{"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\/ro\/blog\/administrirovanie\/roboty-v-data-tsentre-chem-mozhet-byt-polezen-iskusstvennyj-intellekt","title":{"rendered":"Robots in the data center: how can artificial intelligence be useful?","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>\u00cen cadrul transform\u0103rii digitale a economiei, umanitatea trebuie s\u0103 construiasc\u0103 din ce \u00een ce mai multe centre de date. Acestea trebuie, de asemenea, s\u0103 se transforme: problemele legate de rezilien\u021ba \u0219i eficien\u021ba energetic\u0103 a acestora sunt acum mai importante ca niciodat\u0103. Obiectele consum\u0103 o cantitate enorm\u0103 de energie electric\u0103, iar defec\u021biunile infrastructurii IT critice g\u0103zduite \u00een acestea cost\u0103 afacerea foarte mult. Inginerii sunt ajuta\u021bi de tehnologiile inteligen\u021bei artificiale \u0219i \u00eenv\u0103\u021b\u0103rii automate \u2014 \u00een ultimii ani, acestea sunt folosite tot mai frecvent pentru a crea centre de date mai performante. Aceast\u0103 abordare cre\u0219te nivelul de preg\u0103tire al obiectelor, reduce num\u0103rul de defec\u021biuni \u0219i scade costurile opera\u021bionale.<\/p>\n<p>\n<noindex><a rel=\"nofollow\" name=\"habracut\"><\/a><\/noindex><\/p>\n<h2>Cum func\u021bioneaz\u0103?<\/h2>\n<p><\/p>\n<p>Tehnologiile inteligen\u021bei artificiale \u0219i \u00eenv\u0103\u021b\u0103rii automate sunt utilizate pentru automatizarea procesului decizional opera\u021bional pe baza datelor colectate din diferite senzori. De obicei, aceste instrumente sunt integrate cu sisteme de tip DCIM (Managementul Infrastructurii Centrului de Date) \u0219i permit prognozarea apari\u021biei situa\u021biilor neprev\u0103zute, precum \u0219i optimizarea func\u021bion\u0103rii echipamentului IT, infrastructurii ingineresti \u0219i chiar a personalului de \u00eentre\u021binere. Foarte des, produc\u0103torii ofer\u0103 proprietarilor de centre de date servicii cloud care acumuleaz\u0103 \u0219i proceseaz\u0103 date de la mul\u021bi clien\u021bi. Aceste sisteme sintetizeaz\u0103 experien\u021ba operativ\u0103 a diferitelor centre de date, astfel \u00eenc\u00e2t func\u021bioneaz\u0103 mai bine dec\u00e2t produsele locale.<\/p>\n<p><\/p>\n<h2>Managementul infrastructurii IT<\/h2>\n<p><\/p>\n<p>Compania HPE promoveaz\u0103 un serviciu cloud de analiz\u0103 predictiv\u0103 <noindex><a rel=\"nofollow\" href=\"https:\/\/www.hpe.com\/ru\/ru\/storage\/infosight.html\">InfoSight<\/a><\/noindex> pentru gestionarea infrastructurii IT construit\u0103 pe sistemele de stocare Nimble Storage \u0219i HPE 3PAR StoreServ, serverele HPE ProLiant DL\/ML\/BL, sistemele de rack HPE Apollo \u0219i platforma HPE Synergy. InfoSight analizeaz\u0103 citirile senzorilor instala\u021bi \u00een echipamente, proces\u00e2nd peste un milion de evenimente pe secund\u0103 \u0219i \u00eenv\u0103\u021b\u00e2nd constant. Serviciul nu doar c\u0103 identific\u0103 defec\u021biunile, ci \u0219i preveste\u0219te posibile probleme cu infrastructura IT (defec\u021biuni de echipamente, epuizarea capacit\u0103\u021bii S\u1ee8D, sc\u0103derea performan\u021bei ma\u0219inilor virtuale etc.) \u00eenainte de apari\u021bia acestora. Pentru analiza predictiv\u0103 \u00een cloud este implementat software-ul companiei VoltDB, care utilizeaz\u0103 modele autoregresive de prognoz\u0103 \u0219i metode probabilistice. O solu\u021bie similar\u0103 este disponibil\u0103 \u0219i pentru sistemele hibride de stocare a datelor ale companiei Tegile Systems: serviciul cloud IntelliCare Cloud Analytics monitorizeaz\u0103 starea, performan\u021ba \u0219i utilizarea resurselor dispozitivelor. Tehnologiile inteligen\u021bei artificiale \u0219i \u00eenv\u0103\u021b\u0103rii automate sunt utilizate de asemenea de Dell EMC \u00een solu\u021biile sale pentru calculatoare de \u00eenalt\u0103 performan\u021b\u0103. Exemple similare sunt numeroase, iar acest drum este urmat acum de aproape toate companiile de v\u00e2rf din domeniul echipamentelor de calcul \u0219i sistemelor de stocare a datelor.<\/p>\n<p><\/p>\n<h2>Alimentare electric\u0103 \u0219i r\u0103cire<\/h2>\n<p><\/p>\n<p>O alt\u0103 aplica\u021bie a inteligen\u021bei artificiale \u00een centrele de date este legat\u0103 de gestionarea infrastructurii ingineresti, \u00een special a r\u0103cirii, care poate reprezenta mai mult de 30% din consumul total de energie al obiectivului. Una dintre primele preocup\u0103ri legate de r\u0103cirea inteligent\u0103 a fost la corpora\u021bia Google: \u00een 2016, \u00eempreun\u0103 cu compania DeepMind, a dezvoltat <noindex><a rel=\"nofollow\" href=\"https:\/\/deepmind.com\/blog\/deepmind-ai-reduces-google-data-centre-cooling-bill-40\/\">un sistem de inteligen\u021b\u0103 artificial\u0103<\/a><\/noindex> pentru monitorizarea componentelor individuale ale centrului de date, ceea ce a redus consumul de energie pentru condi\u021bionare cu 40%. La \u00eenceput, oferea doar sugestii personalului, dar ulterior a fost \u00eembun\u0103t\u0103\u021bit\u0103 \u0219i acum poate gestiona singur\u0103 r\u0103cirea s\u0103lilor de servere. O re\u021bea neural\u0103 desf\u0103\u0219urat\u0103 \u00een cloud proceseaz\u0103 datele de la mii de senzori interni \u0219i externi: ia decizii av\u00e2nd \u00een vedere \u00eenc\u0103rcarea pe servere, temperatura, precum \u0219i viteza v\u00e2ntului de afar\u0103 \u0219i o multitudine de al\u021bi parametrii. Instruc\u021biunile oferite de sistemul cloud sunt trimise \u00een centrul de date \u0219i acolo sunt verificate din nou pentru siguran\u021b\u0103 de sistemele locale, \u00een timp ce personalul poate oric\u00e2nd s\u0103 dezactiveze modul automat \u0219i s\u0103 gestioneze r\u0103cirea manual. Nlyte Software, \u00eempreun\u0103 cu echipa IBM Watson, a creat <noindex><a rel=\"nofollow\" href=\"https:\/\/www.datacenterknowledge.com\/machine-learning\/ibm-watson-crunch-nlyte-dcim-data-optimize-data-center-operations\">solu\u021bie<\/a><\/noindex>, care colecteaz\u0103 date despre temperatur\u0103 \u0219i umiditate, consumul de energie \u0219i \u00eenc\u0103rc\u0103tura echipamentelor IT. Acesta permite optimizarea func\u021bion\u0103rii subsistemelor ingineresti \u0219i nu necesit\u0103 conectare la infrastructura cloud a produc\u0103torului \u2014 \u00een cazul \u00een care este necesar, solu\u021bia poate fi desf\u0103\u0219urat\u0103 direct \u00een centrul de date. <\/p>\n<p><\/p>\n<h2>Alte exemple<\/h2>\n<p><\/p>\n<p>Exist\u0103 foarte multe solu\u021bii inteligente inovatoare pentru centrele de date pe pia\u021b\u0103 \u0219i apar constant altele noi. Compania Wave2Wave a creat un sistem robotic de comutare a fibrelor optice pentru organizarea automatizat\u0103 a conexiunilor intermediare \u00een nodurile de schimb de trafic (Meet Me Room) din interiorul centrului de date. Sistemul dezvoltat de ROOT Data Center \u0219i LitBit utilizeaz\u0103 AI pentru monitorizarea generatoarelor de rezerv\u0103, iar la Romonet au creat o solu\u021bie software auto-\u00eenv\u0103\u021bat\u0103 pentru optimizarea infrastructurii. Solu\u021biile dezvoltate de Vigilent utilizaz\u0103 \u00eenv\u0103\u021barea automat\u0103 pentru a prezice defec\u021biunile \u0219i a optimiza temperatura \u00een \u00eenc\u0103perile centrului de date. Implementarea inteligen\u021bei artificiale, a \u00eenv\u0103\u021b\u0103rii automate \u0219i a altor tehnologii inovatoare pentru automatizarea proceselor \u00een centrele de date a \u00eenceput relativ recent, dar ast\u0103zi este una dintre cele mai promi\u021b\u0103toare direc\u021bii de dezvoltare a industriei. Centrele de date moderne au devenit prea mari \u0219i complexe pentru a fi gestionate eficient manual.<\/p>\n<p>Sursa: <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 5.0.2.1 - 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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