{"id":23156,"date":"2022-11-24T10:48:48","date_gmt":"2022-11-24T09:48:48","guid":{"rendered":"https:\/\/kinit.sk\/intelligent-energy-flow-control-in-microgrids\/"},"modified":"2022-11-24T10:53:00","modified_gmt":"2022-11-24T09:53:00","slug":"inteligentne-riadenie-toku-energie-v-mikrosieti","status":"publish","type":"post","link":"https:\/\/kinit.sk\/sk\/inteligentne-riadenie-toku-energie-v-mikrosieti\/","title":{"rendered":"Inteligentn\u00e9 riadenie toku energie v mikrosieti"},"content":{"rendered":"<div id=\"\" class=\"element core-heading\">\n<h5 class=\"wp-block-heading\">Umel\u00e1 inteligencia a smart rie\u0161enia sa v s\u00fa\u010dasnosti objavuj\u00fa u\u017e takmer v ka\u017edom odvetv\u00ed \u2013 v\u00fdnimkou nie je ani energetika. V\u00fdskumom v tejto oblasti sa intenz\u00edvne zaober\u00e1me v t\u00edme so zameran\u00edm na d\u00e1tov\u00fa analytiku a zelen\u00fa energiu v Kempelenovom in\u0161tit\u00fate inteligentn\u00fdch technol\u00f3gi\u00ed. Pozit\u00edvne pr\u00ednosy aplik\u00e1cie inteligentn\u00fdch met\u00f3d v energetike ukazujeme na pr\u00edklade inteligentn\u00e9ho riadenia toku energie v miestnej distribu\u010dnej sieti \u2013 mikrosieti, ktor\u00e9 m\u00f4\u017ee pom\u00f4c\u0165 zn\u00ed\u017ei\u0165 z\u00e1vislos\u0165 na pou\u017e\u00edvan\u00ed palivov\u00fdch gener\u00e1torov.<\/h5>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h3 class=\"wp-block-heading\">Obnovite\u013en\u00e9 zdroje energie s\u00fa u\u017e samozrejmos\u0165ou&nbsp;<\/h3>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Roz\u0161irovanie obnovite\u013en\u00fdch zdrojov elektrickej energie v\u00fdrazne napreduje. Pom\u00e1haj\u00fa tomu ni\u017e\u0161ie ceny zariaden\u00ed a tie\u017e \u0161t\u00e1tne dot\u00e1cie. Je be\u017en\u00e9, \u017ee v obciach a mest\u00e1ch s\u00fa u\u017e domy vybaven\u00e9 zariadeniami na v\u00fdrobu elektrickej energie, ak\u00fdmi s\u00fa napr\u00edklad fotovoltick\u00e9 panely. A to nielen v hustej\u0161ie ob\u00fdvan\u00fdch oblastiach, ale tie\u017e na \u0165a\u017e\u0161ie dostupn\u00fdch miestach, kde je komplikovan\u00e9 alebo dokonca nemo\u017en\u00e9 zrealizova\u0165 napojenie na verejn\u00fa elektrick\u00fa sie\u0165.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Ke\u010f\u017ee v\u00fdroba energie z obnovite\u013en\u00fdch zdrojov v\u00fdrazne z\u00e1vis\u00ed od po\u010dasia, \u010dasto s\u00fa tieto zdroje in\u0161talovan\u00e9 spolu s ve\u013ekokapacitn\u00fdmi bat\u00e9riami alebo palivov\u00fdmi gener\u00e1tormi, ktor\u00e9 ich nahr\u00e1dzaj\u00fa v \u010dase nedostato\u010dnej produkcie energie. Palivov\u00e9 gener\u00e1tory, \u017eia\u013e, nie s\u00fa ve\u013emi priate\u013esk\u00e9 k pr\u00edrode \u2013 zne\u010dis\u0165uj\u00fa ovzdu\u0161ie a navy\u0161e s\u00fa hlu\u010dn\u00e9. Ako sa teda d\u00e1 obmedzi\u0165 ich pou\u017e\u00edvanie bez straty komfortu pou\u017e\u00edvania elektrickej energie?&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h3 class=\"wp-block-heading\">Spolo\u010dn\u00e9 vyu\u017e\u00edvanie energie v mikrosie\u0165ach&nbsp;<\/h3>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Popri spolo\u010dnom vyu\u017e\u00edvan\u00ed \u00e1ut, bicyklov \u010di ubytovania, ktor\u00e9 je u\u017e be\u017en\u00e9, sa objavuj\u00fa aj snahy o spolo\u010dn\u00e9 vyu\u017e\u00edvanie strategick\u00fdch komod\u00edt, akou je aj elektrick\u00e1 energia. Umo\u017e\u0148uje to nov\u00fd koncept energetickej siete, kde okrem klasick\u00fdch odberate\u013eov energie pribudli aj \u00fa\u010dastn\u00edci siete, ktor\u00ed energiu nielen odoberaj\u00fa, ale aj produkuj\u00fa. O vyprodukovan\u00fa energiu sa m\u00f4\u017eu deli\u0165 bl\u00edzki odberatelia a producenti.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Prepojenie podobn\u00fdch objektov, ako s\u00fa napr\u00edklad chaty v rekrea\u010dnej oblasti, s cie\u013eom efekt\u00edvnej\u0161ieho spolo\u010dn\u00e9ho vyu\u017e\u00edvania energie z obnovite\u013en\u00fdch zdrojov, m\u00e1 potenci\u00e1l obmedzi\u0165 pou\u017e\u00edvanie palivov\u00fdch gener\u00e1torov v pr\u00edrode. Prepojen\u00edm viacer\u00fdch ch\u00e1t bez pr\u00edstupu na verejn\u00fa elektrick\u00fa sie\u0165 mo\u017eno vytvori\u0165 tzv. mikrosie\u0165 v ostrovnom re\u017eime, ktor\u00e1 predstavuje komunitu \u00fa\u010dastn\u00edkov energetickej siete, schopn\u00fa samostatne hospod\u00e1ri\u0165 s nimi vyrobenou elektrickou energiou.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Mikrosiete mo\u017eno vn\u00edma\u0165 ako stavebn\u00fd kame\u0148 bud\u00facich inteligentn\u00fdch energetick\u00fdch siet\u00ed. Ich hlavn\u00fdmi v\u00fdhodami s\u00fa:&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-list\">\n<ul class=\"wp-block-list\"><li>zv\u00fd\u0161en\u00e1 energetick\u00e1 sebesta\u010dnos\u0165 \u00fa\u010dastn\u00edkov mikrosiete<\/li><li>ekonomick\u00e1 v\u00fdhodnos\u0165 lok\u00e1lne vyrobenej energie<\/li><li>ni\u017e\u0161ia uhl\u00edkov\u00e1 stopa jej v\u00fdroby.&nbsp;<\/li><\/ul>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Mikrosie\u0165 sp\u00e1jaj\u00faca napr\u00edklad viacer\u00fdch majite\u013eov ch\u00e1t im umo\u017e\u0148uje spolo\u010dn\u00e9 vyu\u017e\u00edvanie ich bat\u00e9riov\u00fdch \u00falo\u017e\u00edsk. Inteligentn\u00fdm riaden\u00edm toku elektrickej energie v mikrosieti mo\u017eno elektrick\u00fa energiu vyroben\u00fa z fotovoltick\u00fdch panelov efekt\u00edvne spotrebova\u0165 po\u010das cel\u00e9ho d\u0148a pod\u013ea potrieb obyvate\u013eov ch\u00e1t, aj ke\u010f jej v\u00fdroba je najvy\u0161\u0161ia najm\u00e4 v \u010dase okolo obeda.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h3 class=\"wp-block-heading\">Simul\u00e1cia chatovej oblasti na Orave&nbsp;<\/h3>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Potenci\u00e1l optim\u00e1lneho riadenia toku elektrickej energie v mikrosieti sme overili matematickou simul\u00e1ciou na pr\u00edklade \u00f4smich ch\u00e1t na Orave, ktor\u00e9 s\u00fa vzdialen\u00e9 od obce nieko\u013eko kilometrov a nie s\u00fa napojen\u00e9 na verejn\u00fa sie\u0165. Chaty s\u00fa ob\u00fdvan\u00e9 len nieko\u013eko dn\u00ed do roka a ich obyvatelia pou\u017e\u00edvaj\u00fa elektrinu po\u010das pobytu na svietenie, na nap\u00e1janie r\u00e1dia, chladni\u010dky alebo dlhodobo na nap\u00e1janie alarmu \u010di dia\u013ekovo riaden\u00e9 elektrick\u00e9 k\u00farenie.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-image\">\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" data-src=\"https:\/\/kinit.sk\/wp-content\/uploads\/2022\/11\/offgrid-1024x468.png\" alt=\"\" class=\"wp-image-23148 lazyload\" width=\"512\" height=\"234\" data-srcset=\"https:\/\/kinit.sk\/wp-content\/uploads\/2022\/11\/offgrid-1024x468.png 1024w, https:\/\/kinit.sk\/wp-content\/uploads\/2022\/11\/offgrid-300x137.png 300w, https:\/\/kinit.sk\/wp-content\/uploads\/2022\/11\/offgrid-768x351.png 768w, https:\/\/kinit.sk\/wp-content\/uploads\/2022\/11\/offgrid-1536x702.png 1536w, https:\/\/kinit.sk\/wp-content\/uploads\/2022\/11\/offgrid.png 1860w\" data-sizes=\"(max-width: 512px) 100vw, 512px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 512px; --smush-placeholder-aspect-ratio: 512\/234;\" \/><figcaption><em><em>Ka\u017ed\u00e1 chata v simul\u00e1cii bola modelovan\u00e1 ako spotrebi\u010d s fotovoltick\u00fdmi panelmi, palivov\u00fdm gener\u00e1torom a bat\u00e9riou.<\/em><\/em><\/figcaption><\/figure>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Cie\u013eom simul\u00e1cie bolo dosiahnu\u0165 optim\u00e1lnu distrib\u00faciu elektrickej energie medzi chatami s oh\u013eadom na obsadenos\u0165 ch\u00e1t, dlhodob\u00e9 fungovanie dia\u013ekovo ovl\u00e1dan\u00fdch spotrebi\u010dov a predpove\u010f po\u010dasia. Namiesto sp\u00fa\u0161\u0165ania palivov\u00e9ho gener\u00e1tora simul\u00e1cia uprednost\u0148ovala vyu\u017e\u00edvanie energie z bat\u00e9rie najbli\u017e\u0161ej chaty, ktor\u00e1 ju pr\u00e1ve nepotrebovala a dok\u00e1zala by ju z\u00edska\u0165 z obnovite\u013en\u00fdch zdrojov do \u010fal\u0161ieho pr\u00edchodu jej obyvate\u013eov.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Simul\u00e1ciu sme implementovali v n\u00e1stroji MATLAB Simulink. Na optimaliz\u00e1ciu toku energie sme postupne vyu\u017eili tri r\u00f4zne met\u00f3dy: line\u00e1rne programovanie, line\u00e1rne programovanie s ohrani\u010den\u00edm a optimaliz\u00e1ciu rojom \u010dast\u00edc. V\u0161etky met\u00f3dy optimalizovali toky energie na najbli\u017e\u0161iu hodinu a optimaliz\u00e1cia prebiehala chronologicky v \u010dase.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Prv\u00e1 met\u00f3da brala do \u00favahy iba aktu\u00e1lnu spotrebu obyvate\u013eov ch\u00e1t a v\u00fdrobu fotovoltick\u00fdch panelov. Druh\u00fa met\u00f3du sme doplnili aj o pl\u00e1n pr\u00edtomnosti obyvate\u013eov, na z\u00e1klade ktor\u00e9ho sa vedelo, ktor\u00e9 bat\u00e9rie obyvatelia v bl\u00edzkom \u010dase nevyu\u017e\u00edvali. V tretej met\u00f3de sa zoh\u013eadnili aj meteorologick\u00e9 \u00fadaje, na z\u00e1klade ktor\u00fdch sme z\u00edskali predstavu o bud\u00facej v\u00fdrobe fotovoltick\u00fdch panelov a bud\u00facom stave nabitia bat\u00e9ri\u00ed v jednotliv\u00fdch chat\u00e1ch. Na rozdiel od predch\u00e1dzaj\u00facich dvoch met\u00f3d pri tretej bolo mo\u017en\u00e9 optimalizova\u0165 tok energie vzh\u013eadom na dlh\u0161ie obdobie \u2013 najbli\u017e\u0161\u00edch \u0161es\u0165 hod\u00edn. V\u00fdstupom v\u0161etk\u00fdch met\u00f3d bolo mno\u017estvo energie, ktor\u00e9 potrebovala ka\u017ed\u00e1 chata odobera\u0165 od ostatn\u00fdch ch\u00e1t najbli\u017e\u0161iu hodinu, a pr\u00edznak, \u010di by mal v chate be\u017ea\u0165 palivov\u00fd gener\u00e1tor. V pr\u00edpade druhej a tretej met\u00f3dy aj pr\u00edznak, \u010di bola bat\u00e9ria v danej chate pr\u00edstupn\u00e1 pre ostatn\u00e9 chaty alebo bola rezervovan\u00e1 pre obyvate\u013eov pr\u00edtomn\u00fdch v chate.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>So zrete\u013eom na vyhodnotenie a porovnanie met\u00f3d sme najsk\u00f4r simulovali p\u00f4vodn\u00fd stav bez optimaliz\u00e1cie toku energie a potom sme v\u00fdsledky porovnali s v\u00fdsledkami pre optimalizovan\u00e9 toky. Mikrosie\u0165 sme simulovali na \u0161tvort\u00fd\u017ed\u0148ovom obdob\u00ed. Simul\u00e1cia preuk\u00e1zala, \u017ee ak boli chaty ob\u00fdvan\u00e9 len tri a\u017e sedem dn\u00ed do mesiaca, palivov\u00e9 gener\u00e1tory po optimaliz\u00e1cii neboli v\u00f4bec potrebn\u00e9. Pri simul\u00e1cii s obsadenos\u0165ou \u0161es\u0165 a\u017e dev\u00e4\u0165 dn\u00ed do mesiaca, dok\u00e1zala optimaliz\u00e1cia zredukova\u0165 pou\u017e\u00edvanie palivov\u00fdch gener\u00e1torov na zhruba \u0161tvrtinu \u010dasu ich p\u00f4vodn\u00e9ho vyu\u017e\u00edvania. V pr\u00edpade vyu\u017eitia meteorologick\u00fdch d\u00e1t a inform\u00e1ci\u00ed o obsadenosti ch\u00e1t a pou\u017eitia met\u00f3dy optimaliz\u00e1cie rojom \u010dast\u00edc bola redukcia e\u0161te v\u00fdraznej\u0161ia \u2013 na desatinu p\u00f4vodn\u00e9ho \u010dasu.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>V praxi by v\u00fdsledky optimaliz\u00e1cie do ve\u013ekej miery z\u00e1viseli od kvality vstupn\u00fdch \u00fadajov o pr\u00edtomnosti obyvate\u013eov, ich predpokladanej spotrebe a po\u010das\u00ed, pod\u013ea ktor\u00e9ho sa predpoved\u00e1 v\u00fdroba energie z fotovoltick\u00fdch panelov. V simul\u00e1cii sme uva\u017eovali, \u017ee obyvatelia ozn\u00e1mili svoj pr\u00edchod minim\u00e1lne 12 hod\u00edn dopredu.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-heading\">\n<h3 class=\"wp-block-heading\">Umel\u00e1 inteligencia a strojov\u00e9 u\u010denie v energetike&nbsp;<\/h3>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Aj tento pozit\u00edvny pr\u00edklad n\u00e1s motivuje sk\u00fama\u0165 a vyv\u00edja\u0165 nov\u00e9 inteligentn\u00e9 rie\u0161enia v energetike. Dlhodob\u00e9 zvy\u0161ovanie podielu obnovite\u013en\u00fdch zdrojov energie v elektrickej sieti posil\u0148uje d\u00f4le\u017eitos\u0165 mikro siet\u00ed aj v r\u00e1mci verejnej elektrickej siete.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>Schopnos\u0165 spotrebova\u0165 \u010do najv\u00e4\u010d\u0161ie mno\u017estvo energie lok\u00e1lne tam, kde sa vyrobila, bude pri vy\u0161\u0161om podieli zdrojov obnovite\u013enej energie e\u0161te d\u00f4le\u017eitej\u0161ia, nako\u013eko nespotrebovan\u00e1 nadbyto\u010dn\u00e1 elektrick\u00e1 energia dodan\u00e1 do hlavnej siete m\u00f4\u017ee ma\u0165 negat\u00edvny dosah na jej stabilitu. Z\u00e1rove\u0148 sa vyn\u00e1raj\u00fa nov\u00e9 v\u00fdzvy ako spolo\u010dn\u00e9 vyu\u017e\u00edvanie energie a obchodovanie s \u0148ou medzi jednotliv\u00fdmi \u00fa\u010dastn\u00edkmi mikrosiete alebo aj medzi viacer\u00fdmi mikrosie\u0165ami a hlavnou sie\u0165ou. D\u00f4le\u017eit\u00fa \u00falohu v nasleduj\u00facich rokoch bud\u00fa zohr\u00e1va\u0165 aj nov\u00e9 koncepty \u2013 flexibilita a agreg\u00e1tor flexibility.&nbsp;<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>V KInITe sa venujeme d\u00e1tovej analytike a inteligentn\u00fdm rie\u0161eniam u\u017e nieko\u013eko rokov. M\u00e1me v\u00fdsledky v r\u00f4znorod\u00fdch \u00faloh\u00e1ch s\u00favisiacich s vyu\u017eit\u00edm merania senzormi v energetike, ale aj v smart budov\u00e1ch a mest\u00e1ch. Napr\u00edklad predikcia spotreby elektrickej energie, obsadenosti kancel\u00e1ri\u00ed, v\u00fdroby energie z obnovite\u013en\u00fdch zdrojov, disagreg\u00e1cia spotreby, detekcia anom\u00e1li\u00ed alebo segment\u00e1cia z\u00e1kazn\u00edkov. KInIT spolupracuje s viacer\u00fdmi partnermi z tejto oblasti ako <a href=\"https:\/\/kinit.sk\/project\/zse-ai-for-smart-energy-households\/\">ZSE Energia<\/a>, <a href=\"https:\/\/kinit.sk\/project\/sfera-data-analysis-and-modelling-for-micgrogrid-support\/\">sf\u00e9ra<\/a>, a. s., \u010di <a href=\"https:\/\/kinit.sk\/project\/softec-optimizing-winter-road-maintenance\/\">SOFTEC<\/a>. Viac inform\u00e1ci\u00ed o na\u0161ich spolupr\u00e1cach n\u00e1jdete <a href=\"https:\/\/kinit.sk\/research\/\">tu<\/a>.\u00a0\u00a0<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>\u010eakujeme Ing. Adri\u00e1novi Kubicovi, ktor\u00fd sa v\u00fdrazne podie\u013eal na n\u00e1vrhu rie\u0161enia.<\/p>\n<\/div>\n\n<div id=\"\" class=\"element core-paragraph\">\n<p>\u010cl\u00e1nok vy\u0161iel p\u00f4vodne v okt\u00f3brovom vydan\u00ed \u010dasopisu <a href=\"https:\/\/www.atpjournal.sk\/\" target=\"_blank\" rel=\"noreferrer noopener\">ATP Journal<\/a>, pre\u010d\u00edta\u0165 si m\u00f4\u017eete <a href=\"https:\/\/www.atpjournal.sk\/buxus\/docs\/casopisy_cele\/ATP%20Journal%2010%202022.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">tu<\/a>.<\/p>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Umel\u00e1 inteligencia a smart rie\u0161enia sa v s\u00fa\u010dasnosti objavuj\u00fa u\u017e takmer v ka\u017edom odvetv\u00ed \u2013 v\u00fdnimkou nie je ani energetika. V\u00fdskumom v tejto oblasti sa intenz\u00edvne zaober\u00e1me v t\u00edme so&#8230;<\/p>\n","protected":false},"author":26,"featured_media":23150,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[81,88,349],"tags":[122],"class_list":["post-23156","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-analytics-for-green-energy-sk","category-pop-science-sk","category-2022-sk","tag-green-energy-sk"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Inteligentn\u00e9 riadenie toku energie v mikrosieti - KInIT<\/title>\n<meta name=\"description\" content=\"Pozit\u00edvne pr\u00ednosy aplik\u00e1cie inteligentn\u00fdch met\u00f3d v energetike ukazujeme na pr\u00edklade inteligentn\u00e9ho riadenia toku energie v miestnej distribu\u010dnej sieti \u2013 mikrosieti, ktor\u00e9 m\u00f4\u017ee pom\u00f4c\u0165 zn\u00ed\u017ei\u0165 z\u00e1vislos\u0165 na pou\u017e\u00edvan\u00ed palivov\u00fdch gener\u00e1torov.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/kinit.sk\/sk\/inteligentne-riadenie-toku-energie-v-mikrosieti\/\" \/>\n<meta property=\"og:locale\" content=\"sk_SK\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Inteligentn\u00e9 riadenie toku energie v mikrosieti - 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