M\u0259lumat m\u00fcxt\u0259lif formalarda \u0259l\u0259 ke\u00e7irilib v\u0259 \u0259srl\u0259r boyu prosesl\u0259rin vacib hiss\u0259si olub \u2013 sad\u0259 hesablama markerl\u0259ri v\u0259 qeydl\u0259rd\u0259n m\u00fcr\u0259kk\u0259b c\u0259dv\u0259ll\u0259r\u0259 v\u0259 bulud yadda\u015f\u0131na q\u0259d\u0259r. Bu g\u00fcn yarad\u0131lan v\u0259 saxlan\u0131lan m\u00fcr\u0259kk\u0259b veril\u0259nl\u0259rin v\u0259 ya b\u00f6y\u00fck veril\u0259nl\u0259rin miqdar\u0131 v\u0259 h\u0259cmi heyr\u0259tamizdir v\u0259 h\u0259r g\u00fcn t\u0259xmin\u0259n 2,5 milyard giqabayt yarad\u0131l\u0131r.<\/p>\n
\u0130stehsalda, haz\u0131rda \u0259m\u0259liyyat sisteml\u0259rin\u0259 inteqrasiya olunmu\u015f s\u00fcni intellekt (AI), ma\u015f\u0131n \u00f6yr\u0259nm\u0259si (ML) v\u0259 \u018f\u015fyalar\u0131n \u0130nterneti (IoT) cihazlar\u0131 kimi daha a\u011f\u0131ll\u0131 v\u0259 bir-biri il\u0259 \u0259laq\u0259li texnologiyalarla yarad\u0131lan v\u0259 paylanan m\u0259lumatlar\u0131n h\u0259cmi s\u00fcr\u0259tl\u0259 art\u0131r.<\/p>\n
Bununla bel\u0259, b\u00f6y\u00fck m\u0259lumatlar\u0131n istifad\u0259si v\u0259 t\u0259hlili il\u0259 ba\u011fl\u0131 bilikl\u0259r\u0259 yiy\u0259l\u0259nm\u0259d\u0259n m\u0259lumatlar sad\u0259c\u0259 r\u0259q\u0259ml\u0259r\u0259 q\u0259d\u0259r azalacaq.<\/p>\n
Bu a\u011f\u0131ll\u0131 istehsal texnologiyalar\u0131n\u0131n istifad\u0259si v\u0259 \u0259n\u0259n\u0259vi m\u0259lumat d\u0259stl\u0259rinin idar\u0259 edilm\u0259si aras\u0131nda istehsal\u00e7\u0131lar daha \u00e7ox m\u0259lumat n\u00f6qt\u0259sin\u0259 malikdirl\u0259r. ma\u011faza m\u0259rt\u0259b\u0259si<\/a> \u0259vv\u0259lkind\u0259n daha \u00e7ox. Onlar \u00fc\u00e7\u00fcn texnologiya s\u0259rmay\u0259l\u0259rind\u0259n daha \u00e7ox g\u0259lir \u0259ld\u0259 etm\u0259k m\u00fck\u0259mm\u0259l analitik modell\u0259rin m\u00f6vcudlu\u011funa g\u0259tirib \u00e7\u0131xaracaq, \u00e7\u00fcnki bu, optimal biznes n\u0259tic\u0259l\u0259ri \u00fc\u00e7\u00fcn d\u00fczg\u00fcn q\u0259rarlar q\u0259bul etm\u0259k \u00fc\u00e7\u00fcn m\u0259lumatlar\u0131 m\u00fc\u0259yy\u0259nl\u0259\u015fdirm\u0259y\u0259, \u00f6yr\u0259nm\u0259y\u0259 v\u0259 onlardan maddi n\u0259tic\u0259l\u0259r \u00e7\u0131xarma\u011fa imkan ver\u0259c\u0259k. D\u00fczg\u00fcn analitik r\u0131\u00e7aqlardan istifad\u0259 etm\u0259kl\u0259 he\u00e7 bir m\u0259lumat masada qalm\u0131r.<\/p>\n M\u00fcasir istehsal \u0259traf\u0131nda m\u00fczakir\u0259l\u0259r tez-tez miqyasda \u0259m\u0259liyyat s\u0259m\u0259r\u0259liliyini t\u0259min etm\u0259k \u00fc\u00e7\u00fcn prosesl\u0259ri avtomatla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn n\u0259z\u0259rd\u0259 tutulmu\u015f texnologiyalar \u0259traf\u0131nda f\u0131rlan\u0131r. G\u0259lm\u0259si il\u0259 S\u0259naye 4.0<\/a>, biz bu texnologiyan\u0131n t\u0259tbiqi s\u00fcr\u0259tinin artd\u0131\u011f\u0131n\u0131n \u015fahidi oluruq v\u0259 r\u0259q\u0259msal transformasiya s\u00fcr\u0259ti COVID-19 pandemiyas\u0131 r\u0259q\u0259msalla\u015fman\u0131 daha y\u00fcks\u0259k s\u0259viyy\u0259y\u0259 qald\u0131rd\u0131qdan sonra daha da s\u00fcr\u0259tl\u0259ndi.<\/p>\n \u0130ndi bir \u00e7ox m\u00fc\u0259ssis\u0259l\u0259r a\u011f\u0131ll\u0131 al\u0259tl\u0259r v\u0259 h\u0259ll\u0259rin k\u00f6m\u0259yi il\u0259 daha y\u00fcks\u0259k s\u0259m\u0259r\u0259lilik \u0259ld\u0259 etm\u0259k \u00fc\u00e7\u00fcn s\u0259y g\u00f6st\u0259rirl\u0259r. Bununla bel\u0259, s\u0259m\u0259r\u0259li v\u0259 a\u011f\u0131ll\u0131 aras\u0131nda f\u0259rq qoymaq \u00e7ox vacibdir.<\/p>\n M\u0259s\u0259l\u0259n, g\u00fccl\u00fc IoT sensorlar\u0131 istehsal obyektl\u0259rind\u0259 zibil qutular\u0131n\u0131n yerini v\u0259 m\u0259zmununu virtual olaraq izl\u0259m\u0259k v\u0259 t\u0259l\u0259b \u0259sas\u0131nda ehtiyat\u0131n doldurulmas\u0131n\u0131 avtomatla\u015fd\u0131rmaq kimi real vaxt rejimind\u0259 istehsal aktivl\u0259rin\u0259 n\u0259zar\u0259t etm\u0259k v\u0259 qeyd etm\u0259k imkan\u0131 verm\u0259kl\u0259 prosesin s\u0259m\u0259r\u0259liliyini art\u0131r\u0131b.<\/p>\n Bununla bel\u0259, g\u00fccl\u00fc analitikadan istifad\u0259 optimalla\u015fd\u0131rman\u0131 asanla\u015fd\u0131ran daha y\u00fcks\u0259k z\u0259ka s\u0259viyy\u0259sini t\u0259qdim edir. M\u0259lumat analitikas\u0131 istehsal\u00e7\u0131ya \u0259lav\u0259 s\u0259m\u0259r\u0259lilik v\u0259 x\u0259rcl\u0259rin azald\u0131lmas\u0131 sah\u0259l\u0259rini m\u00fc\u0259yy\u0259n etm\u0259y\u0259 imkan verir \u2013 ist\u0259r istehsal x\u0259ttinin ard\u0131c\u0131ll\u0131\u011f\u0131n\u0131 yenid\u0259n t\u0259\u015fkil etm\u0259kl\u0259, ist\u0259rs\u0259 d\u0259 h\u0259min qutunun hiss\u0259l\u0259rini istifad\u0259 ed\u0259r\u0259k m\u0259hsulu yenid\u0259n konfiqurasiya etm\u0259kl\u0259 v\u0259 ya daha q\u0259na\u0259tcil komponentl\u0259r t\u0259klif etm\u0259kl\u0259.<\/p>\n M\u0259lumat analitikas\u0131 say\u0259sind\u0259 istehsal\u00e7\u0131lar indi davaml\u0131 t\u0259kmill\u0259\u015fdirm\u0259 v\u0259 prosesin optimalla\u015fd\u0131r\u0131lmas\u0131 h\u0259d\u0259fl\u0259rin\u0259 bir add\u0131m yax\u0131nla\u015fa bil\u0259r ki, bu da bunu a\u011f\u0131ll\u0131 fabrikl\u0259rin dig\u0259r \u0259sas x\u00fcsusiyy\u0259tin\u0259 \u00e7evirir. Buna g\u00f6r\u0259 d\u0259, istehsal \u015firk\u0259tl\u0259ri \u00fc\u00e7\u00fcn m\u00f6vcud prosesl\u0259ri t\u0259kmill\u0259\u015fdir\u0259rk\u0259n bo\u015fluqlar\u0131 m\u00fc\u0259yy\u0259n etm\u0259y\u0259 v\u0259 d\u00fcz\u0259ltm\u0259y\u0259 k\u00f6m\u0259k etm\u0259k \u00fc\u00e7\u00fcn \u0259m\u0259liyyatlar\u0131na daha bir k\u0259\u015ffiyyat qat\u0131 \u0259lav\u0259 ed\u0259r\u0259k, m\u0259lumatlardan s\u0259m\u0259r\u0259li istifad\u0259 etm\u0259l\u0259ri \u00e7ox vacibdir. B\u0259zil\u0259ri \u00fc\u00e7\u00fcn \u00e7\u0259tin olsa da, buna m\u00fcqayis\u0259 \u00e7\u0259r\u00e7iv\u0259l\u0259ri v\u0259 al\u0259tl\u0259r t\u0259tbiq etm\u0259kl\u0259 nail olmaq olar. A\u011f\u0131ll\u0131 S\u0259naye Haz\u0131rl\u0131q \u0130ndeksi (SIRI)<\/a> bel\u0259likl\u0259, \u015firk\u0259tl\u0259r r\u0259q\u0259msal transformasiyan\u0131 idar\u0259 ed\u0259 v\u0259 miqyas\u0131n\u0131 geni\u015fl\u0259ndir\u0259 v\u0259 \u0259m\u0259liyyatlar\u0131n\u0131 v\u0259 prosesl\u0259rini daha da t\u0259kmill\u0259\u015fdir\u0259 bil\u0259r.<\/p>\n \u0130stehsalat ill\u0259r \u0259rzind\u0259 \u00f6z \u0259dal\u0259tli d\u0259yi\u015fm\u0259 pay\u0131n\u0131 g\u00f6rd\u00fc v\u0259 h\u0259r yeni pozulma dal\u011fas\u0131 il\u0259 \u0259h\u0259miyy\u0259tli d\u0259r\u0259c\u0259d\u0259 inki\u015faf etdi. Yeni texnologiyalara x\u00fcsusi \u0259sasda s\u0259rmay\u0259 qoymaqdan, s\u0131f\u0131rdan tam r\u0259q\u0259msal transformasiya plan\u0131 il\u0259 a\u011f\u0131ll\u0131 fabrikl\u0259rin tikintisin\u0259 ke\u00e7id art\u0131q davam edir. Ancaq uzaqg\u00f6r\u0259n s\u0259naye liderl\u0259ri bundan sonra n\u0259 oldu\u011funu v\u0259 oraya \u00e7atmaq \u00fc\u00e7\u00fcn laz\u0131m olan add\u0131mlar\u0131 bilm\u0259k ist\u0259yirl\u0259r.<\/p>\n G\u0259l\u0259c\u0259yin m\u00fcasir fabrikl\u0259ri t\u0259r\u0259find\u0259n daha \u00e7ox m\u0259lumat istifad\u0259 edildikd\u0259 v\u0259 t\u0259hlil olunduqca, bu fabrikl\u0259r d\u0259 kontekstl\u0259ri nec\u0259 qiym\u0259tl\u0259ndirm\u0259yi, m\u0259hdudiyy\u0259tl\u0259r\u0259 uy\u011funla\u015fma\u011f\u0131 v\u0259 t\u0259\u015fkilat t\u0259r\u0259find\u0259n \u0259vv\u0259lc\u0259d\u0259n m\u00fc\u0259yy\u0259n edilmi\u015f n\u0259tic\u0259l\u0259r\u0259 \u0259n yax\u0131ndan uy\u011fun g\u0259l\u0259n t\u0259dbirl\u0259r g\u00f6rm\u0259yi \u00f6yr\u0259nm\u0259y\u0259 ba\u015flay\u0131rlar - he\u00e7 bir insan m\u00fcdaxil\u0259si olmadan.<\/p>\n Zamanla m\u0259lumat analitikas\u0131n\u0131n v\u0259 avtomatla\u015fd\u0131rman\u0131n g\u00fcc\u00fc g\u0259l\u0259c\u0259k n\u0259sil a\u011f\u0131ll\u0131 fabrikl\u0259ri g\u00fccl\u0259ndir\u0259 bil\u0259r ki, bu da ilkin S\u0259naye 4.0 s\u0259yl\u0259rinin kulminasiya n\u00f6qt\u0259si olan h\u0259qiq\u0259t\u0259n avtonom istehsal ekosisteml\u0259rin\u0259 g\u0259tirib \u00e7\u0131xar\u0131r. S\u0259naye 5.0 h\u0259l\u0259 d\u0259 uzaq \u00fcf\u00fcqd\u0259 olsa da, muxtar istehsal ekosisteml\u0259rinin ba\u015flan\u011f\u0131c\u0131 S\u0259naye 4.0-dan ayd\u0131n bir add\u0131m olard\u0131.<\/p>\n \u018fn qabaqc\u0131l m\u0259lumat analitikas\u0131n\u0131n oynad\u0131\u011f\u0131 \u0259sas rol, istehsal\u0131n k\u00fctl\u0259vi istehsal\u0131n f\u0259rdil\u0259\u015fdirm\u0259 t\u0259l\u0259bi il\u0259 problemsiz \u015f\u0259kild\u0259 tarazla\u015fa bildiyi istehsalda bu n\u00f6vb\u0259ti d\u00f6vr\u00fcn xarakterik x\u00fcsusiyy\u0259tin\u0259 \u00e7evril\u0259c\u0259kdir.<\/p>\n R\u0259q\u0259msal transformasiya v\u0259 a\u011f\u0131ll\u0131 v\u0259 bir-biri il\u0259 \u0259laq\u0259li texnologiyalar bug\u00fcnk\u00fc istehsal\u00e7\u0131lara \u0259vv\u0259lkind\u0259n daha y\u00fcks\u0259k s\u0259viyy\u0259d\u0259 u\u011fur qazand\u0131r\u0131b. R\u0259q\u0259msalla\u015fma prosesi boyunca qabaqc\u0131l ma\u015f\u0131n v\u0259 m\u00fcr\u0259kk\u0259b sisteml\u0259r, b\u00f6y\u00fck veril\u0259nl\u0259r, AI, ML v\u0259 IoT il\u0259 birlikd\u0259 g\u0259l\u0259c\u0259k n\u0259sil fabrikl\u0259ri g\u00fccl\u0259ndirm\u0259y\u0259 v\u0259 onlar\u0131n imkanlar\u0131n\u0131 maksimum d\u0259r\u0259c\u0259d\u0259 art\u0131rma\u011fa k\u00f6m\u0259k etdi. Bununla bel\u0259, m\u00fcasir bir fabrikd\u0259 yarad\u0131lan m\u0259lumat da\u011flar\u0131, h\u0259r\u0259k\u0259t edil\u0259 bil\u0259n kritik m\u0259lumatlar\u0131 \u015f\u0259rh etm\u0259k v\u0259 ekstrapolyasiya etm\u0259k \u00fc\u00e7\u00fcn m\u0259lumat analitikas\u0131n\u0131n m\u00fch\u00fcm \u0259sas\u0131 olmadan faydal\u0131 olmaz.<\/p>\n M\u0259lumat analitikas\u0131 il\u0259 g\u0259l\u0259c\u0259yin fabrikl\u0259ri v\u0259 tam avtonom ekosisteml\u0259r S\u0259naye 4.0-\u0131n qabaqc\u0131l m\u0259rh\u0259l\u0259sinin bir hiss\u0259si kimi reall\u0131\u011fa \u00e7evril\u0259 bil\u0259r. Bununla bel\u0259, istehsal\u00e7\u0131lar n\u00f6vb\u0259ti m\u0259rh\u0259l\u0259y\u0259 ke\u00e7m\u0259k \u00fc\u00e7\u00fcn harada \u00e7at\u0131\u015fmad\u0131qlar\u0131n\u0131 v\u0259 potensial bo\u015fluqlar\u0131 nec\u0259 h\u0259ll ed\u0259 bil\u0259c\u0259kl\u0259rini ba\u015fa d\u00fc\u015fm\u0259lidirl\u0259r. il\u0259 A\u011f\u0131ll\u0131 S\u0259naye Haz\u0131rl\u0131q \u0130ndeksi<\/a>, d\u0259qiq m\u00fc\u0259yy\u0259n edilmi\u015f s\u0259nayey\u0259 xas meyarlar v\u0259 ayd\u0131n yol x\u0259rit\u0259l\u0259ri istehsal\u00e7\u0131lar\u0131n axtard\u0131\u011f\u0131 transformasiyaya do\u011fru yol a\u00e7acaq.<\/p>\n \u015eirk\u0259tinizin h\u0259mya\u015f\u0131dlar\u0131n\u0131z aras\u0131nda nec\u0259 oldu\u011funu g\u00f6rm\u0259k \u00fc\u00e7\u00fcn A\u011f\u0131ll\u0131 S\u0259naye Haz\u0131rl\u0131q \u0130ndeksi qiym\u0259tl\u0259ndirm\u0259sind\u0259n ke\u00e7m\u0259k ist\u0259yirsiniz? ziyar\u0259t edin https:\/\/siri.incit.org\/assessment\/request-assessment<\/a> v\u0259 ya biziml\u0259 \u0259laq\u0259 saxlay\u0131n contact@incit.org<\/a> daha \u00e7ox \u00f6yr\u0259nm\u0259k \u00fc\u00e7\u00fcn.<\/p>","protected":false},"excerpt":{"rendered":" Data has been captured in various forms and has been an essential part of processes for centuries \u2013 from simple tallying markers and notes to complex spreadsheets and cloud storage. Today, the amount and volume of complex data, or big data, that is created and stored is staggering, with an estimated 2.5 billion gigabytes generated […]<\/p>\n","protected":false},"author":3,"featured_media":13710,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[17],"tags":[82,27,35,44],"class_list":["post-13673","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-thought-leadership","tag-data-analytics","tag-mainspotlight","tag-manufacturing","tag-spotlight"],"acf":{"topic":"data analytics"},"_links":{"self":[{"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/posts\/13673","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/comments?post=13673"}],"version-history":[{"count":0,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/posts\/13673\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/media\/13710"}],"wp:attachment":[{"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/media?parent=13673"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/categories?post=13673"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/tags?post=13673"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}Avtomatla\u015fd\u0131rma s\u0259m\u0259r\u0259lilikl\u0259 ba\u011fl\u0131d\u0131rsa, analitika z\u0259ka il\u0259 ba\u011fl\u0131d\u0131r<\/h2>\n
Tam avtomatla\u015fd\u0131r\u0131lm\u0131\u015f fabrikl\u0259rd\u0259n avtonom istehsal ekosisteml\u0259rin\u0259 q\u0259d\u0259r<\/h2>\n
M\u0259lumat analitikas\u0131: istehsal transformasiyas\u0131n\u0131n \u0259sas\u0131<\/h2>\n