{"id":25129,"date":"2024-04-03T13:43:19","date_gmt":"2024-04-03T05:43:19","guid":{"rendered":"https:\/\/incit.org\/?p=25129"},"modified":"2025-06-13T23:08:00","modified_gmt":"2025-06-13T15:08:00","slug":"data-privacy-and-security-in-sustainable-manufacturing-in-the-age-of-industry-4-0","status":"publish","type":"post","link":"https:\/\/incit.org\/az\/thought-leadership\/data-privacy-and-security-in-sustainable-manufacturing-in-the-age-of-industry-4-0\/","title":{"rendered":"S\u0259naye 4.0 \u0259srind\u0259 davaml\u0131 istehsalda m\u0259lumatlar\u0131n m\u0259xfiliyi v\u0259 t\u0259hl\u00fck\u0259sizliyi"},"content":{"rendered":"

S\u0259naye 4.0-\u0131n 2011-ci ild\u0259 yarand\u0131\u011f\u0131 geni\u015f \u015f\u0259kild\u0259 tan\u0131n\u0131r v\u0259 indi, on ild\u0259n \u00e7ox m\u00fcdd\u0259td\u0259n sonra istehsal sektoru yax\u015f\u0131 v\u0259 h\u0259qiq\u0259t\u0259n m\u0259lumatlara \u0259saslanan inqilab\u0131n ortas\u0131ndad\u0131r. a g\u00f6r\u0259D\u00fcnya \u0130qtisadi Forumu<\/a>Whitepaper, S\u0259naye 4.0 m\u00fc\u0259ssis\u0259l\u0259ri m\u0259hsuldarl\u0131\u011f\u0131 art\u0131rmaq, yeni m\u00fc\u015ft\u0259ri t\u0259cr\u00fcb\u0259l\u0259rini inki\u015faf etdirm\u0259k v\u0259 c\u0259miyy\u0259t\u0259 v\u0259 \u0259traf m\u00fchit\u0259 \u0259h\u0259miyy\u0259tli t\u0259sir g\u00f6st\u0259rm\u0259k \u00fc\u00e7\u00fcn m\u0259lumat v\u0259 analitik t\u0259tbiql\u0259rd\u0259n istifad\u0259 etm\u0259k \u00fc\u00e7\u00fcn bir-biri il\u0259 \u0259laq\u0259li d\u0259y\u0259r \u015f\u0259b\u0259k\u0259l\u0259rind\u0259 q\u00fcvv\u0259l\u0259ri birl\u0259\u015fdirm\u0259y\u0259 t\u0259\u015fviq ed\u0259c\u0259k.<\/p>\n

Qlobal S\u0259naye v\u0259 Ba\u015f M\u00fc\u015ft\u0259ri M\u0259sl\u0259h\u0259t\u00e7isi Gary Coleman'a g\u00f6r\u0259, Deloitte Consulting<\/a> "D\u00f6rd\u00fcnc\u00fc S\u0259naye \u0130nqilab\u0131n\u0131n h\u0259l\u0259 d\u0259 yaranmaqda oldu\u011funu" s\u00f6yl\u0259di, lakin bu d\u00f6vr daha da ir\u0259lil\u0259dikc\u0259, idar\u0259 edilm\u0259si \u00fc\u00e7\u00fcn istehsal s\u0259nayesi \u00fc\u00e7\u00fcn g\u00f6r\u00fcnm\u0259mi\u015f miqdarda m\u0259lumatlar\u0131n kilidini a\u00e7ma\u011fa davam ed\u0259c\u0259k v\u0259 bunun da qorunub saxlan\u0131lmas\u0131 laz\u0131md\u0131r. Qlobal m\u0259lumatlar\u0131n m\u0259xfiliyi proqram t\u0259minat\u0131 bazar\u0131 eksponensial art\u0131m ya\u015fay\u0131r ki, bu da qism\u0259n m\u00fcxt\u0259lif sektorlarda \u018f\u015fyalar\u0131n \u0130nternetinin (IoT) q\u0259bulu il\u0259 d\u0259st\u0259kl\u0259nir. N\u0259tic\u0259d\u0259, m\u00fcr\u0259kk\u0259b illik art\u0131m s\u00fcr\u0259ti (CAGR) yeti\u015fdi 40,9 faiz<\/a>, bu m\u00fch\u00fcm zamanda m\u0259lumatlar\u0131n m\u0259xfiliyinin v\u0259 t\u0259hl\u00fck\u0259sizliyinin vacibliyini vur\u011fulay\u0131r.<\/p>\n

\u0130stehsalda veril\u0259nl\u0259r\u0259 \u0259saslanan prosesl\u0259rin y\u00fcks\u0259li\u015fi<\/h2>\n

\u018fg\u0259r riyaziyyat\u00e7\u0131 Klayv Humbi haql\u0131d\u0131rsa v\u0259 \u201cm\u0259lumatlar yeni ya\u011fd\u0131r\u201dsa, istehsal\u00e7\u0131lar kritik q\u0259rarlar q\u0259bul etm\u0259k \u00fc\u00e7\u00fcn istifad\u0259 ed\u0259 bil\u0259c\u0259kl\u0259ri m\u0259lumatlar\u0131n q\u0131z\u0131l m\u0259d\u0259nind\u0259 oturmu\u015f olurlar. \u0130stehsal sektorunda IoT, ma\u015f\u0131n \u00f6yr\u0259nm\u0259si, m\u0259lumat v\u0259 analitika kimi istehsal sektorunda pozucu tendensiyalara s\u0259b\u0259b olan r\u0259q\u0259msal transformasiyan\u0131n y\u00fcks\u0259li\u015fi say\u0259sind\u0259 h\u0259r zamankind\u0259n daha \u00e7ox m\u0259lumat var. hiper-f\u0259rdil\u0259\u015fdirm\u0259<\/a>. B\u00fct\u00fcn innovativ texnologiyalar transformativ olsa da, t\u0259hlil etm\u0259k \u00fc\u00e7\u00fcn \u00e7oxlu m\u0259lumat yarad\u0131r.<\/p>\n

\u0130stehsal s\u0259nayesi getdikc\u0259 m\u0259lumatlardan as\u0131l\u0131 v\u0259ziyy\u0259t\u0259 d\u00fc\u015fd\u00fckc\u0259, m\u00fcr\u0259kk\u0259b analitik al\u0259tl\u0259r\u0259 v\u0259 etibarl\u0131 m\u0259lumat t\u0259hl\u00fck\u0259sizliyi t\u0259dbirl\u0259rin\u0259 t\u0259l\u0259b bir o q\u0259d\u0259r \u00e7ox olacaq. 1300 istehsal menecerini \u0259hat\u0259 ed\u0259n s\u0259naye sor\u011fusunda, t\u0259xmin\u0259n d\u00f6rdd\u0259 \u00fc\u00e7<\/a> \u00fc\u00e7 il \u0259vv\u0259ld\u0259n xeyli y\u00fcks\u0259k olan, biznesl\u0259r \u00fc\u00e7\u00fcn getdikc\u0259 kritik hala g\u0259l\u0259n sa\u011flam q\u0259rarlar\u0131n q\u0259bulu \u00fc\u00e7\u00fcn qabaqc\u0131l analitika t\u0259l\u0259bini m\u00fc\u0259yy\u0259n etdil\u0259r. Bundan \u0259lav\u0259, anlay\u0131\u015flar\u0131 t\u0259hlil etm\u0259k v\u0259 m\u0259lumat ax\u0131n\u0131n\u0131 idar\u0259 etm\u0259k \u00fc\u00e7\u00fcn 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 olunacaq.<\/p>\n

M\u0259lumata \u0259saslanan prosesl\u0259rd\u0259n u\u011furla istifad\u0259 etm\u0259k \u00fc\u00e7\u00fcn istehsal\u00e7\u0131lar bir s\u0131ra mane\u0259l\u0259ri d\u0259f etm\u0259lidirl\u0259r. g\u00f6r\u0259Harvard Business Review<\/a>, bu blokerl\u0259r b\u00f6y\u00fck h\u0259cmd\u0259 m\u0259lumatlar\u0131n \u0259l\u0259 ke\u00e7irilm\u0259si v\u0259 t\u0259dqiqind\u0259n, t\u0259chizat z\u0259ncirl\u0259rin\u0259 effektiv \u015f\u0259kild\u0259 n\u0259zar\u0259td\u0259n v\u0259 veb-\u0259sasl\u0131 texnologiyalar v\u0259 istehsalda naviqasiyadan ibar\u0259tdir. Buna baxmayaraq, m\u0259lumatlara \u0259saslanan istehsal\u0131n art\u0131r\u0131lm\u0131\u015f s\u0259m\u0259r\u0259lilik v\u0259 qabaqc\u0131l q\u0259rar q\u0259buletm\u0259 kimi \u00fcst\u00fcnl\u00fckl\u0259ri onu s\u0259nayenin g\u0259l\u0259c\u0259k inki\u015faf\u0131 \u00fc\u00e7\u00fcn h\u0259yati bir yana\u015fma hal\u0131na g\u0259tirir.<\/p>\n

M\u0259lumatlar a\u011f\u0131ll\u0131 v\u0259 davaml\u0131 istehsal\u0131 nec\u0259 idar\u0259 edir?<\/h2>\n

S\u0259naye 4.0 \u00e7oxsayl\u0131 davaml\u0131 imkanlar a\u00e7\u0131r, lakin o, qlobal ekoloji, sosial v\u0259 idar\u0259etm\u0259 (ESG) t\u0259\u015f\u0259bb\u00fcsl\u0259rin\u0259 sadiq olmayan istehsal\u00e7\u0131lar \u00fc\u00e7\u00fcn d\u0259 z\u0259r\u0259rli ola bil\u0259r. \u0130stehsal\u00e7\u0131lar n\u00fcfuzunu itirm\u0259k, r\u0259qibl\u0259rd\u0259n geri qalmaq v\u0259 ya s\u0259nayed\u0259 k\u00f6hn\u0259lm\u0259k riski il\u0259 \u00fczl\u0259\u015firl\u0259r. Bununla bel\u0259, r\u0259q\u0259msal transformasiyadan ir\u0259li g\u0259l\u0259n a\u011f\u0131ll\u0131 m\u0259lumatlarla silahlanaraq, istehsal s\u0259nayesi innovasiyalar\u0131 q\u0259bul ed\u0259 v\u0259 yeni dayan\u0131ql\u0131 yollar a\u00e7a bil\u0259r.<\/p>\n

M\u0259lumat real vaxt rejimind\u0259 monitorinq, proqnozla\u015fd\u0131r\u0131c\u0131 texniki xidm\u0259t v\u0259 prosesin optimalla\u015fd\u0131r\u0131lmas\u0131 vasit\u0259sil\u0259 a\u011f\u0131ll\u0131 v\u0259 dayan\u0131ql\u0131 istehsala k\u00f6m\u0259k edir, tullant\u0131lar\u0131n minimuma endirilm\u0259sin\u0259, s\u0259m\u0259r\u0259liliyin art\u0131r\u0131lmas\u0131na v\u0259 \u0259traf m\u00fchit\u0259 t\u0259sirin azalmas\u0131na s\u0259b\u0259b olur. \u0130stehsal s\u0259nayesi r\u0259q\u0259msalla\u015fd\u0131rma, b\u00f6y\u00fck veril\u0259nl\u0259r v\u0259 qabaqc\u0131l analitika vasit\u0259sil\u0259 \u0259ld\u0259 edil\u0259n m\u0259lumatlar\u0131n u\u00e7qunlar\u0131ndan istifad\u0259 ed\u0259 bils\u0259, onlar prosesin optimalla\u015fd\u0131r\u0131lmas\u0131n\u0131 d\u0259st\u0259kl\u0259m\u0259y\u0259, tullant\u0131lar\u0131 azaltma\u011fa v\u0259 n\u0259hay\u0259t, \u00f6z prosesl\u0259rind\u0259 davaml\u0131l\u0131\u011f\u0131 t\u0259min etm\u0259y\u0259 ba\u015flaya bil\u0259rl\u0259r. Bunlar istehsal\u00e7\u0131lar\u0131n a\u00e7a bil\u0259c\u0259yi \u00fcst\u00fcnl\u00fckl\u0259rd\u0259n yaln\u0131z b\u0259zil\u0259ridir.<\/p>\n

Davaml\u0131 istehsal \u00fc\u00e7\u00fcn m\u0259lumatlardan istifad\u0259 ed\u0259r\u0259k potensial faydalar<\/h2>\n

Qlobal Mayak \u015e\u0259b\u0259k\u0259sinin D\u00f6rd\u00fcnc\u00fc S\u0259naye R\u0259hb\u0259r sor\u011fusuna g\u00f6r\u0259, d\u00f6rdd\u0259 \u00fc\u00e7d\u0259n \u00e7oxu (77 faiz<\/a>Sor\u011fuda i\u015ftirak ed\u0259n r\u0259hb\u0259r i\u015f\u00e7il\u0259rin ) dayan\u0131ql\u0131l\u0131q, m\u0259hsuldarl\u0131q v\u0259 ya dayan\u0131ql\u0131l\u0131q onlar\u0131n \u0259sas prioriteti oldu\u011funu v\u0259 m\u0259lumatlar\u0131n yuxar\u0131da g\u00f6st\u0259ril\u0259nl\u0259rin ham\u0131s\u0131 \u00fc\u00e7\u00fcn t\u0259kmill\u0259\u015fdirm\u0259 \u00fc\u00e7\u00fcn s\u00fcr\u00fcc\u00fc rolunu oynaya bil\u0259c\u0259yini s\u00f6yl\u0259di.<\/p>\n

1. T\u0259kmill\u0259\u015fdirilmi\u015f s\u0259m\u0259r\u0259lilik<\/h3>\n

M\u0259lumat analitikas\u0131ndan istifad\u0259 ed\u0259r\u0259k istehsal\u00e7\u0131lar istehsal prosesl\u0259rind\u0259ki s\u0259m\u0259r\u0259sizliyi m\u00fc\u0259yy\u0259n ed\u0259 v\u0259 resursdan istifad\u0259ni optimalla\u015fd\u0131rmaq v\u0259 tullant\u0131lar\u0131 azaltmaq \u00fc\u00e7\u00fcn onlar\u0131 h\u0259ll ed\u0259 bil\u0259rl\u0259r. Yaratmaqla m\u0259lumat analitikas\u0131<\/a> a\u011f\u0131ll\u0131 fabrikl\u0259rin dig\u0259r \u0259sas x\u00fcsusiyy\u0259ti olan m\u0259lumatlar m\u00f6vcud prosesl\u0259ri t\u0259kmill\u0259\u015fdir\u0259rk\u0259n bo\u015fluqlar\u0131 tez bir zamanda m\u00fc\u0259yy\u0259n etm\u0259k v\u0259 aradan qald\u0131rmaq \u00fc\u00e7\u00fcn \u0259m\u0259liyyatlara \u0259lav\u0259 k\u0259\u015ffiyyat qat\u0131 \u0259lav\u0259 ed\u0259c\u0259kdir.<\/p>\n

2. X\u0259rcl\u0259rin azald\u0131lmas\u0131<\/h3>\n

Amerika Birl\u0259\u015fmi\u015f \u015etatlar\u0131n\u0131n \u018ftraf M\u00fchitin M\u00fchafiz\u0259si Agentliyinin m\u0259lumat\u0131na g\u00f6r\u0259 (EPA<\/a>), dayan\u0131ql\u0131 istehsala sadiqlik m\u0259lumatlara \u0259saslanan anlay\u0131\u015flar\u0131 \u00fcz\u0259 \u00e7\u0131xaracaq v\u0259 istehsal\u00e7\u0131lara enerji istifad\u0259sini optimalla\u015fd\u0131rmaq, tullant\u0131lar\u0131 azaltmaq v\u0259 prosesin s\u0259m\u0259r\u0259liliyini art\u0131rmaqla resurs v\u0259 istehsal x\u0259rcl\u0259rini azaltma\u011fa k\u00f6m\u0259k ed\u0259 bil\u0259r.<\/p>\n

3. T\u0259kmill\u0259\u015fdirilmi\u015f m\u0259hsul v\u0259 xidm\u0259t keyfiyy\u0259ti<\/h3>\n

\u0130stehsal t\u0259xmin\u0259n t\u0259\u015fkil edir \u00fc\u00e7d\u0259 ikisi<\/a> \u0130stehsal\u00e7\u0131lar m\u0259lumatlardan v\u0259 qabaqc\u0131l analitikadan istifad\u0259 etm\u0259kl\u0259 \u00f6z m\u0259hsul v\u0259 xidm\u0259tl\u0259rinin keyfiyy\u0259tini art\u0131ra bil\u0259r, bu da q\u00fcsurlardan v\u0259 g\u0259lirl\u0259rd\u0259n daha az tullant\u0131ya s\u0259b\u0259b olur.<\/p>\n

4. Optimalla\u015fd\u0131r\u0131lm\u0131\u015f d\u0259y\u0259r z\u0259ncirl\u0259ri<\/h3>\n

Big data istehsal\u00e7\u0131lara \u00f6z d\u0259y\u0259r z\u0259ncirl\u0259rini art\u0131rmaq v\u0259 sad\u0259l\u0259\u015fdirm\u0259k, kapital\u0131n g\u0259lirliliyini art\u0131rmaq v\u0259 \u0259m\u0259liyyatlar\u0131n\u0131 daha davaml\u0131 etm\u0259k \u00fc\u00e7\u00fcn d\u0259st\u0259k olmaq da daxil olmaqla, z\u0259ngin imkanlar t\u0259klif edir. McKinsey Qlobal \u0130nstitutunun t\u0259hlili b\u00fct\u00fcn d\u00fcnyada yeddi b\u00f6y\u00fck m\u0259lumat r\u0131\u00e7a\u011f\u0131n\u0131 tap\u0131b d\u0259y\u0259r z\u0259nciri<\/a>, a\u015fa\u011f\u0131dak\u0131 infoqrafikada g\u00f6st\u0259rildiyi kimi:<\/p>\n

\"\"<\/p>\n

 <\/p>\n

Davaml\u0131 istehsal \u00fc\u00e7\u00fcn m\u0259lumatlardan istifad\u0259nin \u00e7\u0259tinlikl\u0259ri<\/h2>\n

g\u00f6r\u0259 Harvard Business Review<\/a>, m\u0259lumatlar\u0131n t\u0259tbiqi Almaniyada S\u0259naye 4.0-\u0131, AB\u015e-da \u018f\u015fyalar\u0131n \u0130nterneti (IoT) v\u0259 \u00c7ind\u0259 \u7269\u8054\u7f51 (w\u00f9 li\u00e1n w\u0103ng) inki\u015faf etdirdi. Onlar\u0131n h\u0259r biri istehsal\u0131 yenid\u0259n formala\u015fd\u0131rmaq \u00fc\u00e7\u00fcn b\u00f6y\u00fck m\u0259lumat v\u0259 analitikadan istifad\u0259 etm\u0259k \u0259traf\u0131nda c\u0259ml\u0259\u015fib v\u0259 bununla bel\u0259, a\u015fa\u011f\u0131dak\u0131lar\u0131 \u0259hat\u0259 ed\u0259n \u0259h\u0259miyy\u0259tli probleml\u0259r ortaya \u00e7\u0131x\u0131b:<\/p>\n

1. M\u0259lumatlar\u0131n inteqrasiyas\u0131<\/h3>\n

M\u0259lumatlar\u0131n t\u0259tbiqind\u0259 \u0259n m\u00fch\u00fcm mane\u0259l\u0259rd\u0259n biri m\u00fcxt\u0259lif m\u0259nb\u0259l\u0259rd\u0259n strukturla\u015fd\u0131r\u0131lm\u0131\u015f v\u0259 strukturla\u015fd\u0131r\u0131lmam\u0131\u015f kimi m\u00fcxt\u0259lif veril\u0259nl\u0259r d\u0259stl\u0259rinin ma\u015f\u0131n jurnallar\u0131na, m\u00fc\u0259ssis\u0259 sisteml\u0259rin\u0259 v\u0259 sensorlara inteqrasiyas\u0131d\u0131r. Bu f\u0259rqli m\u0259lumat m\u0259nb\u0259l\u0259rini effektiv t\u0259hlil v\u0259 istifad\u0259y\u0259 imkan ver\u0259c\u0259k \u015f\u0259kild\u0259 uy\u011funla\u015fd\u0131rmaq m\u00fcr\u0259kk\u0259b bir i\u015f ola bil\u0259r.<\/p>\n

2. M\u0259lumat\u0131n keyfiyy\u0259ti v\u0259 d\u0259qiqliyi<\/h3>\n

Siz yaln\u0131z siz\u0259 veril\u0259n m\u0259lumatlar q\u0259d\u0259r yax\u015f\u0131s\u0131n\u0131z v\u0259 uy\u011fun olmaq \u00fc\u00e7\u00fcn istehsal m\u0259lumatlar\u0131 d\u0259qiq v\u0259 etibarl\u0131 olmal\u0131d\u0131r. Bununla bel\u0259, m\u0259lumatlar\u0131n keyfiyy\u0259ti sensor s\u0259hvl\u0259ri, \u00e7at\u0131\u015fmayan m\u0259lumatlar v\u0259 ya m\u0259lumat toplama metodlar\u0131nda pozuntular kimi m\u00fclahiz\u0259l\u0259r\u0259 g\u00f6r\u0259 tez-tez qaranl\u0131q ola bil\u0259r.<\/p>\n

3. M\u0259lumatlar\u0131n t\u0259hlili bacar\u0131qlar\u0131<\/h3>\n

\u018fm\u0259k Statistikas\u0131 B\u00fcrosu (BLS) proqnozla\u015fd\u0131r\u0131r a36 faiz<\/a>2031-ci il\u0259 q\u0259d\u0259r bu sah\u0259d\u0259 m\u0259\u015f\u011fullu\u011fun artmas\u0131, lakin Data Science hesabat\u0131nda,63 faiz<\/a>Respondentl\u0259rin \u0259ks\u0259riyy\u0259ti sah\u0259nin istedad \u00e7at\u0131\u015fmazl\u0131\u011f\u0131ndan orta d\u0259r\u0259c\u0259d\u0259 narahat olduqlar\u0131n\u0131 bildirdil\u0259r. \u0130xtisasl\u0131 m\u0259lumat analitikl\u0259rinin olmamas\u0131 s\u0259b\u0259bind\u0259n, h\u0259r istehsal\u00e7\u0131n\u0131n b\u00f6y\u00fck m\u0259lumatlar\u0131n\u0131 h\u0259r\u0259k\u0259t\u0259 ke\u00e7\u0259 bil\u0259n anlay\u0131\u015flara d\u00fczg\u00fcn t\u0259hlil etm\u0259k l\u00fcks\u00fc yoxdur.<\/p>\n

4. M\u0259lumat t\u0259hl\u00fck\u0259sizliyi v\u0259 m\u0259xfilik<\/h3>\n

M\u0259lumatlar\u0131n toplanmas\u0131n\u0131n artmas\u0131 il\u0259 m\u0259lumatlar\u0131n pozulmas\u0131 riski art\u0131r. Ransomware h\u00fccumlar\u0131<\/a>, milli d\u00f6vl\u0259tl\u0259rd\u0259n g\u0259l\u0259n kiberh\u00fccumlar v\u0259 paylanm\u0131\u015f xidm\u0259td\u0259n imtina (DDoS) h\u00fccumlar\u0131 artmaqdad\u0131r v\u0259 istehsal\u00e7\u0131lar h\u0259ssas m\u0259lumatlar\u0131 qorumaq \u00fc\u00e7\u00fcn g\u00fccl\u00fc t\u0259hl\u00fck\u0259sizlik t\u0259dbirl\u0259ri g\u00f6rm\u0259lidirl\u0259r.<\/p>\n

\u0130stehsalda m\u0259lumatlar\u0131n idar\u0259 edilm\u0259si<\/h2>\n

\u0130stehsal s\u0259nayesind\u0259 m\u0259lumatlardan a\u011f\u0131ll\u0131 \u015f\u0259kild\u0259 istifad\u0259 davaml\u0131 prinsipl\u0259rin q\u0259buluna k\u00f6m\u0259k ed\u0259c\u0259k, eyni zamanda x\u0259rcl\u0259rin azald\u0131lmas\u0131, m\u0259hsuldarl\u0131\u011f\u0131n art\u0131r\u0131lmas\u0131 v\u0259 ESG prinsipl\u0259rin\u0259 uy\u011funla\u015fma kimi d\u0259y\u0259rli faydalar t\u0259klif ed\u0259 bil\u0259r, lakin yaln\u0131z m\u0259lumatlar\u0131n idar\u0259 edilm\u0259sin\u0259 \u00fcst\u00fcnl\u00fck verildiyi t\u0259qdird\u0259. H\u00f6kum\u0259tl\u0259rin x\u0259b\u0259rdarl\u0131\u011f\u0131na m\u0259h\u0259l qoymayan istehsal\u00e7\u0131 \u00fc\u00e7\u00fcn c\u0259rim\u0259l\u0259r, reputasiya itkisi v\u0259 n\u0259tic\u0259d\u0259 biznes u\u011fursuzlu\u011fu kimi baha ba\u015fa g\u0259l\u0259c\u0259k.<\/p>\n

Riskd\u0259n qa\u00e7maq \u00fc\u00e7\u00fcn istehsal\u00e7\u0131lar \u00f6z m\u00fc\u0259ssis\u0259l\u0259ri \u00fczr\u0259 m\u0259lumatlar\u0131n idar\u0259 edilm\u0259si \u00fc\u00e7\u00fcn ayd\u0131n siyas\u0259tl\u0259ri, prosedurlar\u0131 v\u0259 m\u0259suliyy\u0259tl\u0259ri m\u00fc\u0259yy\u0259n ed\u0259n g\u00fccl\u00fc m\u0259lumat idar\u0259etm\u0259 t\u0259m\u0259lin\u0259 malik olmal\u0131d\u0131rlar.<\/p>\n

Davaml\u0131 istehsalda m\u0259lumatlar\u0131n m\u0259xfiliyinin v\u0259 t\u0259hl\u00fck\u0259sizliyinin g\u0259l\u0259c\u0259yi<\/h2>\n

\u0130stehsalat, \u0259n\u0259n\u0259vi olaraq am\u0259hsuldarl\u0131qda qabaqc\u0131l<\/a>, indi g\u00f6r\u00fcnm\u0259mi\u015f h\u0259cmd\u0259 b\u00f6y\u00fck m\u0259lumat v\u0259 \u0259h\u0259miyy\u0259tli qazanc v\u0259dl\u0259ri ver\u0259c\u0259k S\u0259naye 4.0 d\u00f6vr\u00fcn\u0259 q\u0259d\u0259m qoyur. Bununla bel\u0259, s\u0259nayenin geni\u015fl\u0259ndirilmi\u015f t\u0259chizat z\u0259ncirl\u0259rini \u00f6z\u00fcnd\u0259 \u0259ks etdir\u0259n qlobal f\u0259aliyy\u0259t\u0259 \u00e7evrilm\u0259si il\u0259 risk faktoru da artd\u0131.<\/p>\n

M\u0259lumatlar\u0131n m\u0259xfiliyi v\u0259 t\u0259hl\u00fck\u0259sizliyi istehsal\u0131n ESG d\u0259y\u0259rl\u0259rini v\u0259 davaml\u0131l\u0131q t\u0259cr\u00fcb\u0259l\u0259rini v\u0259 t\u0259\u015f\u0259bb\u00fcsl\u0259rini daxil etm\u0259k \u00fc\u00e7\u00fcn transformasiyas\u0131nda \u0259sas rol oynayacaq. \u0130stehsal\u00e7\u0131lar buna cavab olaraq m\u0259lumatlar\u0131n m\u00fchafiz\u0259si texnologiyalar\u0131na d\u0259rhal s\u0259rmay\u0259 qoymal\u0131 v\u0259 qabaqc\u0131l yana\u015fma t\u0259tbiq etm\u0259lidirl\u0259r, \u00e7\u00fcnki dayan\u0131ql\u0131 istehsal\u0131n g\u0259l\u0259c\u0259yi bir add\u0131m \u00f6nd\u0259 dayana bil\u0259n v\u0259 onlar\u0131n t\u0259hl\u00fck\u0259sizliyini v\u0259 m\u0259xfiliyini t\u0259min etm\u0259kl\u0259 yana\u015f\u0131, m\u0259lumatlar\u0131ndan s\u0259m\u0259r\u0259li istifad\u0259 ed\u0259 bil\u0259nl\u0259r t\u0259r\u0259find\u0259n dizayn edil\u0259c\u0259k. Bunu nec\u0259 ed\u0259c\u0259yinizi \u00f6yr\u0259nm\u0259k \u00fc\u00e7\u00fcn missiyam\u0131z haqq\u0131nda daha \u00e7ox m\u0259lumat \u0259ld\u0259 edinburada<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"

Industry 4.0 is widely recognised to have originated in 2011, and now, after over ten years, the manufacturing sector is well and truly in the midst of a data-driven revolution. According to a\u202fWorld Economic Forum\u202fwhitepaper, Industry 4.0 will spur enterprises to join forces in interconnected value networks to leverage data and analytics applications to fuel […]<\/p>\n","protected":false},"author":3,"featured_media":35223,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[17],"tags":[92,106,22,27,107],"class_list":["post-25129","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-thought-leadership","tag-cybersecurity","tag-data-privacy","tag-digital-transformation","tag-mainspotlight","tag-security"],"acf":{"topic":"cybersecurity"},"_links":{"self":[{"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/posts\/25129","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=25129"}],"version-history":[{"count":3,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/posts\/25129\/revisions"}],"predecessor-version":[{"id":37887,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/posts\/25129\/revisions\/37887"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/media\/35223"}],"wp:attachment":[{"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/media?parent=25129"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/categories?post=25129"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/tags?post=25129"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}