Eng Sci Technol Int J 19(4):1635\u20131654","journal-title":"Eng Sci Technol Int J"},{"key":"7558_CR8","first-page":"11","volume-title":"Smart and sustainable engineering for next generation applications ELECOM 2018, lecture notes elect eng","author":"MY Oozeer","year":"2019","unstructured":"Oozeer MY, Ramjug-Ballgobin R (2019) A jaya-based invasive weed optimization technique for load frequency control. In: Fleming P, Lacquet B, Sanei S, Deb K, Jakobsson A (eds) Smart and sustainable engineering for next generation applications ELECOM 2018, lecture notes elect eng, vol 561. Springer, Singapore, pp 11\u201321"},{"issue":"12","key":"7558_CR9","doi-asserted-by":"publisher","first-page":"2134","DOI":"10.3390\/en10122134","volume":"10","author":"MT Ozdemir","year":"2017","unstructured":"Ozdemir MT, Ozturk D (2017) Comparative performance analysis of optimal PID parameters tuning based on the optics inspired optimization methods for automatic generation control. Energies 10(12):2134","journal-title":"Energies"},{"issue":"4","key":"7558_CR10","first-page":"2053","volume":"36","author":"ZY Y\u0131lmaz","year":"2021","unstructured":"Y\u0131lmaz ZY, Bal G, \u00c7elik E, \u00d6zt\u00fcrk N, G\u00fcven\u00e7 U, Arya Y (2021) A new objective function design for optimization of secondary controllers in load frequency control. J Fac Eng Archit Gazi Univ 36(4):2053\u20132067","journal-title":"J Fac Eng Archit Gazi Univ"},{"issue":"7","key":"7558_CR11","doi-asserted-by":"publisher","first-page":"1692","DOI":"10.1049\/iet-gtd.2016.1245","volume":"11","author":"HM Hasanien","year":"2017","unstructured":"Hasanien HM, El-Fergany A (2017) Symbiotic organisms search algorithm for automatic generation control of interconnected power systems including wind farms. IET Gener Transm Distrib 11(7):1692\u20131700","journal-title":"IET Gener Transm Distrib"},{"issue":"2","key":"7558_CR12","doi-asserted-by":"publisher","first-page":"439","DOI":"10.1007\/s12667-017-0232-1","volume":"9","author":"D Guha","year":"2018","unstructured":"Guha D, Roy PK, Banerjee S (2018) Symbiotic organism search algorithm applied to load frequency control of multi-area power system. Energy Syst 9(2):439\u2013468","journal-title":"Energy Syst"},{"issue":"4","key":"7558_CR13","doi-asserted-by":"publisher","first-page":"533","DOI":"10.15837\/ijccc.2017.4.2751","volume":"12","author":"N Manoharan","year":"2017","unstructured":"Manoharan N, Dash SS, Rajesh KS, Panda S (2017) Automatic generation control by hybrid invasive weed optimization and pattern search tuned 2-DOF PID controller. Int J Comput Commun Control 12(4):533\u2013549","journal-title":"Int J Comput Commun Control"},{"issue":"8","key":"7558_CR14","doi-asserted-by":"publisher","first-page":"1161","DOI":"10.1049\/iet-rpg.2015.0474","volume":"10","author":"A Rahman","year":"2016","unstructured":"Rahman A, Saikia LC, Sinha N (2016) AGC of dish-Stirling solar thermal integrated thermal system with biogeography based optimised three degree of freedom PID controller. IET Renew Power Gener 10(8):1161\u20131170","journal-title":"IET Renew Power Gener"},{"key":"7558_CR15","doi-asserted-by":"crossref","unstructured":"Satapathy P, Debnath MK, Mohanty PK (2018) Design of PD-PID controller with double derivative filter for frequency regulation. In 2nd IEEE international conference on power electronics, Intelligent Control and Energy Systems, Delhi, India, 2018, pp. 1142\u20131147","DOI":"10.1109\/ICPEICES.2018.8897276"},{"key":"7558_CR16","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-021-06168-3","author":"E \u00c7elik","year":"2021","unstructured":"\u00c7elik E, \u00d6zt\u00fcrk N, Arya Y, Ocak C (2021) (1+PD)-PID cascade controller design for performance betterment of load frequency control in diverse electric power systems. Neural Comput Appl. https:\/\/doi.org\/10.1007\/s00521-021-06168-3","journal-title":"Neural Comput Appl"},{"key":"7558_CR17","doi-asserted-by":"publisher","first-page":"3039","DOI":"10.1007\/s00521-017-3250-y","volume":"31","author":"P Dahiya","year":"2019","unstructured":"Dahiya P, Sharma V, Naresh R (2019) Optimal sliding mode control for frequency regulation in deregulated power systems with DFIG-based wind turbine and TCSC-SMES. Neural Comput Appl 31:3039\u20133056","journal-title":"Neural Comput Appl"},{"issue":"1","key":"7558_CR18","doi-asserted-by":"publisher","first-page":"892","DOI":"10.1109\/TIA.2018.2866560","volume":"55","author":"AD Rosaline","year":"2019","unstructured":"Rosaline AD, Somarajan UK (2019) Structured H-infinity controller for an uncertain deregulated power system. IEEE Trans Ind Appl 55(1):892\u2013906","journal-title":"IEEE Trans Ind Appl"},{"key":"7558_CR19","doi-asserted-by":"publisher","first-page":"1193","DOI":"10.1007\/s00500-020-05215-w","volume":"25","author":"E \u00c7elik","year":"2021","unstructured":"\u00c7elik E (2021) Design of new fractional order PI-fractional order PD cascade controller through dragonfly search algorithm for advanced load frequency control of power systems. Soft Comput 25:1193\u20131217","journal-title":"Soft Comput"},{"issue":"2","key":"7558_CR20","first-page":"384","volume":"24","author":"Y Arya","year":"2021","unstructured":"Arya Y, Dahiya P, \u00c7elik E, Sharma G, G\u00f6zde H, Nasiruddin I (2021) AGC performance amelioration in multi-area interconnected thermal and thermal-hydro-gas power systems using a novel controller. Eng Sci Technol Int J 24(2):384\u2013396","journal-title":"Eng Sci Technol Int J"},{"issue":"3","key":"7558_CR21","doi-asserted-by":"publisher","first-page":"504","DOI":"10.1049\/rpg2.12061","volume":"15","author":"Y Arya","year":"2021","unstructured":"Arya Y, Kumar N, Dahiya P, Sharma G, \u00c7elik E, Dhundhara S, Sharma M (2021) Cascade- I\u03bbD\u03bcN controller design for AGC of thermal and hydrothermal power systems integrated with renewable energy sources. IET Renew Power Gener 15(3):504\u2013520","journal-title":"IET Renew Power Gener"},{"issue":"4","key":"7558_CR22","doi-asserted-by":"publisher","first-page":"1101","DOI":"10.1016\/j.ijepes.2011.01.029","volume":"33","author":"LC Saikia","year":"2011","unstructured":"Saikia LC, Mishra S, Sinha N, Nanda J (2011) Automatic generation control of a multi area hydrothermal system using reinforced learning neural network controller. Int J Electr Power Energy Syst 33(4):1101\u20131108","journal-title":"Int J Electr Power Energy Syst"},{"key":"7558_CR23","doi-asserted-by":"publisher","first-page":"200","DOI":"10.1016\/j.swevo.2018.03.005","volume":"44","author":"KS Rajesh","year":"2019","unstructured":"Rajesh KS, Dash SS, Rajagopal R (2019) Hybrid improved firefly-pattern search optimized fuzzy aided PID controller for automatic generation control of power systems with multi-type generations. Swarm Evol Comput 44:200\u2013211","journal-title":"Swarm Evol Comput"},{"issue":"16","key":"7558_CR24","doi-asserted-by":"publisher","first-page":"3564","DOI":"10.1049\/iet-gtd.2018.5855","volume":"13","author":"D Sharma","year":"2019","unstructured":"Sharma D, Mishra S (2019) Non-linear disturbance observer-based improved frequency and tie-line power control of modern interconnected power systems. IET Gener Transm Distrib 13(16):3564\u20133573","journal-title":"IET Gener Transm Distrib"},{"issue":"4","key":"7558_CR25","doi-asserted-by":"publisher","first-page":"716","DOI":"10.1049\/gtd2.12054","volume":"15","author":"D Guha","year":"2021","unstructured":"Guha D, Roy PK, Banerjee S (2021) Disturbance observer aided optimised fractional-order three-degree-of-freedom tilt-integral-derivative controller for load frequency control of power systems. IET Gener Transm Distrib 15(4):716\u2013736","journal-title":"IET Gener Transm Distrib"},{"key":"7558_CR26","doi-asserted-by":"publisher","first-page":"167","DOI":"10.1016\/j.ijepes.2012.03.039","volume":"42","author":"H Gozde","year":"2012","unstructured":"Gozde H, Taplamacioglu MC, Kocaarslan I (2012) Comparative performance analysis of Artificial Bee Colony algorithm in automatic generation control for interconnected reheat thermal power system. Int J Electr Power Energy Syst 42:167\u2013178","journal-title":"Int J Electr Power Energy Syst"},{"key":"7558_CR27","doi-asserted-by":"publisher","first-page":"633","DOI":"10.1016\/j.ijepes.2010.12.022","volume":"33","author":"ES Ali","year":"2011","unstructured":"Ali ES, Abd-Elazim SM (2011) Bacteria foraging optimization algorithm based load frequency controller for interconnected power system. Int J Electr Power Energy Syst 33:633\u2013638","journal-title":"Int J Electr Power Energy Syst"},{"key":"7558_CR28","doi-asserted-by":"publisher","first-page":"4718","DOI":"10.1016\/j.asoc.2013.07.021","volume":"13","author":"S Panda","year":"2013","unstructured":"Panda S, Mohanty B, Hota PK (2013) Hybrid BFOA-PSO algorithm for automatic generation control of linear and nonlinear interconnected power systems. Appl Soft Comput 13:4718\u20134730","journal-title":"Appl Soft Comput"},{"key":"7558_CR29","doi-asserted-by":"publisher","first-page":"163","DOI":"10.1016\/j.advengsoft.2017.07.002","volume":"114","author":"S Mirjalili","year":"2017","unstructured":"Mirjalili S, Gandomi AH, Mirjalili SZ, Saremi S, Faris H, Mirjalili SM (2017) Salp swarm algorithm: a bio-inspired optimizer for engineering design problems. Adv Eng Softw 114:163\u2013191","journal-title":"Adv Eng Softw"},{"key":"7558_CR30","first-page":"27268","volume":"6","author":"S Ismael","year":"2018","unstructured":"Ismael S, Aleem S, Abdelaziz A, Zobaa A (2018) Practical considerations for optimal conductor reinforcement and hosting capacity enhancement in radial distribution systems. EEE Access 6:27268\u201327277","journal-title":"EEE Access"},{"key":"7558_CR31","doi-asserted-by":"crossref","unstructured":"Ekinci S, Hekimoglu B (2018) Parameter optimization of power system stabilizer via salp swarm algorithm, 5th International Conference on Electrical and Electronic Engineering, Istanbul, Turkey, 2018, pp. 143\u2013147","DOI":"10.1109\/ICEEE2.2018.8391318"},{"issue":"5","key":"7558_CR32","doi-asserted-by":"publisher","first-page":"054702","DOI":"10.1063\/1.5020999","volume":"89","author":"S Asaithambi","year":"2018","unstructured":"Asaithambi S, Rajappa M (2018) Swarm intelligence-based approach for optimal design of cmos differential amplifier and comparator circuit using a hybrid salp swarm algorithm. Rev Sci Instrum 89(5):054702","journal-title":"Rev Sci Instrum"},{"key":"7558_CR33","doi-asserted-by":"publisher","first-page":"641","DOI":"10.1016\/j.renene.2017.12.051","volume":"119","author":"AA El-Fergany","year":"2018","unstructured":"El-Fergany AA (2018) Extracting optimal parameters of PEM fuel cells using salp swarm optimizer. Renew Energy 119:641\u2013648","journal-title":"Renew Energy"},{"issue":"1","key":"7558_CR34","first-page":"5","volume":"1","author":"YVK Reddy","year":"2018","unstructured":"Reddy YVK, Reddy MD (2018) Solving economic load dispatch problem with multiple fuels using teaching learning based optimization and salp swarm algorithm. J Intell Syst Theory Appl 1(1):5\u201315","journal-title":"J Intell Syst Theory Appl"},{"issue":"7","key":"7558_CR35","doi-asserted-by":"publisher","first-page":"1110","DOI":"10.1049\/iet-gtd.2018.6100","volume":"13","author":"D Guha","year":"2019","unstructured":"Guha D, Roy PK, Banerjee S (2019) Maiden application of SSA-optimised CC-TID controller for load frequency control of power systems. IET Gener Transm Distrib 13(7):1110\u20131120","journal-title":"IET Gener Transm Distrib"},{"key":"7558_CR36","doi-asserted-by":"publisher","DOI":"10.1007\/s12652-022-03751-x","author":"E \u00c7elik","year":"2022","unstructured":"\u00c7elik E (2022) Performance analysis of SSA optimized fuzzy 1PD-PI controller on AGC of renewable energy assisted thermal and hydro-thermal power systems. J Ambient Intell Human Comput. https:\/\/doi.org\/10.1007\/s12652-022-03751-x","journal-title":"J Ambient Intell Human Comput"},{"key":"7558_CR37","doi-asserted-by":"publisher","DOI":"10.1016\/j.jestch.2022.101166","author":"E \u00c7elik","year":"2022","unstructured":"\u00c7elik E, \u00d6zt\u00fcrk N (2022) Novel fuzzy 1PD-TI controller for AGC of interconnected electric power systems with renewable power generation and energy storage devices. Eng Sci Technol Int J. https:\/\/doi.org\/10.1016\/j.jestch.2022.101166","journal-title":"Eng Sci Technol Int J"},{"key":"7558_CR38","doi-asserted-by":"publisher","first-page":"292","DOI":"10.1016\/j.jpowsour.2012.06.048","volume":"219","author":"IA Chidambaram","year":"2012","unstructured":"Chidambaram IA, Paramasiyam B (2012) Control performance standards based on load-frequency controller considering redox flow batteries coordinate with interline power flow controller. J Power Sources 219:292\u2013304","journal-title":"J Power Sources"},{"issue":"4","key":"7558_CR39","first-page":"555","volume":"18","author":"TS Gorripotu","year":"2015","unstructured":"Gorripotu TS, Sahu RK, Panda S (2015) AGC of a multi-area power system under deregulated environment using redox flow batteries and interline power flow controller. Eng Sci Technol Int J 18(4):555\u2013578","journal-title":"Eng Sci Technol Int J"},{"key":"7558_CR40","doi-asserted-by":"publisher","first-page":"704","DOI":"10.1016\/j.energy.2017.03.129","volume":"127","author":"Y Arya","year":"2017","unstructured":"Arya Y (2017) AGC performance enrichment of multi-source hydrothermal gas power systems using new optimized FOFPID controller and redox flow batteries. Energy 127:704\u2013715","journal-title":"Energy"},{"issue":"7","key":"7558_CR41","doi-asserted-by":"publisher","first-page":"761","DOI":"10.1049\/iet-rpg.2017.0582","volume":"12","author":"W Tasnin","year":"2018","unstructured":"Tasnin W, Saikia LC (2018) Performance comparison of several energy storage devices in deregulated AGC of a multi-area system incorporating geothermal power plant. IET Renew Power Gener 12(7):761\u2013772","journal-title":"IET Renew Power Gener"},{"key":"7558_CR42","doi-asserted-by":"publisher","first-page":"288","DOI":"10.1016\/j.egyr.2020.07.028","volume":"6","author":"AZ Al Shaqsi","year":"2020","unstructured":"Al Shaqsi AZ, Sopian K, Al-Hinai A (2020) Review of energy storage services, applications, limitations, and benefits. Energy Rep 6:288\u2013306","journal-title":"Energy Rep"},{"key":"7558_CR43","doi-asserted-by":"publisher","first-page":"511","DOI":"10.1016\/j.apenergy.2014.09.081","volume":"137","author":"X Luo","year":"2015","unstructured":"Luo X, Wang J, Dooner M, Clarke J (2015) Overview of current development in electrical energy storage technologies and the application potential in power system operation. Appl Energy 137:511\u2013536","journal-title":"Appl Energy"},{"key":"7558_CR44","doi-asserted-by":"publisher","first-page":"115292","DOI":"10.1016\/j.eswa.2021.115292","volume":"182","author":"E \u00c7elik","year":"2021","unstructured":"\u00c7elik E, \u00d6zt\u00fcrk N, Arya Y (2021) Advancement of the search process of salp swarm algorithm for global optimization problems. Expert Syst Appl 182:115292","journal-title":"Expert Syst Appl"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-022-07558-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00521-022-07558-x\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-022-07558-x.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,10,20]],"date-time":"2022-10-20T20:51:57Z","timestamp":1666299117000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00521-022-07558-x"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,7,18]]},"references-count":44,"journal-issue":{"issue":"22","published-print":{"date-parts":[[2022,11]]}},"alternative-id":["7558"],"URL":"https:\/\/doi.org\/10.1007\/s00521-022-07558-x","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,7,18]]},"assertion":[{"value":"18 November 2021","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"27 June 2022","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"18 July 2022","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"No conflict of interest is declared by the authors.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}