{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,16]],"date-time":"2026-01-16T06:48:20Z","timestamp":1768546100788,"version":"3.49.0"},"reference-count":39,"publisher":"Springer Science and Business Media LLC","issue":"7-8","license":[{"start":{"date-parts":[[2025,1,20]],"date-time":"2025-01-20T00:00:00Z","timestamp":1737331200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,1,20]],"date-time":"2025-01-20T00:00:00Z","timestamp":1737331200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"funder":[{"DOI":"10.13039\/100007847","name":"Natural Science Foundation of Jilin Province","doi-asserted-by":"publisher","award":["20230101239JC"],"award-info":[{"award-number":["20230101239JC"]}],"id":[{"id":"10.13039\/100007847","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100010211","name":"Education Department of Jilin Province","doi-asserted-by":"publisher","award":["JJKH20220113KJ"],"award-info":[{"award-number":["JJKH20220113KJ"]}],"id":[{"id":"10.13039\/501100010211","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Int. J. Mach. Learn. &amp; Cyber."],"published-print":{"date-parts":[[2025,8]]},"DOI":"10.1007\/s13042-024-02526-4","type":"journal-article","created":{"date-parts":[[2025,1,20]],"date-time":"2025-01-20T00:51:43Z","timestamp":1737334303000},"page":"4561-4575","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":1,"title":["Frequency coordination and economic dispatch of microgrids using fuzzy neural network control"],"prefix":"10.1007","volume":"16","author":[{"given":"Jian","family":"Li","sequence":"first","affiliation":[]},{"given":"Cong","family":"Cai","sequence":"additional","affiliation":[]},{"given":"Qingyu","family":"Su","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2025,1,20]]},"reference":[{"issue":"5","key":"2526_CR1","doi-asserted-by":"publisher","first-page":"4270","DOI":"10.1109\/TPWRS.2021.3057078","volume":"36","author":"C Zhang","year":"2021","unstructured":"Zhang C, Dou X, Zhang Z, Lou G, Yang F, Li G (2021) Inertia-enhanced distributed voltage and frequency control of low-inertia microgrids. IEEE Trans Power Syst 36(5):4270\u20134280","journal-title":"IEEE Trans Power Syst"},{"issue":"1","key":"2526_CR2","doi-asserted-by":"publisher","first-page":"148","DOI":"10.1109\/TGCN.2021.3112043","volume":"6","author":"A Dridi","year":"2021","unstructured":"Dridi A, Afifi H, Moungla H, Badosa J (2021) A novel deep reinforcement approach for iiot microgrid energy management systems. IEEE Trans Green Commun Netw 6(1):148\u2013159","journal-title":"IEEE Trans Green Commun Netw"},{"issue":"6","key":"2526_CR3","doi-asserted-by":"publisher","first-page":"5901","DOI":"10.1109\/TPWRS.2021.3083678","volume":"36","author":"RA Jabr","year":"2021","unstructured":"Jabr RA (2021) Mixed-integer convex optimization for dc microgrid droop control. IEEE Trans Power Syst 36(6):5901\u20135908","journal-title":"IEEE Trans Power Syst"},{"issue":"1","key":"2526_CR4","doi-asserted-by":"publisher","first-page":"316","DOI":"10.1109\/TPWRS.2023.3239793","volume":"39","author":"SI Habibi","year":"2024","unstructured":"Habibi SI, Sheikhi MA, Khalili T, Abadi SAGK, Bidram A, Guerrero JM (2024) Multiagent-based nonlinear generalized minimum variance control for islanded ac microgrids. IEEE Trans Power Syst 39(1):316\u2013328","journal-title":"IEEE Trans Power Syst"},{"issue":"1","key":"2526_CR5","doi-asserted-by":"publisher","first-page":"94","DOI":"10.1109\/TGCN.2020.3047432","volume":"5","author":"N Kouvelas","year":"2020","unstructured":"Kouvelas N, Prasad RV (2020) Efficient allocation of harvested energy at the edge by building a tangible micro-grid-the texas case. IEEE Trans Green Commun Netw 5(1):94\u2013105","journal-title":"IEEE Trans Green Commun Netw"},{"key":"2526_CR6","doi-asserted-by":"publisher","first-page":"77","DOI":"10.1007\/s12652-017-0600-7","volume":"10","author":"F Mirzapour","year":"2019","unstructured":"Mirzapour F, Lakzaei M, Varamini G, Teimourian M, Ghadimi N (2019) A new prediction model of battery and wind-solar output in hybrid power system. J Ambient Intell Human Comput 10:77\u201387","journal-title":"J Ambient Intell Human Comput"},{"issue":"3","key":"2526_CR7","doi-asserted-by":"publisher","first-page":"1839","DOI":"10.1016\/j.ijhydene.2018.11.190","volume":"44","author":"Z Shao","year":"2019","unstructured":"Shao Z, Ahangarnejad AH, Monazzah A, Rao Y, Rodriguez D (2019) Increasing of fuel cell economic benefits by optimal participation strategy with energy storages and other distributed resources and considering uncertainties and various markets. Int J Hydrogen Energy 44(3):1839\u20131850","journal-title":"Int J Hydrogen Energy"},{"key":"2526_CR8","doi-asserted-by":"publisher","first-page":"329","DOI":"10.1007\/s11063-017-9723-2","volume":"48","author":"M Mohammadi","year":"2018","unstructured":"Mohammadi M, Talebpour F, Safaee E, Ghadimi N, Abedinia O (2018) Small-scale building load forecast based on hybrid forecast engine. Neural Process Lett 48:329\u2013351","journal-title":"Neural Process Lett"},{"issue":"2","key":"2526_CR9","doi-asserted-by":"publisher","first-page":"988","DOI":"10.1109\/TSG.2020.3028472","volume":"12","author":"B Alghamdi","year":"2020","unstructured":"Alghamdi B, Ca\u00f1izares CA (2020) Frequency regulation in isolated microgrids through optimal droop gain and voltage control. IEEE Trans Smart Grid 12(2):988\u2013998","journal-title":"IEEE Trans Smart Grid"},{"issue":"4","key":"2526_CR10","doi-asserted-by":"publisher","first-page":"2786","DOI":"10.1109\/TPWRS.2020.3040804","volume":"36","author":"M Naderi","year":"2020","unstructured":"Naderi M, Shafiee Q, Bevrani H, Blaabjerg F (2020) Low-frequency small-signal modeling of interconnected ac microgrids. IEEE Trans Power Syst 36(4):2786\u20132797","journal-title":"IEEE Trans Power Syst"},{"key":"2526_CR11","doi-asserted-by":"publisher","first-page":"423","DOI":"10.1016\/j.ijepes.2018.07.014","volume":"104","author":"W Gao","year":"2019","unstructured":"Gao W, Darvishan A, Toghani M, Mohammadi M, Abedinia O, Ghadimi N (2019) Different states of multi-block based forecast engine for price and load prediction. Int J Electr Power Energy Syst 104:423\u2013435","journal-title":"Int J Electr Power Energy Syst"},{"issue":"8","key":"2526_CR12","doi-asserted-by":"publisher","first-page":"1657","DOI":"10.1109\/TNNLS.2015.2428611","volume":"27","author":"P Sekhar","year":"2015","unstructured":"Sekhar P, Mishra S (2015) Storage free smart energy management for frequency control in a diesel-pv-fuel cell-based hybrid ac microgrid. IEEE Trans Neural Netw Learn Syst 27(8):1657\u20131671","journal-title":"IEEE Trans Neural Netw Learn Syst"},{"key":"2526_CR13","unstructured":"Madureira AG, Lopes JP (2007) Voltage and reactive power control in mv networks integrating microgrids"},{"issue":"2","key":"2526_CR14","doi-asserted-by":"publisher","first-page":"916","DOI":"10.1109\/TPWRS.2006.873018","volume":"21","author":"JP Lopes","year":"2006","unstructured":"Lopes JP, Moreira CL, Madureira A (2006) Defining control strategies for microgrids islanded operation. IEEE Trans Power Syst 21(2):916\u2013924","journal-title":"IEEE Trans Power Syst"},{"key":"2526_CR15","doi-asserted-by":"publisher","first-page":"16241","DOI":"10.1109\/ACCESS.2017.2735545","volume":"5","author":"S Kayalvizhi","year":"2017","unstructured":"Kayalvizhi S, Kumar DV (2017) Load frequency control of an isolated micro grid using fuzzy adaptive model predictive control. IEEE Access 5:16241\u201316251","journal-title":"IEEE Access"},{"key":"2526_CR16","doi-asserted-by":"publisher","first-page":"154","DOI":"10.1016\/j.enconman.2016.02.005","volume":"114","author":"D Pavkovi\u0107","year":"2016","unstructured":"Pavkovi\u0107 D, Lobrovi\u0107 M, Hrgeti\u0107 M, Komljenovi\u0107 A (2016) A design of cascade control system and adaptive load compensator for battery\/ultracapacitor hybrid energy storage-based direct current microgrid. Energy Conversion Manag 114:154\u2013167","journal-title":"Energy Conversion Manag"},{"issue":"2","key":"2526_CR17","doi-asserted-by":"publisher","first-page":"837","DOI":"10.1109\/TPWRS.2012.2208233","volume":"28","author":"K Vidyanandan","year":"2012","unstructured":"Vidyanandan K, Senroy N (2012) Primary frequency regulation by deloaded wind turbines using variable droop. IEEE Trans Power Syst 28(2):837\u2013846","journal-title":"IEEE Trans Power Syst"},{"issue":"9","key":"2526_CR18","doi-asserted-by":"publisher","first-page":"3870","DOI":"10.1109\/TII.2017.2784561","volume":"14","author":"M Chen","year":"2017","unstructured":"Chen M, Xiao X, Guerrero JM (2017) Secondary restoration control of islanded microgrids with a decentralized event-triggered strategy. IEEE Trans Ind Inform 14(9):3870\u20133880","journal-title":"IEEE Trans Ind Inform"},{"issue":"2","key":"2526_CR19","doi-asserted-by":"publisher","first-page":"916","DOI":"10.1109\/TPWRS.2006.873018","volume":"21","author":"JP Lopes","year":"2006","unstructured":"Lopes JP, Moreira CL, Madureira A (2006) Defining control strategies for microgrids islanded operation. IEEE Trans Power Syst 21(2):916\u2013924","journal-title":"IEEE Trans Power Syst"},{"issue":"1","key":"2526_CR20","doi-asserted-by":"publisher","first-page":"158","DOI":"10.1109\/TIE.2010.2066534","volume":"58","author":"JM Guerrero","year":"2010","unstructured":"Guerrero JM, Vasquez JC, Matas J, De Vicu\u00f1a LG, Castilla M (2010) Hierarchical control of droop-controlled ac and dc microgrids-a general approach toward standardization. IEEE Trans Ind Electron 58(1):158\u2013172","journal-title":"IEEE Trans Ind Electron"},{"key":"2526_CR21","doi-asserted-by":"crossref","unstructured":"Li P, Wang W, Yang X, Wang S, Cui H, Gao C (2010) A droop control method of microsources based on divided self-adjusting slope coefficient, 1\u20136. IEEE","DOI":"10.1109\/POWERCON.2010.5666148"},{"issue":"4","key":"2526_CR22","doi-asserted-by":"publisher","first-page":"2768","DOI":"10.1109\/TPWRD.2010.2042974","volume":"25","author":"R Majumder","year":"2010","unstructured":"Majumder R, Ledwich G, Ghosh A, Chakrabarti S, Zare F (2010) Droop control of converter-interfaced microsources in rural distributed generation. IEEE Trans Power Delivery 25(4):2768\u20132778","journal-title":"IEEE Trans Power Delivery"},{"key":"2526_CR23","doi-asserted-by":"publisher","first-page":"715","DOI":"10.1016\/j.ijepes.2015.11.091","volume":"78","author":"G Shankar","year":"2016","unstructured":"Shankar G, Mukherjee V (2016) Load frequency control of an autonomous hybrid power system by quasi-oppositional harmony search algorithm. Int J Electr Power Energy Syst 78:715\u2013734","journal-title":"Int J Electr Power Energy Syst"},{"issue":"1","key":"2526_CR24","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1109\/TNN.2002.804317","volume":"14","author":"FH-F Leung","year":"2003","unstructured":"Leung FH-F, Lam H-K, Ling S-H, Tam PK-S (2003) Tuning of the structure and parameters of a neural network using an improved genetic algorithm. IEEE Trans Neural Netw 14(1):79\u201388","journal-title":"IEEE Trans Neural Netw"},{"key":"2526_CR25","doi-asserted-by":"crossref","unstructured":"Annamraju A, Nandiraju S (2018) Frequency control in an autonomous two-area hybrid microgrid using grasshopper optimization based robust pid controller. In: 2018 8th IEEE India International Conference on Power Electronics (IICPE), pp. 1\u20136 . IEEE","DOI":"10.1109\/IICPE.2018.8709428"},{"key":"2526_CR26","doi-asserted-by":"publisher","first-page":"887","DOI":"10.1016\/j.ijepes.2014.06.062","volume":"63","author":"SK Pandey","year":"2014","unstructured":"Pandey SK, Mohanty SR, Kishor N, Catal\u00e3o JP (2014) Frequency regulation in hybrid power systems using particle swarm optimization and linear matrix inequalities based robust controller design. Int J Electr Power Energy Syst 63:887\u2013900","journal-title":"Int J Electr Power Energy Syst"},{"issue":"3","key":"2526_CR27","doi-asserted-by":"publisher","first-page":"522","DOI":"10.1109\/TNN.2008.2012031","volume":"20","author":"JS Lim","year":"2009","unstructured":"Lim JS (2009) Finding features for real-time premature ventricular contraction detection using a fuzzy neural network system. IEEE Trans Neural Netw 20(3):522\u2013527","journal-title":"IEEE Trans Neural Netw"},{"issue":"20","key":"2526_CR28","doi-asserted-by":"publisher","first-page":"1974","DOI":"10.1080\/10916466.2017.1374405","volume":"35","author":"Z-Q Chu","year":"2017","unstructured":"Chu Z-Q, Sasanipour J, Saeedi M, Baghban A, Mansoori H (2017) Modeling of wax deposition produced in the pipelines using pso-anfis approach. Petroleum Sci Technol 35(20):1974\u20131981","journal-title":"Petroleum Sci Technol"},{"key":"2526_CR29","doi-asserted-by":"publisher","first-page":"118183","DOI":"10.1109\/ACCESS.2020.3004340","volume":"8","author":"X Shen","year":"2020","unstructured":"Shen X, Wang H, Zhang D, Li J, Wang R, Su Q (2020) Distributed finite-time secondary voltage restoration of droop-controlled islanded microgrids. IEEE Access 8:118183\u2013118191","journal-title":"IEEE Access"},{"issue":"5","key":"2526_CR30","doi-asserted-by":"publisher","first-page":"2057","DOI":"10.1109\/TNNLS.2021.3054778","volume":"33","author":"F Guo","year":"2021","unstructured":"Guo F, Xu B, Zhang W-A, Wen C, Zhang D, Yu L (2021) Training deep neural network for optimal power allocation in islanded microgrid systems: a distributed learning-based approach. IEEE Trans Neural Netw Learning Syst 33(5):2057\u20132069","journal-title":"IEEE Trans Neural Netw Learning Syst"},{"key":"2526_CR31","doi-asserted-by":"publisher","first-page":"219","DOI":"10.1007\/s11063-015-9414-9","volume":"43","author":"HC Nejad","year":"2016","unstructured":"Nejad HC, Farshad M, Khayat O, Rahatabad FN (2016) Performance verification of a fuzzy wavelet neural network in the first order partial derivative approximation of nonlinear functions. Neural Process Lett 43:219\u2013230","journal-title":"Neural Process Lett"},{"issue":"1","key":"2526_CR32","doi-asserted-by":"publisher","first-page":"118","DOI":"10.1109\/TCST.2017.2761324","volume":"27","author":"A Safa","year":"2017","unstructured":"Safa A, Abdolmalaki RY (2017) Robust output feedback tracking control for inertially stabilized platforms with matched and unmatched uncertainties. IEEE Trans Control Syst Technol 27(1):118\u2013131","journal-title":"IEEE Trans Control Syst Technol"},{"key":"2526_CR33","doi-asserted-by":"publisher","first-page":"329","DOI":"10.1007\/s11063-017-9723-2","volume":"48","author":"M Mohammadi","year":"2018","unstructured":"Mohammadi M, Talebpour F, Safaee E, Ghadimi N, Abedinia O (2018) Small-scale building load forecast based on hybrid forecast engine. Neural Process Lett 48:329\u2013351","journal-title":"Neural Process Lett"},{"issue":"7","key":"2526_CR34","doi-asserted-by":"publisher","first-page":"4355","DOI":"10.1109\/TIE.2014.2379211","volume":"62","author":"F Guo","year":"2014","unstructured":"Guo F, Wen C, Mao J, Song Y-D (2014) Distributed secondary voltage and frequency restoration control of droop-controlled inverter-based microgrids. IEEE Trans Ind Electron 62(7):4355\u20134364","journal-title":"IEEE Trans Ind Electron"},{"issue":"4","key":"2526_CR35","doi-asserted-by":"publisher","first-page":"174","DOI":"10.1504\/IJAMECHS.2015.072707","volume":"6","author":"M Fakoor","year":"2015","unstructured":"Fakoor M, Kosari A, Jafarzadeh M (2015) Revision on fuzzy artificial potential field for humanoid robot path planning in unknown environment. Int J Adv Mechatronic Syst 6(4):174\u2013183","journal-title":"Int J Adv Mechatronic Syst"},{"issue":"5","key":"2526_CR36","doi-asserted-by":"publisher","first-page":"3648","DOI":"10.1109\/TPWRS.2016.2634085","volume":"32","author":"NM Dehkordi","year":"2016","unstructured":"Dehkordi NM, Sadati N, Hamzeh M (2016) Distributed robust finite-time secondary voltage and frequency control of islanded microgrids. IEEE Trans Power Syst 32(5):3648\u20133659","journal-title":"IEEE Trans Power Syst"},{"issue":"1","key":"2526_CR37","doi-asserted-by":"publisher","first-page":"66","DOI":"10.1109\/TSTE.2018.2823062","volume":"10","author":"A Akbarimajd","year":"2018","unstructured":"Akbarimajd A, Olyaee M, Sobhani B, Shayeghi H (2018) Nonlinear multi-agent optimal load frequency control based on feedback linearization of wind turbines. IEEE Trans Sustain Energy 10(1):66\u201374","journal-title":"IEEE Trans Sustain Energy"},{"key":"2526_CR38","doi-asserted-by":"publisher","first-page":"554","DOI":"10.1016\/j.energy.2019.02.094","volume":"173","author":"D Yu","year":"2019","unstructured":"Yu D, Zhu H, Han W, Holburn D (2019) Dynamic multi agent-based management and load frequency control of pv\/fuel cell\/wind turbine\/chp in autonomous microgrid system. Energy 173:554\u2013568","journal-title":"Energy"},{"issue":"3","key":"2526_CR39","doi-asserted-by":"publisher","first-page":"1929","DOI":"10.1109\/TSG.2020.3047949","volume":"12","author":"Y Chen","year":"2021","unstructured":"Chen Y, Qi D, Dong H, Li C, Li Z, Zhang J (2021) A fdi attack-resilient distributed secondary control strategy for islanded microgrids. IEEE Trans Smart Grid 12(3):1929\u20131938","journal-title":"IEEE Trans Smart Grid"}],"container-title":["International Journal of Machine Learning and Cybernetics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-024-02526-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s13042-024-02526-4\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s13042-024-02526-4.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,6]],"date-time":"2025-09-06T04:14:40Z","timestamp":1757132080000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s13042-024-02526-4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,1,20]]},"references-count":39,"journal-issue":{"issue":"7-8","published-print":{"date-parts":[[2025,8]]}},"alternative-id":["2526"],"URL":"https:\/\/doi.org\/10.1007\/s13042-024-02526-4","relation":{},"ISSN":["1868-8071","1868-808X"],"issn-type":[{"value":"1868-8071","type":"print"},{"value":"1868-808X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,1,20]]},"assertion":[{"value":"26 April 2024","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"24 December 2024","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"20 January 2025","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}