{"id":33095,"date":"2019-10-31T21:50:42","date_gmt":"2019-10-31T18:50:42","guid":{"rendered":"https:\/\/prohoster.info\/blog\/roboty-v-data-tsentre-chem-mozhet-byt-polezen-iskusstvennyj-intellekt\/"},"modified":"2019-10-31T21:50:42","modified_gmt":"2019-10-31T18:50:42","slug":"roboty-v-data-tsentre-chem-mozhet-byt-polezen-iskusstvennyj-intellekt","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sk\/blog\/administrirovanie\/roboty-v-data-tsentre-chem-mozhet-byt-polezen-iskusstvennyj-intellekt","title":{"rendered":"Robo\u0165 v d\u00e1tovom centre: ak\u00fa pomoc m\u00f4\u017ee poskytn\u00fa\u0165 umel\u00e1 inteligencia?","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>V procese digit\u00e1lnej transform\u00e1cie ekonomiky \u010del\u00ed \u013eudstvo potrebe stava\u0165 st\u00e1le viac centier na spracovanie d\u00e1t. Samotn\u00e9 centra na spracovanie d\u00e1t sa tie\u017e musia transformova\u0165: ot\u00e1zky ich odolnosti a energetickej \u00fa\u010dinnosti s\u00fa dnes d\u00f4le\u017eitej\u0161ie ako nikdy predt\u00fdm. Tieto zariadenia spotreb\u00favaj\u00fa obrovsk\u00e9 mno\u017estvo elektrickej energie a v\u00fdpadky kriticky d\u00f4le\u017eitej IT infra\u0161trukt\u00fary umiestnenej v nich s\u00fa pre podniky ve\u013emi n\u00e1kladn\u00e9. In\u017einierom prich\u00e1dzaj\u00fa na pomoc technol\u00f3gie umelej inteligencie a strojov\u00e9ho u\u010denia \u2013 v posledn\u00fdch rokoch sa \u010doraz \u010dastej\u0161ie pou\u017e\u00edvaj\u00fa na vytv\u00e1ranie sofistikovanej\u0161\u00edch d\u00e1tov\u00fdch centier. Tak\u00fdto pr\u00edstup zvy\u0161uje \u00farove\u0148 pripravenosti zariaden\u00ed, zni\u017euje po\u010det v\u00fdpadkov a zni\u017euje prev\u00e1dzkov\u00e9 n\u00e1klady.<\/p>\n<p>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<h2>Ako to funguje?<\/h2>\n<p><\/p>\n<p>Technol\u00f3gie umelej inteligencie a strojov\u00e9ho u\u010denia sa pou\u017e\u00edvaj\u00fa na automatiz\u00e1ciu prij\u00edmania operat\u00edvnych rozhodnut\u00ed na z\u00e1klade \u00fadajov zbieran\u00fdch z r\u00f4znych senzorov. Tieto prostriedky sa oby\u010dajne integruj\u00fa so syst\u00e9mami triedy DCIM (Data Center Infrastructure Management) a umo\u017e\u0148uj\u00fa predpoveda\u0165 vznik mimoriadnych situ\u00e1ci\u00ed, ako aj optimalizova\u0165 pr\u00e1cu IT zariaden\u00ed, technickej infra\u0161trukt\u00fary a dokonca aj prev\u00e1dzkov\u00e9ho person\u00e1lu. Ve\u013emi \u010dasto pon\u00fakaj\u00fa v\u00fdrobcovia vlastn\u00edkom d\u00e1tov\u00fdch centier cloudov\u00e9 slu\u017eby, ktor\u00e9 zhroma\u017e\u010fuj\u00fa a spracov\u00e1vaj\u00fa \u00fadaje mnoh\u00fdch z\u00e1kazn\u00edkov. Tak\u00e9to syst\u00e9my zhr\u0148uj\u00fa sk\u00fasenosti z prev\u00e1dzky r\u00f4znych d\u00e1tov\u00fdch centier, a preto funguj\u00fa lep\u0161ie ako lok\u00e1lne produkty.<\/p>\n<p><\/p>\n<h2>Spr\u00e1va IT infra\u0161trukt\u00fary<\/h2>\n<p><\/p>\n<p>Spolo\u010dnos\u0165 HPE propaguje cloudov\u00fa slu\u017ebu predikt\u00edvnej anal\u00fdzy <noindex><a rel=\"nofollow\" href=\"https:\/\/www.hpe.com\/ru\/ru\/storage\/infosight.html\">InfoSight<\/a><\/noindex> pre spr\u00e1vu IT infra\u0161trukt\u00fary postavenej na \u00falo\u017eiskov\u00fdch syst\u00e9moch Nimble Storage a HPE 3PAR StoreServ, serveroch HPE ProLiant DL\/ML\/BL, stojanov\u00fdch syst\u00e9moch HPE Apollo a platforme HPE Synergy. InfoSight analyzuje \u00fadaje z nain\u0161talovan\u00fdch senzorov v zariadeniach, spracov\u00e1vaj\u00fac viac ako mili\u00f3n udalost\u00ed za sekundu a neust\u00e1le sa samoedukuj\u00fac. Slu\u017eba nielen odha\u013euje poruchy, ale aj predpoved\u00e1 mo\u017en\u00e9 probl\u00e9my s IT infra\u0161trukt\u00farou (zlyhania zariaden\u00ed, vy\u010derpanie kapacity \u00falo\u017en\u00e9ho syst\u00e9mu, pokles v\u00fdkonu virtu\u00e1lnych strojov at\u010f.) e\u0161te pred ich vznikom. Pre predikt\u00edvnu anal\u00fdzu v cloude je uveden\u00fd softv\u00e9r spolo\u010dnosti VoltDB, ktor\u00fd pou\u017e\u00edva autoregresn\u00e9 modely predpovedania a pravdepodobnostn\u00e9 met\u00f3dy. Tak\u00e9to rie\u0161enie je dostupn\u00e9 aj pre hybridn\u00e9 \u00falo\u017en\u00e9 syst\u00e9my spolo\u010dnosti Tegile Systems: cloudov\u00e1 slu\u017eba IntelliCare Cloud Analytics monitoruje stav, v\u00fdkon a vyu\u017eitie zdrojov zariaden\u00ed. Technol\u00f3gie umelej inteligencie a strojov\u00e9ho u\u010denia vyu\u017e\u00edva aj Dell EMC vo svojich rie\u0161eniach pre vysokov\u00fdkonn\u00e9 v\u00fdpo\u010dty. Tak\u00fdchto pr\u00edkladov je mnoho, touto cestou teraz id\u00fa prakticky v\u0161etci popredn\u00ed v\u00fdrobcovia v\u00fdpo\u010dtovej techniky a \u00falo\u017en\u00fdch syst\u00e9mov.<\/p>\n<p><\/p>\n<h2>Nap\u00e1janie a chladenie<\/h2>\n<p><\/p>\n<p>In\u00e1 oblas\u0165 vyu\u017eitia AI v d\u00e1tov\u00fdch centr\u00e1ch je spojen\u00e1 s riaden\u00edm in\u017einierskej infra\u0161trukt\u00fary a predov\u0161etk\u00fdm s chladen\u00edm, ktor\u00e9ho podiel na celkovej spotrebe energie objektu m\u00f4\u017ee presiahnu\u0165 30 %. Jednou z prv\u00fdch, ktor\u00e1 za\u010dala uva\u017eova\u0165 o inteligentnom chladen\u00ed, bola korpor\u00e1cia Google: v roku 2016 spolu s firmou DeepMind vyvinula <noindex><a rel=\"nofollow\" href=\"https:\/\/deepmind.com\/blog\/deepmind-ai-reduces-google-data-centre-cooling-bill-40\/\">syst\u00e9m umelej inteligencie<\/a><\/noindex> na monitorovanie jednotliv\u00fdch komponentov d\u00e1tov\u00fdch centier, \u010do umo\u017enilo zn\u00ed\u017ei\u0165 energetick\u00e9 n\u00e1klady na chladenie o 40 %. P\u00f4vodne len poskytovala tipy person\u00e1lu, no nesk\u00f4r bola vylep\u0161en\u00e1 a teraz m\u00f4\u017ee samostatne riadi\u0165 chladenie strojov\u00fdch s\u00e1loch. Roz\u0161\u00edren\u00e1 v cloude neur\u00f3nov\u00e1 sie\u0165 spracov\u00e1va \u00fadaje z tis\u00edcov vn\u00fatorn\u00fdch a vonkaj\u0161\u00edch sn\u00edma\u010dov: prij\u00edma rozhodnutia na z\u00e1klade z\u00e1\u0165a\u017ee serverov, teploty, ako aj r\u00fdchlosti vetra vonku a mnoh\u00fdch \u010fal\u0161\u00edch parametrov. Pokyny navrhnut\u00e9 cloudov\u00fdm syst\u00e9mom s\u00fa zasielan\u00e9 do d\u00e1tov\u00e9ho centra a tam s\u00fa e\u0161te raz kontrolovan\u00e9 na bezpe\u010dnos\u0165 miestnymi syst\u00e9mami, pri\u010dom person\u00e1l m\u00e1 v\u017edy mo\u017enos\u0165 vypn\u00fa\u0165 automatick\u00fd re\u017eim a za\u010da\u0165 chladenie riadi\u0165 manu\u00e1lne. Nlyte Software v spolupr\u00e1ci s t\u00edmom IBM Watson vytvorila <noindex><a rel=\"nofollow\" href=\"https:\/\/www.datacenterknowledge.com\/machine-learning\/ibm-watson-crunch-nlyte-dcim-data-optimize-data-center-operations\">rie\u0161enia.<\/a><\/noindex>, ktor\u00e9 zhroma\u017e\u010fuje \u00fadaje o teplote a vlhkosti, energetickej spotrebe a vy\u0165a\u017eenosti IT zariaden\u00ed. Umo\u017e\u0148uje optimalizova\u0165 pr\u00e1cu in\u017einierskych subsyst\u00e9mov a nevy\u017eaduje pripojenie k cloudovej infra\u0161trukt\u00fare v\u00fdrobcu \u2014 ak je to potrebn\u00e9, rie\u0161enie m\u00f4\u017ee by\u0165 nasaden\u00e9 priamo v d\u00e1tovom centre. <\/p>\n<p><\/p>\n<h2>In\u00e9 pr\u00edklady<\/h2>\n<p><\/p>\n<p>Inovat\u00edvnych inteligentn\u00fdch rie\u0161en\u00ed pre d\u00e1tov\u00e9 centr\u00e1 je na trhu ve\u013ea a neust\u00e1le prich\u00e1dzaj\u00fa nov\u00e9. Spolo\u010dnos\u0165 Wave2Wave vytvorila robotizovan\u00fd syst\u00e9m prep\u00ednania optick\u00fdch vl\u00e1kien pre automatizovan\u00fa organiz\u00e1ciu kr\u00ed\u017eov\u00fdch pripojen\u00ed v uzloch v\u00fdmeny toku (Meet Me Room) v r\u00e1mci d\u00e1tov\u00e9ho centra. Syst\u00e9m vyvinut\u00fd ROOT Data Center a LitBit vyu\u017e\u00edva AI na monitorovanie z\u00e1lo\u017en\u00fdch DGUs a v Romonet vytvorili samou\u010debn\u00e9 softv\u00e9rov\u00e9 rie\u0161enie na optimaliz\u00e1ciu infra\u0161trukt\u00fary. Rie\u0161enia vyvinut\u00e9 spolo\u010dnos\u0165ou Vigilent pou\u017e\u00edvaj\u00fa strojov\u00e9 u\u010denie na predpovedanie por\u00fach a optimaliz\u00e1ciu teplotn\u00fdch podmienok v priestoroch d\u00e1tov\u00e9ho centra. Zav\u00e1dzanie umelej inteligencie, strojov\u00e9ho u\u010denia a \u010fal\u0161\u00edch inovat\u00edvnych technol\u00f3gi\u00ed do d\u00e1tov\u00fdch centier sa za\u010dalo relat\u00edvne ned\u00e1vno, ale dnes je to jedn\u00fdm z najperspekt\u00edvnej\u0161\u00edch smerov rozvoja odvetvia. Modern\u00e9 d\u00e1tov\u00e9 centr\u00e1 sa stali pr\u00edli\u0161 ve\u013ek\u00fdmi a komplexn\u00fdmi na to, aby sa dal efekt\u00edvne riadi\u0165 manu\u00e1lne.<\/p>\n<p>Zdroj: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/habr.com\/ru\/company\/delta\/blog\/450738\/\">habr.com<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0412 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0435 \u0446\u0438\u0444\u0440\u043e\u0432\u043e\u0439 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u0442\u0432\u0443 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0432\u0441\u0435 \u0431\u043e\u043b\u044c\u0448\u0435 \u0446\u0435\u043d\u0442\u0440\u043e\u0432 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445. \u0421\u0430\u043c\u0438 \u0426\u041e\u0414\u044b \u0442\u043e\u0436\u0435 \u0434\u043e\u043b\u0436\u043d\u044b \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0438\u0440\u043e\u0432\u0430\u0442\u044c\u0441\u044f: \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0438\u0445 \u043e\u0442\u043a\u0430\u0437\u043e\u0443\u0441\u0442\u043e\u0439\u0447\u0438\u0432\u043e\u0441\u0442\u0438 \u0438 \u044d\u043d\u0435\u0440\u0433\u043e\u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438 \u0441\u0435\u0439\u0447\u0430\u0441 \u0432\u0430\u0436\u043d\u044b \u043a\u0430\u043a \u043d\u0438\u043a\u043e\u0433\u0434\u0430. \u041e\u0431\u044a\u0435\u043a\u0442\u044b \u043f\u043e\u0442\u0440\u0435\u0431\u043b\u044f\u044e\u0442 \u043e\u0433\u0440\u043e\u043c\u043d\u043e\u0435 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u044d\u043b\u0435\u043a\u0442\u0440\u043e\u044d\u043d\u0435\u0440\u0433\u0438\u0438, \u0430 \u043e\u0442\u043a\u0430\u0437\u044b \u0440\u0430\u0437\u043c\u0435\u0449\u0435\u043d\u043d\u043e\u0439 \u0432 \u043d\u0438\u0445 \u043a\u0440\u0438\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0432\u0430\u0436\u043d\u043e\u0439 \u0418\u0422-\u0438\u043d\u0444\u0440\u0430\u0441\u0442\u0440\u0443\u043a\u0442\u0443\u0440\u044b \u043e\u0431\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0431\u0438\u0437\u043d\u0435\u0441\u0443 \u043d\u0435\u0434\u0435\u0448\u0435\u0432\u043e. \u041d\u0430 \u043f\u043e\u043c\u043e\u0449\u044c \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u0430\u043c \u043f\u0440\u0438\u0445\u043e\u0434\u044f\u0442 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430 \u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u2014 \u0432 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[688],"tags":[],"class_list":["post-33095","post","type-post","status-publish","format-standard","hentry","category-administrirovanie"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.4 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u0412 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0435 \u0446\u0438\u0444\u0440\u043e\u0432\u043e\u0439 \u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u043a\u0438 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u0442\u0432\u0443 \u043f\u0440\u0438\u0445\u043e\u0434\u0438\u0442\u0441\u044f \u0441\u0442\u0440\u043e\u0438\u0442\u044c \u0432\u0441\u0435 \u0431\u043e\u043b\u044c\u0448\u0435 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