{"id":16967,"date":"2023-11-21T15:53:36","date_gmt":"2023-11-21T07:53:36","guid":{"rendered":"https:\/\/incit.org\/?p=16967"},"modified":"2025-07-07T13:15:25","modified_gmt":"2025-07-07T05:15:25","slug":"hyper-personalisation-in-manufacturing-ushering-the-next-industrial-revolution","status":"publish","type":"post","link":"https:\/\/incit.org\/az\/thought-leadership\/hyper-personalisation-in-manufacturing-ushering-the-next-industrial-revolution\/","title":{"rendered":"\u0130stehsalda hiper-f\u0259rdil\u0259\u015fdirm\u0259: n\u00f6vb\u0259ti s\u0259naye inqilab\u0131n\u0131n ba\u015flan\u011f\u0131c\u0131?"},"content":{"rendered":"

\u0130stehsalda hiper-f\u0259rdil\u0259\u015fdirm\u0259 zaman\u0131 yeni deyil<\/a>, S\u0259naye 4.0 t\u0259r\u0259find\u0259n t\u0259qdim edil\u0259n yeni r\u0259q\u0259msal imkanlar say\u0259sind\u0259 o, \u015f\u00fcbh\u0259siz ki, diqq\u0259t m\u0259rk\u0259zind\u0259dir. \u0130stehsal qrafikind\u0259 oyunu d\u0259yi\u015f\u0259n bir d\u00f6vr olaraq, S\u0259naye 4.0 \u0259m\u0259liyyatlar\u0131 optimalla\u015fd\u0131rmaq v\u0259 prosesl\u0259ri optimalla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn s\u00fcni intellekt (AI), \u018f\u015fyalar\u0131n S\u0259naye \u0130nterneti (IIoT), avtomatla\u015fd\u0131rma v\u0259 b\u00f6y\u00fck m\u0259lumat kimi bir ne\u00e7\u0259 qabaqc\u0131l texnologiyan\u0131 t\u0259qdim etdi.<\/p>\n

B\u0259s hiper-f\u0259rdil\u0259\u015fdirm\u0259 n\u0259dir v\u0259 istehsal\u00e7\u0131lar performans\u0131 v\u0259 m\u0259hsuldarl\u0131\u011f\u0131 art\u0131rmaq v\u0259 \u00fcmumi m\u00fc\u015ft\u0259ri t\u0259cr\u00fcb\u0259sini yax\u015f\u0131la\u015fd\u0131rmaq \u00fc\u00e7\u00fcn ondan nec\u0259 istifad\u0259 ed\u0259 bil\u0259rl\u0259r?<\/p>\n

F\u0259rdil\u0259\u015fdirm\u0259 m\u00fc\u015ft\u0259ril\u0259r\u0259 e\u015fitdikl\u0259rini v\u0259 ehtiyaclar\u0131n\u0131n \u00f6d\u0259nildiyini hiss etm\u0259l\u0259rin\u0259 k\u00f6m\u0259k etm\u0259k \u00fc\u00e7\u00fcn vacib bir add\u0131m oldu. Bununla bel\u0259, hiper f\u0259rdil\u0259\u015fdirm\u0259 real vaxt m\u00fc\u015ft\u0259ri m\u0259lumatlar\u0131ndan v\u0259 y\u00fcks\u0259k s\u0259viyy\u0259d\u0259 f\u0259rdil\u0259\u015fdirilmi\u015f v\u0259 uy\u011funla\u015fd\u0131r\u0131lm\u0131\u015f m\u0259hsullar yaratmaq \u00fc\u00e7\u00fcn AI-dan istifad\u0259 etm\u0259kl\u0259 onu ba\u015fqa s\u0259viyy\u0259y\u0259 qald\u0131r\u0131r. Bu, biznesl\u0259r\u0259 m\u00fc\u015ft\u0259ril\u0259r\u0259 ist\u0259dikl\u0259rini v\u0259 ehtiyac duyduqlar\u0131n\u0131 ist\u0259nil\u0259n vaxt v\u0259 h\u0259r yerd\u0259 proqnozla\u015fd\u0131ran analitika il\u0259 verm\u0259kl\u0259 misilsiz m\u00fc\u015ft\u0259ri t\u0259cr\u00fcb\u0259si t\u0259qdim etm\u0259y\u0259 imkan verir.<\/p>\n

Biz istehsalatda hiper-f\u0259rdil\u0259\u015fdirm\u0259nin potensial\u0131n\u0131 v\u0259 onun sektoru nec\u0259 d\u0259yi\u015fdir\u0259c\u0259yini ara\u015fd\u0131r\u0131r\u0131q.<\/p>\n

\u0130stehsal\u00e7\u0131lar \u00fc\u00e7\u00fcn hiper-f\u0259rdil\u0259\u015fdirm\u0259nin 3 faydas\u0131<\/h2>\n

var bir s\u0131ra faydalar<\/a> hiper-f\u0259rdil\u0259\u015fdirm\u0259 biznesl\u0259ri daha t\u0259kmil m\u00fc\u015ft\u0259ri t\u0259cr\u00fcb\u0259si v\u0259 artan s\u0259m\u0259r\u0259lilik d\u0259 daxil olmaqla t\u0259min edir azald\u0131lm\u0131\u015f tullant\u0131lar<\/a>.<\/p>\n

T\u0259kmill\u0259\u015fdirilmi\u015f m\u00fc\u015ft\u0259ri t\u0259cr\u00fcb\u0259si<\/h3>\n

Hiper-f\u0259rdil\u0259\u015fdirm\u0259nin \u0259sas m\u0259qs\u0259di \u00fcmumi m\u00fc\u015ft\u0259ri t\u0259cr\u00fcb\u0259sini t\u0259kmill\u0259\u015fdirm\u0259k v\u0259 t\u0259kmill\u0259\u015fdirm\u0259kdir ki, bu da daha yax\u015f\u0131 m\u00fc\u015ft\u0259ri m\u00fcnasib\u0259tl\u0259rin\u0259, m\u00fc\u015ft\u0259rinin \u00f6m\u00fcr boyu d\u0259y\u0259rin\u0259, marka sadiqliyin\u0259 v\u0259 s. Bir \u00e7ox biznes liderl\u0259ri art\u0131q m\u00fc\u015ft\u0259ri t\u0259cr\u00fcb\u0259sinin vacibliyind\u0259n x\u0259b\u0259rdard\u0131rlar, onlardan 97% m\u00fc\u015ft\u0259ri t\u0259cr\u00fcb\u0259sinin idar\u0259 edilm\u0259sinin m\u00fc\u015ft\u0259ri s\u0259daq\u0259tini yaratmaq v\u0259 davaml\u0131 m\u00fcnasib\u0259tl\u0259ri saxlamaq \u00fc\u00e7\u00fcn h\u0259yati \u0259h\u0259miyy\u0259t k\u0259sb etdiyini q\u0259bul edir.<\/p>\n

\u0130stehsalda qabaqc\u0131l AI v\u0259 proqnozla\u015fd\u0131r\u0131c\u0131 m\u0259lumat analitikas\u0131n\u0131n i\u015f\u0259 girdiyi yer budur \u2013 istehsal\u00e7\u0131lar S\u0259naye 4.0 texnologiyalar\u0131n\u0131n g\u00fcc\u00fcnd\u0259n istifad\u0259 ed\u0259 v\u0259 \u0259m\u0259liyyatlar\u0131n\u0131 t\u0259kmill\u0259\u015fdirm\u0259k \u00fc\u00e7\u00fcn bu h\u0259ll\u0259rd\u0259n istifad\u0259 ed\u0259 bil\u0259rl\u0259r. Bununla onlar m\u00fc\u015ft\u0259ri t\u0259l\u0259bl\u0259rini daha d\u0259qiq qar\u015f\u0131lamaq v\u0259 daha s\u0131x m\u00fc\u015ft\u0259ri m\u00fcnasib\u0259tl\u0259rini inki\u015faf etdirm\u0259k \u00fc\u00e7\u00fcn yeni prosesl\u0259r inki\u015faf etdir\u0259 bil\u0259rl\u0259r.<\/p>\n

Yeni texnologiyalar\u0131n verdiyi artan f\u0259rdil\u0259\u015fdirm\u0259 v\u0259 hiper-f\u0259rdil\u0259\u015fdirm\u0259 il\u0259 istehsal\u00e7\u0131lar m\u00fc\u015ft\u0259ril\u0259rin\u0259 daha g\u00fccl\u00fc emosional \u0259laq\u0259 yaradaraq muxtariyy\u0259t hissi ver\u0259n yeni t\u0259cr\u00fcb\u0259l\u0259r t\u0259qdim etm\u0259k \u00fc\u00e7\u00fcn t\u0259chiz olunublar. Bu emosional \u0259laq\u0259nin t\u0259kc\u0259 s\u0259daq\u0259ti g\u00fccl\u0259ndirdiyi deyil, h\u0259m d\u0259 biznes \u00fc\u00e7\u00fcn g\u0259lir d\u0259r\u0259c\u0259sini art\u0131rd\u0131\u011f\u0131 g\u00f6st\u0259rildi, bel\u0259 m\u00fc\u015ft\u0259ril\u0259r \u0259laq\u0259siz m\u00fc\u015ft\u0259ril\u0259rin x\u0259rcl\u0259diyi m\u0259bl\u0259\u011fi ikiqat art\u0131r\u0131r. Bu f\u0259rdil\u0259\u015fdirm\u0259 daha baha ba\u015fa g\u0259ls\u0259 bel\u0259, istehsal v\u0259 konfiqurasiya q\u0259rarlar\u0131n\u0131n m\u00fc\u015ft\u0259ri t\u0259r\u0259find\u0259n q\u0259bul edilm\u0259si fikri onlara daha g\u00fccl\u00fc sahiblik hissi<\/a>.<\/p>\n

Azald\u0131lm\u0131\u015f tullant\u0131 il\u0259 artan istehsal s\u0259m\u0259r\u0259liliyi v\u0259 \u00e7eviklik<\/h3>\n

T\u0259chizat z\u0259nciri v\u0259 logistika n\u00f6qteyi-n\u0259z\u0259rind\u0259n, IIoT \u0259laq\u0259 h\u0259ll\u0259ri v\u0259 qabaqc\u0131l r\u0259q\u0259msal sensorlar v\u0259 a\u011f\u0131ll\u0131 ma\u015f\u0131n v\u0259 sisteml\u0259r kimi cihazlar, a\u011f\u0131ll\u0131 tap\u015f\u0131r\u0131qlar\u0131n avtomatla\u015fd\u0131r\u0131lmas\u0131, artan \u00e7eviklik v\u0259 \u0259m\u0259liyyatlar\u0131n daha ayd\u0131n g\u00f6r\u00fcnm\u0259si daxil olmaqla, \u00e7oxsayl\u0131 \u00fcst\u00fcnl\u00fckl\u0259r t\u0259klif etmi\u015fdir.<\/p>\n

Hiper-f\u0259rdil\u0259\u015fdirm\u0259ni qar\u0131\u015f\u0131\u011fa daxil etdikd\u0259, m\u0259hsullar m\u00fc\u015ft\u0259rinin spesifikasiyas\u0131 v\u0259 t\u0259l\u0259bl\u0259rin\u0259 uy\u011fun olaraq istehsal olunaca\u011f\u0131 \u00fc\u00e7\u00fcn istehsal daha da s\u0259m\u0259r\u0259li ola bil\u0259r, h\u0259ddind\u0259n art\u0131q istehsal v\u0259 art\u0131q inventar riskini azald\u0131r. Biz bunu art\u0131q m\u00fc\u0259yy\u0259n istehsal x\u0259tl\u0259rind\u0259 daha ki\u00e7ik \u00f6l\u00e7\u00fcl\u0259rd\u0259 g\u00f6r\u00fcr\u00fck mikrofabrik<\/a> daha \u00e7evik v\u0259 d\u0259yi\u015f\u0259n t\u0259l\u0259bl\u0259r\u0259 tez uy\u011funla\u015fa bil\u0259n qur\u011fular.<\/p>\n

M\u00fc\u015ft\u0259ril\u0259rin unikal ehtiyaclar\u0131na cavab ver\u0259n t\u0259kmill\u0259\u015fdirilmi\u015f m\u0259hsul keyfiyy\u0259ti<\/h3>\n

M\u00fc\u015ft\u0259ril\u0259rin d\u0259qiq t\u0259l\u0259bl\u0259rin\u0259 cavab verm\u0259kl\u0259 mallar\u0131n keyfiyy\u0259tinin yax\u015f\u0131la\u015fd\u0131r\u0131lmas\u0131 potensial\u0131 da m\u00f6vcuddur, n\u0259tic\u0259d\u0259 daha \u00e7ox m\u00fc\u015ft\u0259ri m\u0259mnuniyy\u0259ti yaran\u0131r ki, bu da m\u00fcsb\u0259t m\u00fc\u015ft\u0259ri t\u0259cr\u00fcb\u0259sin\u0259 t\u00f6hf\u0259 verir.<\/p>\n

\u0130stehsal\u00e7\u0131lar h\u0259m\u00e7inin istehsal c\u0259dv\u0259ll\u0259rini optimalla\u015fd\u0131rma\u011fa imkan ver\u0259n f\u0259rdil\u0259\u015fdirilmi\u015f mallar\u0131n yarad\u0131lmas\u0131 \u00fc\u00e7\u00fcn laz\u0131m olan vaxt haqq\u0131nda daha ayd\u0131n t\u0259s\u0259vv\u00fcr\u0259 malik olacaqlar. Bundan \u0259lav\u0259, proqnozla\u015fd\u0131r\u0131c\u0131 analitika \u0259sas komponentl\u0259rin v\u0259 ya materiallar\u0131n s\u0259m\u0259r\u0259li \u015f\u0259kild\u0259 d\u0259yi\u015fdirilm\u0259sini t\u0259min etm\u0259k \u00fc\u00e7\u00fcn a\u011f\u0131ll\u0131 proqnozla\u015fd\u0131rma\u011fa imkan verir, tullant\u0131lar\u0131 v\u0259 dayanma m\u00fcdd\u0259tini m\u0259hdudla\u015fd\u0131r\u0131r.<\/p>\n

\u0130stehsalda hiper-f\u0259rdil\u0259\u015fdirm\u0259nin t\u0259tbiqi probleml\u0259ri<\/h2>\n

Hiper-f\u0259rdil\u0259\u015fdirm\u0259nin a\u00e7\u0131q faydalar\u0131 olsa da, m\u0259lumatlarla ba\u011fl\u0131 narahatl\u0131qlar, t\u0259tbiqd\u0259 \u00e7\u0259tinlik v\u0259 AI bacar\u0131qlar\u0131na haz\u0131r olmaq kimi t\u0259l\u0259l\u0259r v\u0259 probleml\u0259r d\u0259 var.<\/p>\n

M\u0259lumat narahatl\u0131qlar\u0131 v\u0259 t\u0259hl\u00fck\u0259sizlik<\/h3>\n

IIoT v\u0259 b\u00f6y\u00fck veril\u0259nl\u0259r hiper f\u0259rdil\u0259\u015fdirm\u0259nin t\u0259min edilm\u0259sind\u0259 m\u00fch\u00fcm rol oynay\u0131r. Bununla bel\u0259, toplanan v\u0259 saxlan\u0131lan b\u00f6y\u00fck h\u0259cmli m\u0259lumatlarla \u015firk\u0259tl\u0259r m\u0259lumatlar\u0131n keyfiyy\u0259ti il\u0259 m\u00fcbariz\u0259 aparmal\u0131 v\u0259 m\u0259lumatlar\u0131 t\u0259sirli n\u0259tic\u0259l\u0259r\u0259 \u00e7evirm\u0259k \u00fc\u00e7\u00fcn h\u0259rt\u0259r\u0259fli analitik al\u0259tl\u0259r\u0259 malik olmas\u0131n\u0131 t\u0259min etm\u0259lidirl\u0259r. Bu, b\u00fct\u00fcn t\u0259\u015fkilatlar\u0131n, x\u00fcsus\u0259n d\u0259 m\u0259lumatlar\u0131 d\u0259qiq v\u0259 ard\u0131c\u0131l \u015f\u0259kild\u0259 \u015f\u0259rh etm\u0259k \u00fc\u00e7\u00fcn laz\u0131mi sisteml\u0259r\u0259 malik olmad\u0131qlar\u0131 t\u0259qdird\u0259 asan tapaca\u011f\u0131 bir \u015fey deyil.<\/p>\n

Dig\u0259r \u0259sas m\u0259s\u0259l\u0259 m\u0259lumatlar\u0131n m\u0259xfiliyi v\u0259 t\u0259hl\u00fck\u0259sizliyidir. \u0130stehsal\u00e7\u0131lar m\u0259lumatlar\u0131n qorunmas\u0131 \u00fc\u00e7\u00fcn kifay\u0259t q\u0259d\u0259r g\u00fccl\u00fc t\u0259hl\u00fck\u0259sizlik t\u0259dbirl\u0259rin\u0259 malik olmalar\u0131n\u0131 t\u0259min etm\u0259li, eyni zamanda m\u00fc\u015ft\u0259ri m\u0259lumatlar\u0131n\u0131 beyn\u0259lxalq qaydalara uy\u011fun olaraq toplay\u0131b istifad\u0259 etm\u0259zd\u0259n \u0259vv\u0259l t\u0259l\u0259b olunan icaz\u0259l\u0259ri almal\u0131d\u0131rlar. \u00dcmumi M\u0259lumatlar\u0131n Qorunmas\u0131 Qaydas\u0131 (GDPR)<\/a>.<\/p>\n

\u0130cra \u00e7\u0259tinliyi<\/h3>\n

Hiper-f\u0259rdil\u0259\u015fdirm\u0259 imkanlar\u0131 tandemd\u0259 i\u015fl\u0259y\u0259n bir ne\u00e7\u0259 n\u00f6v texnologiyan\u0131n inteqrasiyas\u0131n\u0131 t\u0259l\u0259b edir. M\u0259lumat analitikas\u0131, avtomatla\u015fd\u0131rma sisteml\u0259ri v\u0259 dig\u0259r IIoT al\u0259tl\u0259ri aras\u0131ndak\u0131 bu sinerji, t\u0259\u015fkilat h\u0259l\u0259 d\u0259 \u00f6z s\u0131naqlar\u0131ndan ke\u00e7m\u0259mi\u015fs\u0259, qurmaq \u00fc\u00e7\u00fcn m\u00fcr\u0259kk\u0259b ola bil\u0259r. r\u0259q\u0259msal transformasiya<\/a> v\u0259 ya bu sisteml\u0259rl\u0259 uy\u011fun g\u0259lm\u0259y\u0259n k\u00f6hn\u0259 v\u0259 k\u00f6hn\u0259 infrastrukturla m\u00fcbariz\u0259 aparmal\u0131d\u0131r.<\/p>\n

Bundan \u0259lav\u0259, r\u0259q\u0259msal transformasiya b\u0259zi \u015firk\u0259tl\u0259r \u00fc\u00e7\u00fcn baha ba\u015fa g\u0259l\u0259 bil\u0259r. Olub m\u0259lumat verdi<\/a> r\u0259q\u0259msal transformasiyan\u0131n orta d\u0259y\u0259ri t\u0259xmin\u0259n $27,5 milyon AB\u015e dollar\u0131na \u00e7ata bil\u0259r ba\u015fqa hesabat<\/a> Bu layih\u0259l\u0259rin 80%-nin u\u011fursuz oldu\u011funu v\u0259 \u015firk\u0259tl\u0259r\u0259 \u0259lav\u0259 olaraq $4,55 milyon dollara ba\u015fa g\u0259ldiyini m\u00fc\u0259yy\u0259n etdi. Bu x\u0259rcl\u0259r t\u0259\u015fkilatlar\u0131 bu c\u00fcr b\u00f6y\u00fck d\u0259yi\u015fiklikl\u0259r etm\u0259kd\u0259n uzaqla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn kifay\u0259t q\u0259d\u0259r qada\u011fand\u0131r, x\u00fcsus\u0259n d\u0259 onlar\u0131n yol x\u0259rit\u0259si yoxdursa v\u0259 ya transformasiya \u00e7\u0259r\u00e7iv\u0259si<\/a> onlar\u0131n transformasiya s\u0259yah\u0259tin\u0259 r\u0259hb\u0259rlik etm\u0259k \u00fc\u00e7\u00fcn.<\/p>\n

Bacar\u0131ql\u0131 AI i\u015f\u00e7il\u0259rinin v\u0259 t\u0259liml\u0259rin olmamas\u0131<\/h3>\n

Hiper-f\u0259rdil\u0259\u015fdirm\u0259nin h\u0259yata ke\u00e7irilm\u0259si m\u0259lumat elmi, AI v\u0259 qabaqc\u0131l analitika sah\u0259sind\u0259 t\u0259lim ke\u00e7mi\u015f ixtisasl\u0131 i\u015f\u00e7i q\u00fcvv\u0259si t\u0259l\u0259b edir. Bir \u00e7ox istehsal\u00e7\u0131lar\u0131n bunu asanla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn i\u015f\u00e7i q\u00fcvv\u0259si haz\u0131rl\u0131\u011f\u0131 v\u0259 ya t\u0259lim proqramlar\u0131 olmaya bil\u0259r.<\/p>\n

C-suites v\u0259 liderl\u0259r d\u0259 s\u00fcni intellekt bacar\u0131qlar\u0131n\u0131n \u00e7at\u0131\u015fmad\u0131\u011f\u0131n\u0131 v\u0259 onlara diqq\u0259t yetirilm\u0259li oldu\u011funu bilirl\u0259r. son hesabat<\/a> yaln\u0131z 20% texnologiya r\u0259hb\u0259rl\u0259rinin ma\u015f\u0131n \u00f6yr\u0259nm\u0259 v\u0259 s\u00fcni intellektd\u0259 \u00f6z i\u015f\u00e7il\u0259rinin bacar\u0131qlar\u0131na arxay\u0131n oldu\u011funu g\u00f6st\u0259rir. Ba\u015fqa bir sor\u011fuda respondentl\u0259rin 41%-si bildirdi ki, s\u00fcni intellekt bacar\u0131qlar\u0131n\u0131n olmamas\u0131 onlar\u0131 daha da b\u00f6y\u00fcm\u0259y\u0259 mane olan \u015feydir.<\/p>\n

Bu sad\u0259c\u0259 bir tendensiyad\u0131r?<\/h2>\n

Hiper-f\u0259rdil\u0259\u015fdirm\u0259nin istehsal qabiliyy\u0259ti kimi q\u0259bul edilm\u0259sinin, \u015f\u00fcbh\u0259siz ki, \u0259h\u0259miyy\u0259tli faydalar\u0131 var. Hiper-f\u0259rdil\u0259\u015fdirm\u0259ni h\u0259yata ke\u00e7ir\u0259 bil\u0259n istehsal\u00e7\u0131lar artan m\u0259hsuldarl\u0131q v\u0259 t\u0259kmill\u0259\u015fdirilmi\u015f m\u00fc\u015ft\u0259ri t\u0259cr\u00fcb\u0259si bax\u0131m\u0131ndan m\u00fcsb\u0259t n\u0259tic\u0259l\u0259r g\u00f6zl\u0259y\u0259 bil\u0259rl\u0259r.<\/p>\n

Hiper-f\u0259rdil\u0259\u015fdirm\u0259nin m\u00fckafatlar\u0131n\u0131 tam \u015f\u0259kild\u0259 \u0259ld\u0259 etm\u0259k \u00fc\u00e7\u00fcn istehsal\u00e7\u0131lar r\u0259q\u0259msal transformasiyada onlara k\u00f6m\u0259k etm\u0259k \u00fc\u00e7\u00fcn laz\u0131mi S\u0259naye 4.0 texnologiyalar\u0131na v\u0259 platformalar\u0131na malik olmal\u0131d\u0131rlar. kimi transformasiya \u00e7\u0259r\u00e7iv\u0259l\u0259ri A\u011f\u0131ll\u0131 S\u0259naye Haz\u0131rl\u0131q \u0130ndeksi (SIRI)<\/a>, Qiym\u0259tl\u0259ndirm\u0259 Matrisi v\u0259 Prioritetl\u0259\u015fdirm\u0259 Matrisi kimi m\u00fc\u015fayi\u0259t olunan al\u0259tl\u0259ri il\u0259 t\u0259\u015fkilatlar \u00fc\u00e7\u00fcn g\u00fccl\u0259ndiril\u0259c\u0259k sah\u0259l\u0259ri v\u0259 t\u0259kmill\u0259\u015fdirilm\u0259li z\u0259if t\u0259r\u0259fl\u0259ri m\u00fc\u0259yy\u0259n etm\u0259k \u00fc\u00e7\u00fcn m\u00fck\u0259mm\u0259l ba\u015flan\u011f\u0131c n\u00f6qt\u0259sidir. Nec\u0259 haqq\u0131nda daha \u00e7ox m\u0259lumat \u0259ld\u0259 edin A\u011f\u0131ll\u0131 S\u0259naye Haz\u0131rl\u0131q \u0130ndeksi<\/a> hiper-f\u0259rdil\u0259\u015fdirm\u0259d\u0259n yararlana bilm\u0259k \u00fc\u00e7\u00fcn t\u0259\u015fkilat\u0131n a\u011f\u0131ll\u0131 istehsal imkanlar\u0131n\u0131 t\u0259kmill\u0259\u015fdirm\u0259y\u0259 k\u00f6m\u0259k ed\u0259 bil\u0259r.<\/p>","protected":false},"excerpt":{"rendered":"

While hyper-personalisation in manufacturing isn\u2019t new, it is certainly in sharper focus thanks to new digital capabilities introduced by Industry 4.0. As a game-changing period in the manufacturing timeline, Industry 4.0 has introduced several advanced technologies such as artificial intelligence (AI), Industrial Internet of Things (IIoT), automation and big data in an attempt to optimise […]<\/p>\n","protected":false},"author":3,"featured_media":35263,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[17],"tags":[],"class_list":["post-16967","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-thought-leadership"],"acf":{"topic":"digitalisation"},"_links":{"self":[{"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/posts\/16967","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=16967"}],"version-history":[{"count":6,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/posts\/16967\/revisions"}],"predecessor-version":[{"id":38593,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/posts\/16967\/revisions\/38593"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/media\/35263"}],"wp:attachment":[{"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/media?parent=16967"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/categories?post=16967"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/tags?post=16967"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}