{"id":25909,"date":"2024-04-21T17:20:22","date_gmt":"2024-04-21T09:20:22","guid":{"rendered":"https:\/\/incit.org\/?p=25909"},"modified":"2025-04-14T21:54:50","modified_gmt":"2025-04-14T13:54:50","slug":"safeguarding-data-in-the-age-of-smart-manufacturing","status":"publish","type":"post","link":"https:\/\/incit.org\/az\/thought-leadership\/safeguarding-data-in-the-age-of-smart-manufacturing\/","title":{"rendered":"A\u011f\u0131ll\u0131 istehsal d\u00f6vr\u00fcnd\u0259 m\u0259lumatlar\u0131n qorunmas\u0131"},"content":{"rendered":"

A\u011f\u0131ll\u0131 istehsal v\u0259 a\u011f\u0131ll\u0131 fabrikl\u0259rin qurulmas\u0131 d\u00f6vr\u00fc, bildiyimiz kimi istehsal\u0131 d\u0259yi\u015fdirir. S\u0259naye 4.0, s\u00fcni intellekt (AI), ma\u015f\u0131n \u00f6yr\u0259nm\u0259si (ML) v\u0259 \u018f\u015fyalar\u0131n \u0130nterneti (IoT) t\u0259r\u0259find\u0259n d\u0259st\u0259kl\u0259n\u0259n g\u00fccl\u00fc vasit\u0259l\u0259rin s\u00fcr\u0259tl\u0259 m\u0259nims\u0259nilm\u0259sini t\u0259min etdi, bu da daha \u00e7ox optimalla\u015fd\u0131rma v\u0259 avtomatla\u015fd\u0131rma il\u0259 n\u0259tic\u0259l\u0259ndi, h\u0259m d\u0259 b\u00f6y\u00fck h\u0259cmd\u0259 m\u0259lumat. Bu yeni m\u0259lumat s\u0259viyy\u0259sinin idar\u0259 edilm\u0259sini h\u0259ll etm\u0259k \u00fc\u00e7\u00fcn, Gartner<\/a> istehsal\u00e7\u0131lar\u0131n 40 faizi v\u0259 ya daha \u00e7oxunun 2025-ci il\u0259 q\u0259d\u0259r r\u0259q\u0259msal biznes m\u0259qs\u0259dl\u0259rin\u0259 v\u0259 m\u0259lumatlar\u0131n transformasiyas\u0131 s\u0259yah\u0259tin\u0259 k\u00f6m\u0259k etm\u0259k \u00fc\u00e7\u00fcn m\u00fcasir m\u0259lumat keyfiyy\u0259ti (DQ) h\u0259ll\u0259rini inteqrasiya ed\u0259c\u0259yini bildirdi. Bununla bel\u0259, m\u0259lumat ax\u0131n\u0131 il\u0259 istehsal\u00e7\u0131lar riskl\u0259rin azald\u0131lmas\u0131n\u0131 v\u0259 m\u0259lumatlar\u0131n qorunmas\u0131n\u0131 t\u0259min etm\u0259lidirl\u0259r.<\/p>\n

Materialize \u015firk\u0259tinin \u015eimali Amerika \u00fczr\u0259 vitse-prezidenti v\u0259 ba\u015f meneceri deyir: "\u018flav\u0259 istehsalda v\u0259 ehtimal ki, \u00fcmumilikd\u0259 istehsalda, r\u0259q\u0259msalla\u015fd\u0131qca, i\u015f ax\u0131nlar\u0131 v\u0259 m\u0259lumatlar daxilind\u0259 sui-istifad\u0259 \u00fc\u00e7\u00fcn bir o q\u0259d\u0259r \u00e7ox imkan var" Bryan Crutchfield<\/a>.<\/p>\n

\u0130stehsal sektoru r\u0259q\u0259msal texnologiyalar\u0131n m\u0259nims\u0259nilm\u0259si, qlobal bazarlara geni\u015fl\u0259nm\u0259si v\u0259 bulud \u0259sasl\u0131 h\u0259ll\u0259rd\u0259n istifad\u0259 etm\u0259kl\u0259 transformasiyaya u\u011frayark\u0259n, s\u0259naye bu \u0259sas sual\u0131 h\u0259ll etm\u0259lidir: T\u0259kc\u0259 r\u0259q\u0259msal komponentl\u0259ri deyil, b\u00fct\u00fcn istehsal ekosisteminin yeni yaranan riskl\u0259r\u0259 qar\u015f\u0131 \u00fcmumi h\u0259ssasl\u0131\u011f\u0131 n\u0259dir?<\/p>\n

Artan m\u0259lumat miqdar\u0131 m\u0259lumatlar\u0131n pozulmas\u0131na v\u0259 z\u0259iflikl\u0259r\u0259 s\u0259b\u0259b olur<\/h2>\n

A\u011f\u0131ll\u0131 istehsal istehsal imkanlar\u0131n\u0131 \u0259h\u0259miyy\u0259tli d\u0259r\u0259c\u0259d\u0259 t\u0259kmill\u0259\u015fdir\u0259r\u0259k s\u0259m\u0259r\u0259liliyi v\u0259 f\u0259rdil\u0259\u015fdirm\u0259ni art\u0131r\u0131r. Halbuki \u0259n\u0259n\u0259vi istehsal istehsal detallar\u0131 haqq\u0131nda geni\u015f m\u0259lumat toplanmas\u0131 t\u0259l\u0259b edir Forbes<\/a>, \u018f\u015fyalar\u0131n S\u0259naye \u0130nterneti (IIoT) kimi yeni innovativ vasit\u0259l\u0259rin birl\u0259\u015fdirilm\u0259si m\u0259lumatlar\u0131n avtomatik, real vaxtda toplanmas\u0131na k\u00f6m\u0259k etm\u0259kl\u0259, \u0259l il\u0259 daxil olman\u0131n \u00e7\u0259tin prosesini aradan qald\u0131raraq v\u0259 s\u0259hvl\u0259ri azaltmaqla bunu \u0259h\u0259miyy\u0259tli d\u0259r\u0259c\u0259d\u0259 d\u0259yi\u015f\u0259 bil\u0259r. \u018flav\u0259 olaraq, \u0130stehsalat \u0130cra Sisteml\u0259ri (MES) bu m\u0259lumatlar\u0131 toplay\u0131r v\u0259 \u015f\u0259rh edir, \u0259m\u0259liyyat effektivliyini v\u0259 q\u0259rar q\u0259buletm\u0259 prosesl\u0259rini optimalla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn onlar\u0131 m\u00fc\u0259ssis\u0259 resurs planlamas\u0131 (ERP) kimi biznes s\u0259viyy\u0259li sisteml\u0259rl\u0259 \u0259laq\u0259l\u0259ndirir.<\/p>\n

M\u00f6vcud istehsal m\u0259nz\u0259r\u0259sini n\u0259z\u0259r\u0259 alsaq, m\u0259lumatlar\u0131n pozulmas\u0131n\u0131n \u0259n \u00fcmumi s\u0259b\u0259bl\u0259rind\u0259n b\u0259zil\u0259ri hans\u0131lard\u0131r? R\u0259q\u0259msal inteqrasiyan\u0131n y\u00fcks\u0259li\u015fi istehsal \u0259m\u0259liyyatlar\u0131 \u00fc\u00e7\u00fcn vacib olan \u0259m\u0259liyyat texnologiyas\u0131 (OT) sisteml\u0259rini artan kibert\u0259hl\u00fck\u0259sizlik t\u0259hdidl\u0259rin\u0259 m\u0259ruz qoyub. Bundan \u0259lav\u0259, Kibert\u0259hl\u00fck\u0259sizlik v\u0259 \u0130nfrastruktur T\u0259hl\u00fck\u0259sizliyi Agentliyi (CISA) bununla ba\u011fl\u0131 m\u0259lumat yay\u0131b 1200 t\u0259hl\u00fck\u0259sizlik z\u0259ifliyi<\/a> \u00e7oxsayl\u0131 istehsal\u00e7\u0131lar\u0131n OT sisteml\u0259ri aras\u0131nda v\u0259 bu texnologiyalar\u0131n geni\u015fl\u0259n\u0259n r\u0259q\u0259msal izi g\u00fccl\u00fc kibert\u0259hl\u00fck\u0259sizlik t\u0259dbirl\u0259rin\u0259 k\u0259skin ehtiyac\u0131 vur\u011fulay\u0131r.<\/p>\n

\u0130stehsalda maliyy\u0259 t\u0259siri v\u0259 m\u0259lumatlar\u0131n pozulmas\u0131 hallar\u0131<\/h2>\n

Kibert\u0259hl\u00fck\u0259sizlik, t\u0259hl\u00fck\u0259 alt\u0131nda olan bir \u00e7ox lider \u00fc\u00e7\u00fcn \u0259n vacib m\u0259s\u0259l\u0259dir v\u0259 m\u0259lumatlar\u0131n z\u0259r\u0259rli h\u00fccumlardan qorunmas\u0131n\u0131 d\u00fcnyan\u0131n b\u00fct\u00fcn biznes sektorlar\u0131nda artan narahatl\u0131\u011fa \u00e7evirir. Bununla bel\u0259, istehsal sektoru x\u00fcsusil\u0259 y\u00fcks\u0259k risk alt\u0131ndad\u0131r v\u0259 \u0259n qlobal kiberh\u00fccumlara r\u0259hb\u0259rlik edir (t\u0259xmin\u0259n 25 faiz<\/a>).<\/p>\n

Qlobal s\u0259naye sektoru, o c\u00fcml\u0259d\u0259n istehsal seqmenti bax\u0131m\u0131ndan, 2023-c\u00fc ild\u0259 orta m\u0259lumat pozuntusu il\u0259 \u0259h\u0259miyy\u0259tli bir art\u0131m oldu. US$4,73 milyon<\/a>, 2022-ci ild\u0259 $4,47 milyon AB\u015e dollar\u0131ndan \u00e7ox idi. M\u00fc\u0259ssis\u0259l\u0259rini qorumaq \u00fc\u00e7\u00fcn IBM-in son sor\u011fusu g\u00f6st\u0259rdi ki, liderl\u0259rin 51 faizi t\u0259hl\u00fck\u0259sizlik s\u0259rmay\u0259l\u0259rini art\u0131racaqlar\u0131n\u0131 bildirib. IBM-in m\u0259lumatlar\u0131 g\u00f6st\u0259rir ki, $1,76 milyon AB\u015e dollar\u0131 t\u0259hl\u00fck\u0259sizlik s\u00fcni intellekt v\u0259 avtomatla\u015fd\u0131rmadan geni\u015f \u015f\u0259kild\u0259 istifad\u0259 ed\u0259n firmalar \u00fc\u00e7\u00fcn istifad\u0259 etm\u0259y\u0259nl\u0259rl\u0259 m\u00fcqayis\u0259d\u0259 orta q\u0259na\u0259tdir.<\/p>\n

U\u011furlu istehsalat kibert\u0259hl\u00fck\u0259sizlik \u00e7\u0259r\u00e7iv\u0259sinin qurulmas\u0131 \u00fc\u00e7\u00fcn add\u0131mlar<\/h2>\n

a g\u00f6r\u0259 Deloitte hesabat\u0131<\/a>, t\u0259\u015fkilatlar m\u00f6hk\u0259m v\u0259 s\u0259m\u0259r\u0259li istehsalat kibert\u0259hl\u00fck\u0259sizlik proqram\u0131na nail olmaq \u00fc\u00e7\u00fcn bu add\u0131mlar\u0131 atmal\u0131d\u0131r:<\/p>\n

    \n
  1. Kibert\u0259hl\u00fck\u0259sizlik prosesinizi v\u0259 yetkinliyinizi qiym\u0259tl\u0259ndirin<\/strong>: Kibert\u0259hl\u00fck\u0259sizlik \u00fczr\u0259 yetkinlik qiym\u0259tl\u0259ndirm\u0259sinin tamamlanmas\u0131n\u0131 t\u0259min edin.<\/li>\n
  2. T\u0259hl\u00fck\u0259sizlik proqram\u0131n\u0131n haz\u0131rlanmas\u0131<\/strong>: OT-nin n\u0259z\u0259r\u0259 al\u0131nmas\u0131n\u0131 ehtiva ed\u0259n r\u0259smi kibert\u0259hl\u00fck\u0259sizlik idar\u0259\u00e7iliyi dizayn\u0131n\u0131 m\u00fc\u0259yy\u0259nl\u0259\u015fdirin.<\/li>\n
  3. F\u0259aliyy\u0259tl\u0259r\u0259 \u00fcst\u00fcnl\u00fck verin<\/strong>: Kibert\u0259hl\u00fck\u0259sizlik t\u0259dbirl\u0259rini y\u00fcks\u0259ld\u0259c\u0259k \u0259n vacib t\u0259dbirl\u0259ri s\u0131ralay\u0131n.<\/li>\n
  4. T\u0259hl\u00fck\u0259sizlik tam \u015f\u0259kild\u0259 daxil edilm\u0259lidir<\/strong>: \u00c7\u0259r\u00e7iv\u0259nizin daxili t\u0259hl\u00fck\u0259sizliyin\u0259 malik oldu\u011fundan \u0259min olun.<\/li>\n<\/ol>\n

    G\u0259l\u0259n istehsal metaverse \u00fc\u00e7\u00fcn haz\u0131rlay\u0131n<\/h2>\n

    Metaverse qaranl\u0131q bir futuristik termin kimi s\u0259sl\u0259n\u0259 bil\u0259r, lakin istehsal s\u0259nayesi, b\u00fct\u00fcn hesablara g\u00f6r\u0259, s\u0259naye metaversenin h\u0259yata ke\u00e7irilm\u0259si \u00fc\u00e7\u00fcn \u00e7ox uy\u011fundur. Metaversenin innovativ r\u0259q\u0259msal arxitekturas\u0131 a\u011f\u0131ll\u0131 istehsal prosesl\u0259rini simulyasiya etm\u0259k \u00fc\u00e7\u00fcn t\u0259hl\u00fck\u0259siz sandbox ekosistemin\u0259 malikdir v\u0259 real d\u00fcnya sisteml\u0259rini t\u0259hdidl\u0259r\u0259 a\u00e7madan blok\u00e7eyn texnologiyas\u0131 v\u0259 m\u0259rk\u0259zl\u0259\u015fdirilm\u0259mi\u015f m\u0259lumatlar\u0131n idar\u0259 edilm\u0259si kimi al\u0259tl\u0259ri birl\u0259\u015fdirm\u0259y\u0259 imkan verir.<\/p>\n

    Bu yax\u0131nlarda sor\u011fuda i\u015ftirak ed\u0259n r\u0259hb\u0259rl\u0259rin y\u00fczd\u0259 70-d\u0259n \u00e7oxu Deloitte t\u0259dqiqat\u0131<\/a> yax\u0131n be\u015f ild\u0259 s\u0259naye metaversenin istehsal s\u0259nayesind\u0259 artan bir q\u0259bul nisb\u0259tin\u0259 sahib olaca\u011f\u0131n\u0131 g\u00f6st\u0259rdi. D\u00f6rdd\u0259 \u00fc\u00e7\u00fcnd\u0259n \u00e7oxu (80 faiz) \u0259min olduqlar\u0131n\u0131 s\u00f6yl\u0259dil\u0259r ki, metaverse dizayn, t\u0259dqiqat v\u0259 inki\u015faf (R&D) v\u0259 innovasiyalar\u0131 \u0259b\u0259di d\u0259yi\u015f\u0259c\u0259k v\u0259 yeni m\u0259hsul taktikalar\u0131n\u0131n t\u0259tbiqini asanla\u015fd\u0131racaq.<\/p>\n

    Dayan\u0131ql\u0131 a\u011f\u0131ll\u0131 istehsal ekosisteminin qurulmas\u0131<\/h2>\n

    \u0130nki\u015faf etm\u0259kd\u0259 olan texnologiyalar\u0131n v\u0259 yeni r\u0259q\u0259msal arxitekturalar\u0131n birl\u0259\u015fdirilm\u0259sind\u0259n \u0259lav\u0259, istehsal\u00e7\u0131lara x\u00fcsusil\u0259 t\u0259hl\u00fck\u0259siz \u0130T (\u0130nformasiya Texnologiyalar\u0131) v\u0259 OT (\u018fm\u0259liyyat Texnologiyalar\u0131) komandalar\u0131nda \u0259m\u0259kda\u015fl\u0131q m\u0259d\u0259niyy\u0259tini qurmaq v\u0259 inki\u015faf etdirm\u0259k tap\u015f\u0131r\u0131l\u0131b.<\/p>\n

    R\u0259q\u0259msal transformasiyan\u0131n y\u00fcks\u0259li\u015fi v\u0259 \u018f\u015fyalar\u0131n \u0130nternetinin (IoT) istehsalda geni\u015f yay\u0131lmas\u0131 il\u0259 \u0130T v\u0259 OT s\u0259yl\u0259ri tez-tez t\u0259hl\u00fck\u0259sizliyin h\u0259yata ke\u00e7irilm\u0259si vasit\u0259sil\u0259 birl\u0259\u015fir v\u0259 bu k\u0259si\u015fm\u0259 i\u015f ax\u0131n\u0131n\u0131 asanla\u015fd\u0131r\u0131r, x\u0259rcl\u0259ri azald\u0131r, h\u0259m d\u0259 \u0259lav\u0259 t\u0259hl\u00fck\u0259sizlik riskl\u0259ri yarad\u0131r. Bu m\u00fcr\u0259kk\u0259bliyi idar\u0259 etm\u0259k \u00fc\u00e7\u00fcn m\u00fc\u0259ssis\u0259l\u0259r \u0130T v\u0259 OT-nin ah\u0259ngdar birlikd\u0259 birlikd\u0259 olmas\u0131n\u0131 v\u0259 se\u00e7ilmi\u015f h\u0259ll\u0259rin t\u0259hl\u00fck\u0259sizlik t\u0259dbirl\u0259ri il\u0259 s\u0259m\u0259r\u0259liliyin \u0259ld\u0259 edilm\u0259si balans\u0131n\u0131 t\u0259min etm\u0259sini t\u0259min etm\u0259lidir.<\/p>\n

    \u0130stehsalatda m\u0259lumatlar\u0131n qorunmas\u0131n\u0131n g\u0259l\u0259c\u0259yi<\/h2>\n

    \u0130stehsal\u00e7\u0131lar d\u0259yi\u015fiklik u\u00e7urumunda dayan\u0131rlar v\u0259 bu g\u00fcn q\u0259bul etdikl\u0259ri q\u0259rarlar g\u0259l\u0259c\u0259k biznes\u0259 t\u0259sir g\u00f6st\u0259r\u0259r\u0259k kibert\u0259hl\u00fck\u0259sizliyi 2024-c\u00fc ilin v\u0259 sonrak\u0131 ilin \u0259n b\u00f6y\u00fck probleml\u0259rind\u0259n v\u0259 prioritetl\u0259rind\u0259n birin\u0259 \u00e7evir\u0259c\u0259k. \u0130stehsalda riskin miqdar\u0131na qar\u015f\u0131 \u00e7\u0131xmaq \u00fc\u00e7\u00fcn m\u0259lumatlar\u0131n qorunmas\u0131 he\u00e7 vaxt bu q\u0259d\u0259r kritik olmam\u0131\u015fd\u0131 v\u0259 istehsal\u00e7\u0131lar\u0131n q\u0259bul etdiyi strategiyalar h\u0259rt\u0259r\u0259fli v\u0259 \u00e7ox\u015fax\u0259li olmal\u0131d\u0131r.<\/p>\n

    S\u0259naye 4.0 inki\u015faf etm\u0259y\u0259 davam etdikc\u0259, istehsal\u00e7\u0131lar m\u0259hsuldarl\u0131q \u00fc\u00e7\u00fcn m\u0259lumatlar\u0131n istifad\u0259si il\u0259 t\u0259hl\u00fck\u0259sizlik v\u0259 t\u0259hl\u00fck\u0259sizlik t\u0259dbirl\u0259ri vasit\u0259sil\u0259 onlar\u0131 qorumaq aras\u0131nda tarazl\u0131q tapmal\u0131d\u0131rlar. H\u0259qiq\u0259t\u0259n innovativ, davaml\u0131 istehsal\u00e7\u0131ya \u00e7evrilm\u0259k \u00fc\u00e7\u00fcn d\u0259qiq m\u0259lumatlar liderl\u0259r\u0259 bo\u015flu\u011fu aradan qald\u0131rma\u011fa k\u00f6m\u0259k ed\u0259 bil\u0259r, lakin a\u011f\u0131ll\u0131 al\u0259tl\u0259r v\u0259 \u00e7\u0259r\u00e7iv\u0259l\u0259r, m\u0259s\u0259l\u0259n \u0130stehlak\u00e7\u0131 Davaml\u0131l\u0131q S\u0259nayesi Haz\u0131rl\u0131q \u0130ndeksi (COSIRI)<\/a>, onlar\u0131n \u018ftraf M\u00fchit, sosial v\u0259 idar\u0259etm\u0259 (ESG) s\u0259yah\u0259tl\u0259rini s\u00fcr\u0259tl\u0259ndirm\u0259k \u00fc\u00e7\u00fcn anlay\u0131\u015flar\u0131 a\u00e7ma\u011fa qadir olan bir aktivd\u0259n daha \u00e7ox ola bil\u0259r.<\/p>","protected":false},"excerpt":{"rendered":"

    The era of smart manufacturing and building intelligent factories is transforming manufacturing as we know it. Industry 4.0 has brought on the swift adoption of powerful tools aided by artificial intelligence (AI), machine learning (ML), and the Internet of Things (IoT), which has resulted in greater optimisation, and automation but also a large amount of […]<\/p>\n","protected":false},"author":3,"featured_media":35218,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[17],"tags":[109,110,103,44],"class_list":["post-25909","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-thought-leadership","tag-artificial-intelligence","tag-safeguard","tag-smart-manufacturing","tag-spotlight"],"acf":{"topic":"cybersecurity"},"_links":{"self":[{"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/posts\/25909","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=25909"}],"version-history":[{"count":1,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/posts\/25909\/revisions"}],"predecessor-version":[{"id":35219,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/posts\/25909\/revisions\/35219"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/media\/35218"}],"wp:attachment":[{"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/media?parent=25909"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/categories?post=25909"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/incit.org\/az\/wp-json\/wp\/v2\/tags?post=25909"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}