{"id":7322,"date":"2021-04-19T09:41:48","date_gmt":"2021-04-19T06:41:48","guid":{"rendered":"http:\/\/journals.khnu.km.ua\/vestnik\/?p=7322"},"modified":"2021-08-05T15:09:17","modified_gmt":"2021-08-05T12:09:17","slug":"%d0%b0%d0%b4%d0%b0%d0%bf%d1%82%d0%b8%d0%b2%d0%bd%d0%b0-%d0%bc%d0%be%d0%b4%d0%b5%d0%bb%d1%8c-%d0%bf%d1%80%d0%be%d0%b3%d0%bd%d0%be%d0%b7%d1%83%d0%b2%d0%b0%d0%bd%d0%bd%d1%8f-%d0%bf%d0%b0%d1%80%d0%b0","status":"publish","type":"post","link":"https:\/\/journals.khnu.km.ua\/vestnik\/?p=7322","title":{"rendered":"\u0410\u0434\u0430\u043f\u0442\u0438\u0432\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0443\u0432\u0430\u043d\u043d\u044f \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u0456\u0432 \u0440\u0435\u0436\u0438\u043c\u0443 \u0440\u043e\u0437\u043f\u043e\u0434\u0456\u043b\u044c\u043d\u0438\u0445 \u043c\u0435\u0440\u0435\u0436 \u0437 \u0440\u043e\u0437\u043f\u043e\u0434\u0456\u043b\u0435\u043d\u043e\u044e \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0456\u0454\u044e \u0434\u043b\u044f \u043e\u0431\u0491\u0440\u0443\u043d\u0442\u0443\u0432\u0430\u043d\u043d\u044f \u0443\u043c\u043e\u0432 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043d\u044f \u0434\u0438\u0441\u0442\u0430\u043d\u0446\u0456\u0439\u043d\u043e \u043a\u0435\u0440\u043e\u0432\u0430\u043d\u0438\u0445 \u043a\u043e\u043c\u0443\u0442\u0430\u0446\u0456\u0439\u043d\u0438\u0445 \u0430\u043f\u0430\u0440\u0430\u0442\u0456\u0432"},"content":{"rendered":"<p><!--more--><\/p>\n<p style=\"text-align: center;\">\u0410\u0414\u0410\u041f\u0422\u0418\u0412\u041d\u0410 \u041c\u041e\u0414\u0415\u041b\u042c \u041f\u0420\u041e\u0413\u041d\u041e\u0417\u0423\u0412\u0410\u041d\u041d\u042f \u041f\u0410\u0420\u0410\u041c\u0415\u0422\u0420\u0406\u0412 \u0420\u0415\u0416\u0418\u041c\u0423 \u0420\u041e\u0417\u041f\u041e\u0414\u0406\u041b\u042c\u041d\u0418\u0425 \u041c\u0415\u0420\u0415\u0416 \u0417 \u0420\u041e\u0417\u041f\u041e\u0414\u0406\u041b\u0415\u041d\u041e\u042e \u0413\u0415\u041d\u0415\u0420\u0410\u0426\u0406\u0404\u042e \u0414\u041b\u042f \u041e\u0411\u0490\u0420\u0423\u041d\u0422\u0423\u0412\u0410\u041d\u041d\u042f \u0423\u041c\u041e\u0412 \u0412\u0418\u041a\u041e\u0420\u0418\u0421\u0422\u0410\u041d\u041d\u042f \u0414\u0418\u0421\u0422\u0410\u041d\u0426\u0406\u0419\u041d\u041e \u041a\u0415\u0420\u041e\u0412\u0410\u041d\u0418\u0425 \u041a\u041e\u041c\u0423\u0422\u0410\u0426\u0406\u0419\u041d\u0418\u0425 \u0410\u041f\u0410\u0420\u0410\u0422\u0406\u0412<\/p>\n<p style=\"text-align: center;\">AN ADAPTIVE MODEL FOR PREDICTING THE PARAMETERS OF A DISTRIBUTION NETWORK WITH DISTRIBUTED GENERATION FOR JUSTIFICATION OF THE CONDITIONS OF USE REMOTELY CONTROLLED SWITCHING DEVICES<\/p>\n<p><strong>\u0421\u0442\u043e\u0440\u0456\u043d\u043a\u0438: 135-144. \u041d\u043e\u043c\u0435\u0440: \u21161, 2021 (293)<\/strong> <a href=\"http:\/\/journals.khnu.km.ua\/vestnik\/wp-content\/uploads\/2021\/08\/23-1.pdf\"> <img loading=\"lazy\" class=\"size-full wp-image-69 alignnone\" src=\"http:\/\/journals.khnu.km.ua\/vestnik\/wp-content\/uploads\/2021\/01\/pdf.png\" alt=\"\" width=\"76\" height=\"32\" \/><\/a><br \/>\n<strong>\u0410\u0432\u0442\u043e\u0440\u0438:<\/strong><br \/>\n\u0412. \u0410. \u041f\u041e\u041f\u041e\u0412, \u0414.\u0412. \u042f\u0426\u0415\u041d\u041a\u041e, \u041e.\u0412. \u0410\u0414\u0410\u041d\u0406\u041a\u041e\u0412<br \/>\n\u041d\u0430\u0446\u0456\u043e\u043d\u0430\u043b\u044c\u043d\u0438\u0439 \u0442\u0435\u0445\u043d\u0456\u0447\u043d\u0438\u0439 \u0443\u043d\u0456\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 \u0423\u043a\u0440\u0430\u0457\u043d\u0438 &#8220;\u041a\u0438\u0457\u0432\u0441\u044c\u043a\u0438\u0439 \u043f\u043e\u043b\u0456\u0442\u0435\u0445\u043d\u0456\u0447\u043d\u0438\u0439 \u0456\u043d\u0441\u0442\u0438\u0442\u0443\u0442 \u0456\u043c\u0435\u043d\u0456 \u0406\u0433\u043e\u0440\u044f \u0421\u0456\u043a\u043e\u0440\u0441\u044c\u043a\u043e\u0433\u043e&#8221;<br \/>\n\u0412.\u041e. \u041e\u041d\u0423\u0424\u0420\u0415\u0419<br \/>\n\u041c\u0456\u043d\u0456\u0441\u0442\u0435\u0440\u0441\u0442\u0432\u043e \u0435\u043d\u0435\u0440\u0433\u0435\u0442\u0438\u043a\u0438 \u0423\u043a\u0440\u0430\u0457\u043d\u0438<br \/>\nV. A. POPOV, D.V. YATSENKO, O.V. ADANIKOV<br \/>\nNational Technical University of Ukraine \u201cIgor Sikorsky Kyiv Polytechnic Institute\u201d<br \/>\nV.O. ONUFREI<br \/>\nMinistry of Energy of Ukraine<br \/>\n<strong>DOI:<\/strong> <a href=\"https:\/\/www.doi.org\/10.31891\/2307-5732-2021-293-1-135-144\">https:\/\/www.doi.org\/10.31891\/2307-5732-2021-293-1-135-144<\/a><br \/>\n<strong>\u0420\u0435\u0446\u0435\u043d\u0437\u0456\u044f\/Peer review :<\/strong> 12.02.2021 \u0440.<br \/>\n<strong>\u041d\u0430\u0434\u0440\u0443\u043a\u043e\u0432\u0430\u043d\u0430\/Printed :<\/strong> 10.03.2021 \u0440.<\/p>\n<p style=\"text-align: center;\"><strong>\u0410\u043d\u043e\u0442\u0430\u0446\u0456\u044f \u043c\u043e\u0432\u043e\u044e \u043e\u0440\u0438\u0433\u0456\u043d\u0430\u043b\u0443<\/strong><\/p>\n<p>\u041f\u0456\u0434 \u0447\u0430\u0441 \u0440\u043e\u0437\u0432\u02bc\u044f\u0437\u0430\u043d\u043d\u044f \u0437\u0430\u0434\u0430\u0447\u0456 \u043a\u0435\u0440\u0443\u0432\u0430\u043d\u043d\u044f \u0440\u0435\u0436\u0438\u043c\u0430\u043c\u0438 \u0440\u043e\u0437\u043f\u043e\u0434\u0456\u043b\u044c\u043d\u0438\u0445 \u043c\u0435\u0440\u0435\u0436 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\u043c\u0435\u0440\u0435\u0436\u0456\/\u0432\u0438\u0445\u0456\u0434\u043d\u043e\u0457 \u043f\u043e\u0442\u0443\u0436\u043d\u043e\u0441\u0442\u0456 \u0432\u0456\u0434\u043d\u043e\u0432\u043b\u044e\u0432\u0430\u043d\u0438\u0445 \u0434\u0436\u0435\u0440\u0435\u043b \u0435\u043d\u0435\u0440\u0433\u0456\u0457 (\u0412\u0414\u0415). \u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0438 \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0443\u0432\u0430\u043d\u043d\u044f \u0431\u0443\u0434\u0443\u0442\u044c \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438\u0441\u044c, \u044f\u043a \u0432\u0438\u0445\u0456\u0434\u043d\u0456 \u0434\u0430\u043d\u0456 \u0434\u043b\u044f \u0432\u0438\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u0442\u0435\u0445\u043d\u0456\u043a\u043e-\u0435\u043a\u043e\u043d\u043e\u043c\u0456\u0447\u043d\u043e\u0457 \u0434\u043e\u0446\u0456\u043b\u044c\u043d\u043e\u0441\u0442\u0456 \u0440\u0435\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0457 \u0432\u0456\u0434\u043f\u043e\u0432\u0456\u0434\u043d\u0438\u0445 \u043a\u0435\u0440\u0443\u044e\u0447\u0438\u0445 \u0432\u043f\u043b\u0438\u0432\u0456\u0432 \u043d\u0430 \u0440\u0435\u0436\u0438\u043c\u0438 \u0440\u043e\u0437\u043f\u043e\u0434\u0456\u043b\u044c\u043d\u043e\u0457 \u043c\u0435\u0440\u0435\u0436\u0456.<br \/>\n\u041d\u0430 \u043f\u0456\u0434\u0441\u0442\u0430\u0432\u0456 \u043e\u0442\u0440\u0438\u043c\u0430\u043d\u0438\u0445 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0456\u0432 \u0434\u043e\u0441\u043b\u0456\u0434\u0436\u0435\u043d\u044c \u043c\u043e\u0436\u043d\u0430 \u0437\u0440\u043e\u0431\u0438\u0442\u0438 \u0432\u0438\u0441\u043d\u043e\u0432\u043e\u043a, \u0449\u043e \u0440\u043e\u0437\u0440\u043e\u0431\u043b\u0435\u043d\u0456\u0439 \u0430\u0434\u0430\u043f\u0442\u0438\u0432\u043d\u0456\u0439 \u043c\u043e\u0434\u0435\u043b\u0456 \u043a\u043e\u0436\u0435\u043d \u0437 \u0437\u0430\u043b\u0443\u0447\u0435\u043d\u0438\u0445 \u043c\u0435\u0442\u043e\u0434\u0456\u0432 \u043f\u0440\u0438 \u0432\u0438\u0440\u0456\u0448\u0435\u043d\u043d\u0456 \u0437\u0430\u0434\u0430\u0447\u0456 \u043a\u043e\u0440\u043e\u0442\u043a\u043e\u0441\u0442\u0440\u043e\u043a\u043e\u0432\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0443\u0432\u0430\u043d\u043d\u044f \u0435\u043b\u0435\u043a\u0442\u0440\u0438\u0447\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u0430\u043d\u0442\u0430\u0436\u0435\u043d\u043d\u044f\/\u0432\u0438\u0445\u0456\u0434\u043d\u043e\u0457 \u043f\u043e\u0442\u0443\u0436\u043d\u043e\u0441\u0442\u0456 \u0441\u043e\u043d\u044f\u0447\u043d\u0438\u0445 \u043f\u0430\u043d\u0435\u043b\u0435\u0439 \u043f\u043e\u043a\u0430\u0437\u0443\u0454 \u0440\u0456\u0437\u043d\u0456 \u0440\u0456\u0432\u043d\u0456 \u043f\u043e\u0445\u0438\u0431\u043a\u0438 \u0432 \u0437\u0430\u043b\u0435\u0436\u043d\u043e\u0441\u0442\u0456 \u0432\u0456\u0434 \u0434\u043e\u0432\u0436\u0438\u043d\u0438 \u0447\u0430\u0441\u043e\u0432\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u0440\u0432\u0430\u043b\u0443. \u0414\u0430\u043d\u0430 \u0442\u0435\u043d\u0434\u0435\u043d\u0446\u0456\u044f \u0437\u0431\u0435\u0440\u0456\u0433\u0430\u0454\u0442\u044c\u0441\u044f \u044f\u043a \u0443 \u0434\u043e\u0431\u043e\u0432\u043e\u043c\u0443, \u0442\u0430\u043a \u0456 \u0443 \u0442\u0438\u0436\u043d\u0435\u0432\u043e\u043c\u0443 \u0440\u043e\u0437\u0440\u0456\u0437\u0456.<br \/>\n<strong>\u041a\u043b\u044e\u0447\u043e\u0432\u0456 \u0441\u043b\u043e\u0432\u0430:<\/strong> \u0440\u043e\u0437\u043f\u043e\u0434\u0456\u043b\u044c\u043d\u0430 \u043c\u0435\u0440\u0435\u0436\u0430, \u0440\u043e\u0437\u043f\u043e\u0434\u0456\u043b\u0435\u043d\u0430 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0456\u044f, \u0434\u0438\u0441\u0442\u0430\u043d\u0446\u0456\u0439\u043d\u043e \u043a\u0435\u0440\u043e\u0432\u0430\u043d\u0456 \u043a\u043e\u043c\u0443\u0442\u0430\u0446\u0456\u0439\u043d\u0456 \u0430\u043f\u0430\u0440\u0430\u0442\u0438, \u0440\u0435\u0436\u0438\u043c\u0438 \u0435\u043b\u0435\u043a\u0442\u0440\u0438\u0447\u043d\u0438\u0445 \u043c\u0435\u0440\u0435\u0436, \u0430\u0434\u0430\u043f\u0442\u0438\u0432\u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0443\u0432\u0430\u043d\u043d\u044f.<\/p>\n<p style=\"text-align: center;\"><strong>\u0420\u043e\u0437\u0448\u0438\u0440\u0435\u043d\u0430 \u0430\u043d\u043e\u0442\u0430\u0446\u0456\u044f \u0430\u043d\u0433\u043b\u0456\u0439\u0441\u044c\u043a\u043e\u044e \u043c\u043e\u0432\u043e\u044e<\/strong><\/p>\n<p>When solving the problem of controlling the modes of distribution networks built on a loop scheme, as the main measure to minimize electricity losses was considered to determine the optimal place of disconnection depending on the season, namely for autumn-winter and spring-summer maximum loads. But the rapid and large-scale introduction of distributed generation sources in 6-10 kV electrical networks leads to frequent changes in the flow distribution in the network and, no doubt, necessitates the development of new principles for controlling their modes. The success of this measure directly depends on the appropriate level of network automation, especially given that most of the equipment of distribution networks has exhausted its physical resource.<br \/>\nThe concept of active distribution networks provides full information support, automation of control processes and the development of a rational strategy for the use of appropriate technical means for this purpose. Given that in the near future it is not possible to fully equip distribution networks with remotely controlled switching devices, there is a question of their optimal location and use. To solve this problem, given the limited switching resource of switching devices, the article proposes an adaptive model for predicting the electrical load of network nodes \/ output power of renewable energy sources (RES). The forecasting results will be used as initial data to determine the technical and economic feasibility of the implementation of appropriate control effects on the modes of the distribution network.<br \/>\nBased on the obtained research results, it can be concluded that the developed adaptive model of each of the methods involved in solving the problem of short-term prediction of electrical load \/ output power of solar panels shows different levels of error depending on the length of the time interval. This trend persists both daily and weekly.<br \/>\n<strong>Keywords:<\/strong> distribution network, distributed generation, remotely controlled switching devices, electric network modes, adaptive forecasting model.<\/p>\n<p style=\"text-align: center;\"><strong>References<\/strong><\/p>\n<ol>\n<li>Tsyhanenko B.V., Pidvyshchennia pokaznykiv yakosti elektropostachannia v rozpodilnykh elektrychnykh merezhakh \/ B.V.Tsyhanenko, V.V. Kyryk \/\/ Materialy XVII mizhnarodnoinaukovo-praktychnoi konferentsii \u00abVidnovliuvania enerhetyka ta enerhoefektyvnist u KhKhI stolitti\u00bb, 29-30 veresnia 2016 r., Kyiv, NTUU KPI \u2013 Kyiv, 2016. \u2013 S. 157-162.<\/li>\n<li>Bondarenko R. V. Pidvyshchennia nadiinosti funktsionuvannia rozpodilnykh elektrychnykh merezh \/ R. V. Bondarenko, O.Dovhaliuk, H. V. Omelianenko, O. Ye. Pirotti, T. V. Syromiatnikova \/\/ Visnyk Kharkivskoho natsionalnoho tekhnichnoho universytetu silskoho hospodarstva imeni Petra Vasylenka. &#8211; 2018. &#8211; Vyp. 195. &#8211; S. 69-71. &#8211; Rezhym dostupu : http:\/\/nbuv.gov.ua\/UJRN\/Vkhdtusg_2018_195_25<\/li>\n<li>Ilyushin P. V. Vliyanie tekhnicheskogo sostoyaniya oborudovaniya ob&#8221;ektov raspredelennoj generacii na nadezhnost&#8217; funkcionirovaniya raspredelitel&#8217;nykh setej \/ P. V. Ilyushin \/\/ Ehlektrooborudovanie: ehkspluataciya i remont. &#8211; 2019. &#8211; \u2116 9. &#8211; S. 30\u201238.<\/li>\n<li>Popov V.A. Osoblyvosti vykorystannia komutatsiinykh aparativ z dystantsiinym keruvanniam v protsesi formuvannia aktyvnykh rozpodilnykh merezh \/ V.A. Popov., D. V. Yatsenko, O. V. Adanikov, O. V. Yatsenko \/\/ Enerhetyka: ekonomika, tekhnolohii, ekolohiia. \u2013 Kyiv. \u2013 2020. &#8211; \u2116 1. \u2013 S. 21-28.<\/li>\n<li>Zharkin A.F. Sistemy ehlektrosnabzheniya s istochnikami raspredelennoj generacii \/ F. Zharkin, S.P. Denisyuk, V.A. Popov. \u2013 Ki\u0457v : Naukova Dumka, 2016. \u2013 232 s.<\/li>\n<li>Chusyairi, The Use of Exponential Smoothing Method to Predict Missing Service E-Report \/ Chusyairi, R. N. S. Pelsri, and Bagio \/\/ 2017 2nd International conferences on Information Technology, Information Systems and Electrical Engineering (ICITISEE), Yogyakarta, 2017, pp. 39-44, doi: 10.1109\/ICITISEE.2017.8285535.<\/li>\n<li>R. Christiaanse, Short-Term Load Forecasting Using General Exponential Smoothing \/\/ IEEE Transactions on Power Apparatus and Systems, vol. PAS-90, no. 2, pp. 900-911, March 1971, doi: 10.1109\/TPAS.1971.293123.<\/li>\n<li>Abderrezak Very short-term electricity demand forecasting using adaptive exponential smoothing methods \/ L. Abderrezak, M.Mourad and D. Djalel \/\/ 2014 15th International Conference on Sciences and Techniques of Automatic Control and Computer Engineering (STA), Hammamet, 2014, pp. 553-557, doi: 10.1109\/STA.2014.7086716.<\/li>\n<li>Al-Hafid. Short term electrical load forecasting using holt-winters method \/ Al-Hafid, Majed S. \/\/ . Al-Rafidain Engineering. \u2013 2012. &#8211; 20. P. 15-22. 10.33899\/rengj.2012.63377.<\/li>\n<li>Kanchana. PV Power Forecasting with Holt-Winters Method \/ W. Kanchana , S. Sirisukprasert \/\/ 2020 8th International Electrical Engineering Congress (iEECON), Chiang Mai, Thailand, 2020, pp. 1-4, doi: 10.1109\/iEECON48109.2020.229517.<\/li>\n<li>Dev. Solar Irradiance Forecasting Using Triple Exponential Smoothing \/ S. Dev, T. AlSkaif, M. Hossari, R. Godina, A. Louwen and W. van Sark \/\/ 2018 International Conference on Smart Energy Systems and Technologies (SEST), Sevilla, 2018, pp. 1-6, doi: 10.1109\/SEST.2018.8495816.<\/li>\n<li>Short-term solar power forecasting using Support Vector Regression and feed-forward \/ A. Fentis, NN L. Bahatti, M.Mestari and B. Chouri \/\/ 2017 15th IEEE International New Circuits and Systems Conference (NEWCAS), Strasbourg, 2017, pp. 405-408, doi: 10.1109\/NEWCAS.2017.8010191.<\/li>\n<li>-C. Hong. Electric load forecasting by support vector model \/\/ Applied Mathematical Modelling, vol. 33, no. 5, P. 2444-2454, 2009.<\/li>\n<li>Qiang. Short-term power load forecasting based on support vector machine and particle swarm optimization \/ S. Qiang., Y. Pu \/\/ Journal of Algorithms &amp; Computational Technology. \u2013 2018. &#8211; Vol. 13. &#8211; P. 1-8,.<\/li>\n<li>Short-term solar power forecasting using Support Vector Regression and feed-forward NN \/ A. Fentis, L. Bahatti, M.Mestari and B. Chouri \/\/ 2017 15th IEEE International New Circuits and Systems Conference (NEWCAS), Strasbourg, 2017, pp. 405-408, doi: 10.1109\/NEWCAS.2017.8010191.<\/li>\n<li>Liao. Research on Short-Term Load Forecasting Using XGBoost Based on Similar Days \/ X. Liao, N. Cao, M. Li and X. Kang \/\/ International Conference on Intelligent Transportation, Big Data &amp; Smart City (ICITBS), Changsha, 2019, p. 675-678.<\/li>\n<li>Alberto Torres-Barr\u00e1n. Regression tree ensembles for wind energy and solar radiation prediction \/ Alberto Torres-Barr\u00e1n, \u00c1lvaro Alonso, Jos\u00e9 R. Dorronsoro \/\/ \u2013 2019. \u2013 Vol. 326\u2013327. \u2013 P.151-160. https:\/\/doi.org\/10.1016\/j.neucom.2017.05.104.<\/li>\n<li>Abbasi R.A. Short Term Load Forecasting Using XGBoost \/ Abbasi R.A., Javaid N., Ghuman M.N.J., Khan Z.A., Ur Rehman S., Amanullah \/\/ Web, Artificial Intelligence and Network Applications. WAINA 2019. Advances in Intelligent Systems and Computing. \u2013 Cham. \u2013 2019. &#8211; Vol 927. https:\/\/doi.org\/10.1007\/978-3-030-15035-8_108.<\/li>\n<li>Long Short-term Memory \/ Hochreiter, Sepp &amp; Schmidhuber \/\/ Neural computation. &#8211; J\u00fcrgen. &#8211; 1997. &#8211; P. 1735-80. 10.1162\/neco.1997.9.8.1735.<\/li>\n<li>Shahzad Muzaffar. Short-Term Load Forecasts Using LSTM Networks \/ Shahzad Muzaffar, Afshin Afshari \/\/ Energy Procedia. \u2013 2019. \u2013 Vol. 158, P. 2922-2927. https:\/\/doi.org\/10.1016\/j.egypro.2019.01.952.<\/li>\n<li>Abdel-Nasser Mohamed. Accurate photovoltaic power forecasting models using deep LSTM-RNN \/ Abdel-Nasser Mohamed ,Mahmoud Karar \/\/ Neural Computing and Applications. \u2013 2019. \u2013 Vol. 31. \u2013 P. 2727-2740. 10.1007\/s00521-017-3225-z.<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"_links":{"self":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts\/7322"}],"collection":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=7322"}],"version-history":[{"count":3,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts\/7322\/revisions"}],"predecessor-version":[{"id":7534,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=\/wp\/v2\/posts\/7322\/revisions\/7534"}],"wp:attachment":[{"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7322"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7322"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/journals.khnu.km.ua\/vestnik\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7322"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}