{"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\/cs\/blog\/administrirovanie\/roboty-v-data-tsentre-chem-mozhet-byt-polezen-iskusstvennyj-intellekt","title":{"rendered":"Roboti v datov\u00e9m centru: Jak m\u016f\u017ee b\u00fdt um\u011bl\u00e1 inteligence u\u017eite\u010dn\u00e1?","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>V pr\u016fb\u011bhu digit\u00e1ln\u00ed transformace ekonomiky mus\u00ed lidstvo stav\u011bt st\u00e1le v\u00edce datov\u00fdch center. Samotn\u00e1 datov\u00e1 centra se tak\u00e9 mus\u00ed transformovat: ot\u00e1zky jejich odolnosti a energetick\u00e9 \u00fa\u010dinnosti jsou nyn\u00ed d\u016fle\u017eit\u011bj\u0161\u00ed ne\u017e kdy jindy. Tyto objekty spot\u0159ebov\u00e1vaj\u00ed obrovsk\u00e9 mno\u017estv\u00ed elekt\u0159iny a selh\u00e1n\u00ed kritick\u00e9 IT infrastruktury um\u00edst\u011bn\u00e9 v nich stoj\u00ed firmy nemal\u00e9 pen\u00edze. Na pomoc in\u017een\u00fdr\u016fm p\u0159ich\u00e1zej\u00ed technologie um\u011bl\u00e9 inteligence a strojov\u00e9ho u\u010den\u00ed \u2013 v posledn\u00edch letech se \u010d\u00edm d\u00e1l \u010dast\u011bji pou\u017e\u00edvaj\u00ed k vytv\u00e1\u0159en\u00ed dokonalej\u0161\u00edch datov\u00fdch center. Tento p\u0159\u00edstup zvy\u0161uje \u00farove\u0148 p\u0159ipravenosti objekt\u016f, sni\u017euje po\u010det selh\u00e1n\u00ed a sni\u017euje provozn\u00ed n\u00e1klady.<\/p>\n<p>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<h2>Jak to funguje?<\/h2>\n<p><\/p>\n<p>Technologie um\u011bl\u00e9 inteligence a strojov\u00e9ho u\u010den\u00ed se pou\u017e\u00edvaj\u00ed k automatizaci p\u0159ij\u00edm\u00e1n\u00ed opera\u010dn\u00edch rozhodnut\u00ed na z\u00e1klad\u011b dat shrom\u00e1\u017ed\u011bn\u00fdch z r\u016fzn\u00fdch senzor\u016f. Takov\u00e1to \u0159e\u0161en\u00ed se obvykle integruj\u00ed se syst\u00e9my typu DCIM (Data Center Infrastructure Management) a umo\u017e\u0148uj\u00ed p\u0159edpov\u00eddat vznik nehod, stejn\u011b jako optimalizovat \u010dinnost IT vybaven\u00ed, in\u017een\u00fdrsk\u00e9 infrastruktury a dokonce i obslu\u017en\u00e9ho person\u00e1lu. Velmi \u010dasto v\u00fdrobci nab\u00edzej\u00ed majitel\u016fm datov\u00fdch center cloudov\u00e9 slu\u017eby, kter\u00e9 shroma\u017e\u010fuj\u00ed a zpracov\u00e1vaj\u00ed data mnoha klient\u016f. Takov\u00e9 syst\u00e9my shrnuj\u00ed zku\u0161enosti z provozu r\u016fzn\u00fdch datov\u00fdch center, a proto funguj\u00ed l\u00e9pe ne\u017e m\u00edstn\u00ed produkty.<\/p>\n<p><\/p>\n<h2>Spr\u00e1va IT infrastruktury<\/h2>\n<p><\/p>\n<p>Spole\u010dnost HPE propaguje cloudovou slu\u017ebu prediktivn\u00ed anal\u00fdzy <noindex><a rel=\"nofollow\" href=\"https:\/\/www.hpe.com\/ru\/ru\/storage\/infosight.html\">InfoSight<\/a><\/noindex> pro spr\u00e1vu IT infrastruktury postaven\u00e9 na \u00falo\u017en\u00fdch syst\u00e9mech Nimble Storage a HPE 3PAR StoreServ, serverech HPE ProLiant DL\/ML\/BL, rackov\u00fdch syst\u00e9mech HPE Apollo a platform\u011b HPE Synergy. InfoSight analyzuje \u00fadaje z nainstalovan\u00fdch senzor\u016f, zpracov\u00e1v\u00e1 v\u00edce ne\u017e milion ud\u00e1lost\u00ed za sekundu a neust\u00e1le se samo-u\u010d\u00ed. Slu\u017eba nejen odhaluje z\u00e1vady, ale tak\u00e9 p\u0159edpov\u00edd\u00e1 mo\u017en\u00e9 probl\u00e9my s IT infrastrukturou (selh\u00e1n\u00ed za\u0159\u00edzen\u00ed, vy\u010derp\u00e1n\u00ed kapacity \u00falo\u017en\u00fdch syst\u00e9m\u016f, sn\u00ed\u017een\u00ed v\u00fdkonu virtu\u00e1ln\u00edch stroj\u016f atd.) je\u0161t\u011b p\u0159ed jejich vznikem. Pro prediktivn\u00ed anal\u00fdzu je v cloudu nasazen software firmy VoltDB, kter\u00fd vyu\u017e\u00edv\u00e1 autoregresn\u00ed modely p\u0159edpov\u011bdi a pravd\u011bpodobnostn\u00ed metody. Podobn\u00e9 \u0159e\u0161en\u00ed je dostupn\u00e9 i pro hybridn\u00ed \u00falo\u017en\u00e9 syst\u00e9my firmy Tegile Systems: cloudov\u00e1 slu\u017eba IntelliCare Cloud Analytics prov\u00e1d\u00ed monitoring stavu, v\u00fdkonu a vyu\u017eit\u00ed zdroj\u016f za\u0159\u00edzen\u00ed. Technologie um\u011bl\u00e9 inteligence a strojov\u00e9ho u\u010den\u00ed tak\u00e9 vyu\u017e\u00edv\u00e1 Dell EMC ve sv\u00fdch \u0159e\u0161en\u00edch pro vysoce v\u00fdkonn\u00e9 v\u00fdpo\u010dty. Takov\u00fdch p\u0159\u00edklad\u016f je mnoho, t\u00edmto sm\u011brem se nyn\u00ed vyd\u00e1vaj\u00ed prakticky v\u0161ichni p\u0159edn\u00ed v\u00fdrobci v\u00fdpo\u010detn\u00ed techniky a syst\u00e9m\u016f pro ukl\u00e1d\u00e1n\u00ed dat.<\/p>\n<p><\/p>\n<h2>Nap\u00e1jen\u00ed a chlazen\u00ed<\/h2>\n<p><\/p>\n<p>Dal\u0161\u00ed oblast\u00ed pou\u017eit\u00ed AI v datov\u00fdch centrech je spr\u00e1va in\u017een\u00fdrsk\u00e9 infrastruktury, zejm\u00e9na chlazen\u00ed, jeho\u017e pod\u00edl na celkov\u00e9 spot\u0159eb\u011b energie m\u016f\u017ee p\u0159ekro\u010dit 30 %. Jedn\u00edm z prvn\u00edch, kdo p\u0159em\u00fd\u0161lel o chytr\u00e9m chlazen\u00ed, byla spole\u010dnost Google: v roce 2016 ve spolupr\u00e1ci se spole\u010dnost\u00ed DeepMind vyvinuli <noindex><a rel=\"nofollow\" href=\"https:\/\/deepmind.com\/blog\/deepmind-ai-reduces-google-data-centre-cooling-bill-40\/\">syst\u00e9m um\u011bl\u00e9 inteligence<\/a><\/noindex> pro monitorov\u00e1n\u00ed jednotliv\u00fdch komponent datov\u00fdch center, co\u017e umo\u017enilo sn\u00ed\u017eit energetick\u00e9 n\u00e1klady na klimatizaci o 40 %. Zpo\u010d\u00e1tku pouze poskytoval doporu\u010den\u00ed person\u00e1lu, ale pozd\u011bji byl vylep\u0161en a nyn\u00ed m\u016f\u017ee samostatn\u011b \u0159\u00eddit chlazen\u00ed strojoven. Rozvinut\u00e1 v cloudu neuronov\u00e1 s\u00ed\u0165 zpracov\u00e1v\u00e1 data z tis\u00edc\u016f vnit\u0159n\u00edch a venkovn\u00edch senzor\u016f: p\u0159ij\u00edm\u00e1 rozhodnut\u00ed s ohledem na z\u00e1t\u011b\u017e server\u016f, teplotu, stejn\u011b jako rychlost v\u011btru venku a mnoha dal\u0161\u00edch parametr\u016f. Nab\u00edzen\u00e9 pokyny od cloudov\u00e9ho syst\u00e9mu jsou zas\u00edl\u00e1ny do datov\u00e9ho centra, kde jsou je\u0161t\u011b jednou kontrolov\u00e1ny na bezpe\u010dnost m\u00edstn\u00edmi syst\u00e9my, p\u0159i\u010dem\u017e person\u00e1l m\u016f\u017ee v\u017edy automatick\u00fd re\u017eim deaktivovat a za\u010d\u00edt \u0159\u00eddit chlazen\u00ed manu\u00e1ln\u011b. Nlyte Software ve spolupr\u00e1ci s t\u00fdmem IBM Watson vytvo\u0159il <noindex><a rel=\"nofollow\" href=\"https:\/\/www.datacenterknowledge.com\/machine-learning\/ibm-watson-crunch-nlyte-dcim-data-optimize-data-center-operations\">rozhodnut\u00ed<\/a><\/noindex>, kter\u00fd shroma\u017e\u010fuje \u00fadaje o teplot\u011b a vlhkosti, spot\u0159eb\u011b energie a vyt\u00ed\u017een\u00ed IT za\u0159\u00edzen\u00ed. Umo\u017e\u0148uje optimalizovat v\u00fdkon in\u017een\u00fdrsk\u00fdch subsyst\u00e9m\u016f a nevy\u017eaduje p\u0159ipojen\u00ed k cloudov\u00e9 infrastruktu\u0159e v\u00fdrobce \u2014 v p\u0159\u00edpad\u011b pot\u0159eby m\u016f\u017ee b\u00fdt \u0159e\u0161en\u00ed nasazeno p\u0159\u00edmo v datov\u00e9m centru. <\/p>\n<p><\/p>\n<h2>Dal\u0161\u00ed p\u0159\u00edklady<\/h2>\n<p><\/p>\n<p>Inovativn\u00edch chytr\u00fdch \u0159e\u0161en\u00ed pro datov\u00e1 centra je na trhu mnoho a neust\u00e1le p\u0159ib\u00fdvaj\u00ed nov\u00e1. Spole\u010dnost Wave2Wave vytvo\u0159ila robotizovan\u00fd syst\u00e9m p\u0159ep\u00edn\u00e1n\u00ed optick\u00fdch vl\u00e1ken pro automatizovan\u00e9 organizov\u00e1n\u00ed k\u0159\u00ed\u017eov\u00fdch p\u0159ipojen\u00ed v m\u00edstech v\u00fdm\u011bny provozu (Meet Me Room) uvnit\u0159 datov\u00fdch center. Syst\u00e9m vyvinut\u00fd ROOT Data Center a LitBit pou\u017e\u00edv\u00e1 um\u011blou inteligenci pro monitorov\u00e1n\u00ed z\u00e1lo\u017en\u00edch dieselgener\u00e1tor\u016f, zat\u00edmco v Romonet vyvinuli samo\u010dinn\u011b u\u5b66\u4e60j\u00e1k\u00fa \u0159\u00ed\u0161ivo\u8f6f\u4ef6\u7528\u4e8e\u4f18\u5316\u57fa\u7840\u8bbe\u65bd\u3002\u7531Vigilent\u5f00\u53d1\u7684\u89e3\u51b3\u65b9\u6848\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u6765\u9884\u6d4b\u6545\u969c\u5e76\u4f18\u5316\u6570\u636e\u4e2d\u5fc3\u623f\u95f4\u7684\u6e29\u5ea6\u3002 \u5728\u6570\u636e\u4e2d\u5fc3\u5f15\u5165\u4eba\u5de5\u667a\u80fd\u3001\u673a\u5668\u5b66\u4e60\u548c\u5176\u4ed6\u521b\u65b0\u6280\u672f\u4ee5\u5b9e\u73b0\u8fc7\u7a0b\u81ea\u52a8\u5316\u7684\u8fc7\u7a0b\u76f8\u6bd4\u4e4b\u4e0b\u8f83\u65b0\uff0c\u4f46\u5982\u4eca\u8fd9\u662f\u884c\u4e1a\u53d1\u5c55\u7684\u6700\u5177\u524d\u666f\u7684\u65b9\u5411\u4e4b\u4e00\u3002 \u73b0\u4ee3\u6570\u636e\u4e2d\u5fc3\u5df2\u7ecf\u53d8\u5f97\u8fc7\u4e8e\u5e9e\u5927\u548c\u590d\u6742\uff0c\u65e0\u6cd5\u6709\u6548\u5730\u8fdb\u884c\u624b\u52a8\u7ba1\u7406\u3002<\/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 5.0.3 - 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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