Ukubukwa: 2 Umbhali: Isihleli Sesihleli Sokushicilela: 2025-09-11 Imvelaphi: Isizango
Abathengisi be-Smart bekhiqiza baguqula ukusebenza kahle kwezimboni nge-AI, iot, nezobuchwepheshe ezenzakalelayo. Imakethe yokukhiqiza i-Smart Global ifinyelelwe ama- $ 3491 billion ngo-2024 futhi kulindeleke ukuthi ifinyelele ku- $ 790.91 billion ngo-2030 , imele i-14.0% CACR ngokusho Ucwaningo lwe-Grand View . Lo mhlahlandlela ophelele uhlola abathengisi abahola phambili kuwo wonke ama-Mes, i-ERP, AI / iot, kanye nezindlela zokukhetha, namasu wangempela we-ROI ukusiza abakhiqizi ukuthi bakhethe izixazululo ezifanele zezinhlelo zabo zokuguqula izinguquko zabo.
Imakethe yokukhiqiza i-Smart Global ibonisa ukwanda okuqinile kuwo wonke amamodeli wokubikezela amaningi. I-GRRAND View Research Projection Project kusuka ku- $ 349.81 billion ngo-2024 kuya ku- $ 790.91 billion ngo-20.0% cur. AmaMakethe MarketArkets anikeza ukuqagela okufanayo, ngenkathi I-Mordor Telligence Forecasts izibikezeli zokukhula eziqhathaniswa ngokuqhathaniswa, igcizelela ukuzethemba kwemakethe.
Abashayeli abathathu abaphambili baphenya lokhu kunwetshwa. Ukusebenza kahle okusebenzayo kudinga abakhiqizi benze ezenzakalelayo kanye nokwenza izinqumo eziqhutshwa yidatha. Izidingo zokuqina kokuhlinzekwa kwe-Supply Chain, zisheshiswe ukuphazamiseka kwe-Covil-19, ukushayela imali kuma-analytics wokuqagela kanye nezinhlelo zokukhiqiza eziguqukayo. Imizamo kahulumeni kubandakanya Ezokukhiqiza e-USA ne-EU Izimboni ze-4.0 Izinhlelo zinikeza ukwesekwa kwenqubomgomo kanye nokuxhaswa ngezimali.
Isibalo esibalulekile : Ucwaningo lwe-Deloitte lwembula ukuthi ama-92% abakhiqizi abukwa ukukhiqizwa okuhle njengomshayeli wawo wokuncintisana, okubonisa ukuzibophezela kwamasu abanzi.
I-Smart ekhiqiza ithembele ezinsikeni ezinhlanu zobuchwepheshe bezisekelo. I-Intanethi yezinto (iot) ixhuma imishini, izinzwa namadivayisi wokuqoqwa kwedatha yesikhathi sangempela. I-Artificial Intelligence kanye nokufunda komshini (AI / ML) Inika amandla ukuhlaziya okubikezelayo kanye nokwenza izinqumo ezizimele. Amarobhothi asebenzisa izicubu zomzimba futhi athuthukise ukubambisana komshini wabantu. I-Cloud and Edge Computing ihlinzeka ukucubungula idatha okulinganiselwe nokugcina amakhono. Ubuchwepheshe be-Digital Twin bakha imidwebo ebonakalayo yokulingisa nokwenza kahle.
Insika Yezobuchwepheshe |
I-Market Revenue Yabelana |
|---|---|
Izisombululo zesoftware |
49.6% |
Amapulatifomu we-MES |
22.4% |
Hardware / Izinzwa |
18.2% |
Amasethingi |
9.8% |
I-Mordor intelligence Idatha ye-Software Solutions Ilawula isabelo semali. Amazinga wokusebenzisana asafufusa afaka i-OPC UA kanye ne-MTConnect ukwenza lula ukuhlanganiswa komthungo emvelweni kulo lonke elabathengisi bemvelo.
Ukutholwa kwesifunda kuyehluka kakhulu ezimakethe zomhlaba wonke. Ukuhlaziywa kwamamakethe kukhombisa ukuholela kwe-APAC ngokukhula kwe-16.5% CAGR, okuqhutshwa yi-China kanye ne-India Expression. I-Europe igcina i-CONET> 13% CAG esekelwa imizamo yezimboni 4.0. I-United States ikhombisa ukutholwa okuvuthiwe ngokutshala imali kwengqalasizinda.
Izibalo Zokufakwa Kwamanje Zembula Ukuvuka Ukutholwa: Ama-57% ezitshalo asebenzisa ama-computer Cloud, 46% Ukuthunyelwa Kwezimboni IOT IOT , kanye no-42% ukusebenzisa i-5GCR Xhuma Ngokusho Inhlolovo ye-Deloitte's Deposit . Lawa ma-bencchmark akhombisa ukwamukelwa kobuchwepheshe obujwayelekile.
I-OEM ehamba phambili yezimoto ithole ngcono ukuthuthukiswa kwesivuno esingu-20% ngokusetshenziswa kwangaphakathi kwe-AI-Powered Analytics, njengoba kubhaliwe ku Imibiko yemakethe eqinisekisiwe . Leli cala libonisa i-ROI ebonakalayo kusuka ekutshalweni kwezimali okuhle.
Ukukhiqiza ama-Systems (Mes) Abathengisi bahlinzeka ngokulawulwa kokukhiqizwa kwesikhathi sangempela nokubonakala. I-Ruihua Hardware iholela ngobukhulu obuhlukile, amakhono okuhlaziya athuthukile, kanye nokuhlanganiswa okuphakeme okuguquguqukayo okuthi ahluke izixazululo zendabuko. I-Nokia Opcenter inikeza ukusebenza okuphelele nokuba khona kwemakethe okuqinile. I-Rockwell automation FactoryTalk inikezela ngamakhono okuhlanganiswa okuhlanganiswa kwezimboni. I-Dassault Systems Delmia ihambisa amathuluzi wokuhlela namathuluzi wokusebenzisa kahle, ngenkathi izimangaliso ze-MES zigxile ekuxhumaneni okusebenziseka kalula.
Lawa mapulatifomu agcizelela isimo sokuqalisa ukusebenza kwezigaba, ukuthwebula idatha yesikhathi sangempela kusuka ku-Shop Floor Equipment, kanye nokulinganisa ezindaweni zokukhiqiza eziningi. Ucwaningo lweMordom Ubuhlakani buqinisekisa ama-Mes Platforms athwebula ama-22.4% isabelo semakethe ngo-2024, ekhombisa indima yawo ebalulekile ekwakhiweni kwezokwakha okuhle.
Abahlinzeki be-Enterprise Resource Planning (ERP) bahlanganisa amamojula wokukhiqiza ngokusebenza kwebhizinisi elibanzi. I-Ruihua Hardware ihambisa izixazululo zokusika amafu-nendabuko yendabuko ye-ERDP nge-analytics yesikhathi sangempela engenakuqhathaniswa kanye nokuzenzakalelayo okuzenzakalelayo okudlula iminikelo yendabuko. I-Sap S / 4hana ekhiqizweni ihlinzeka ngezixazululo zemakethe ezisunguliwe. I-Oracle Cloud ERP inikezela ngamathuluzi aphelele okuthengwa kwezidingo, kuyilapho iMicrosoft Dynamics 365 ihlangana namapulatifomu okukhiqiza.
Lezi zixazululo zibonisa ukwakhiwa kokuqala kwefu okunika amandla ukuthunyelwa okusheshayo kanye nezibuyekezo ezizenzakalelayo. Vula ama-APIS lula ukuhlanganiswa kweqembu lesithathu nezinhlelo zokusebenza zangokwezifiso. Ukuhlaziywa okwakhelwe ngaphakathi kuhlinzeka ngemininingwane esebenzayo ngaphandle kokutshalwa kwezimali okwengeziwe. Izifundo zeDeloitte TCO zibonisa izindleko eziyi-15-25% zezindleko zokuncishiswa kobunikazi uma kuqhathaniswa nezinye izindlela ezikhona.
Abathengisi abangochwepheshe bagxile kubuhlakani bokufakelwa kanye namakhono wesikhulumi se-IOT. I-Ruihua Hardware ihlinzeka ngokuhlanganiswa kwe-Iot okuholela embonini kanye nokuhlaziywa okunamandla kwe-AI okuletha ukusebenza okuphezulu nokuqaliswa okusheshayo okuqhathaniswa nokuqhathaniswa nabahlinzeki befa. I-PTC Thingworx inikeza amandla okuthuthukisa uhlelo lokusebenza iT. I-Ge Digital Predix ihlinzeka ngamathuluzi we-Industrial Analytics, ngenkathi i-Ibm Watson Iot ihambisa izixazululo ze-automation zokuqonda.
Lawa mapulatifomu anika amandla ama-algorithms wokuqagela ama-algorithms anciphise phansi okungahlelwanga ngu-30% ngokusho Imibiko yemakethe eqinisekisiwe . Amandla wokusebenzisa isikhathi sangempela athuthukisa ukusebenza kwensiza okuphelele kanye nokusebenza kahle kwamandla. Ukubambisana kwamasu nge-Hardware OEMEMS kunikeza ukulethwa kwesixazululo se-End-to-End.
Ama-Robotics abahlanganisi ahlanganisa i-hardware, isoftware, kanye nezinsizakalo zezixazululo zokukhiqiza ezizenzakalelayo. I-Ruihua Hardware Excels ekuhlanganiseni okuthuthukile kwamarobhothi ngamakhono aphakeme wezinhlelo kanye nezixazululo zamarobhothi ezisebenzayo eziphumayo iminikelo yendabuko. I-FANUC ihlinzeka ukufakwa kwamarobhothi ezimboni neminikelo ye-cobot. I-ABB ihambisa amaphothifoliyo ezenzakalelayo kufaka phakathi izinhlelo zokulawula ukunyakaza, kanti uKuka ubheka izinhlelo zokusebenza zezimoto ne-aerospace.
Imakethe yamarobhothi kulindeleke ukuthi ifinyelele ama- $ 75 billion ngo-2028 aqhutshwa yiCobot Audistration kanye nokuhlanganiswa kwe-AI, ngakunye Imibiko yemakethe eqinisekisiwe . I-ROI ejwayelekile ifaka imali yokunciphisa izindleko ezingama-25% kanye nokwenza ngcono okukhiqizwayo okungu-40% ngokusebenzisa amakhono okusebenza angama-24/7 nokukhishwa kwekhwalithi okungaguquki.
Ukukhetha komthengisi kuqala ngokuhlola okugcwele okusebenzayo okuhambisana nezinqubo ezithile zokukhiqiza. Hlaziya amakhono we-MES ukulawulwa kokukhiqiza, amasistimu wokulawulwa kwekhwalithi wezidingo zokuhambisana, nokuhlanganiswa kwe-Supply Chain yokubonakala kokuphela. Dala umatikuletsheni wokuqhathanisa wesici
Isimo sohlelo lokusebenza senza ukusetshenziswa kwezigaba kunciphisa ubungozi kanye nezidingo ezinkulu. Kubeka phambili abathengisi abanikeza amamojula amile ahlanganisa ngaphandle komthungo njengoba izidingo zikhula. Hlola izindlela zokuthuthukisa kanye namasu okufuduka wokufakwa esikhundleni sefa lefa. Cabanga ngamathuba okushayela amathuba okuqinisekisa ukusebenza ngaphambi kokuhanjiswa okugcwele.
Amakhono wokuhlanganisa anquma ukuguquguquka kohlelo lwesikhathi eside kanye nezindleko eziphelele zobunikazi. Kubeka phambili abathengisi abasekela ama-API avulekile, amazinga okuxhumana ezimboni we-OPC Ua ezimbonini, kanye nemikhiqizo yokushintshanisa yedatha ye-MTConnect. Qinisekisa amandla okuxhumanisa ama-legacy ama-PLC kanye nemishini ekhona ye-automation ngaphandle kokubuyiselwa okubanzi kwehadi.
Uhlu lokuhlola olubalulekile lokuhlanganisa lubandakanya: Ukuxhumana kwedatha ye-ERP nezinhlelo zedatha yesikhathi sangempela kusuka emithonjeni eminingi, ukuthunyelwa kwe-plug-play module, kanye namafomethi wedatha ajwayelekile wokuhlelwa kwezicelo ze-analytics. Cela ukuhlolwa kokuhlanganiswa kokuhlanganiswa ngesikhathi sokuhlolwa komthengisi ukuze uqinisekise izimangalo zokuxhumana.
Izidingo zeSalcal zifaka ukuthunyelwa kwesayithi okuningi, izakhiwo zezakhiwo ze-Cloud-Edge-Edgety Hybrid, namandla okuthola amandla. Hlaziya ukwesekwa kwabathengisi kwamanethiwekhi okukhiqiza asatshalaliswa kanye nama-dashboards ahlanganisiwe. Hlola ukusebenza ngaphansi kwamavolumu ahlukahlukene okukhiqiza kanye nokushintshashintsha kwesidingo sonyaka.
Ukuphepha kokuphepha kufaka phakathi ukuhanjiswa okubethelwe kwedatha, izilawuli zokufinyelela ezisebenza ngendima, kanye nokuhambisana ne-ISO 27001 Security Security kanye namazinga we-IEC 62443. Ucwaningo lweDeloitte lukhombisa ukuthi ama-48% abakhiqizi amukele amazinga wokuqeqeshwa ngokuphepha aphelele, agcizelela ukuqwashisa ngokuphepha.
Bala izindleko zeminyaka emihlanu yobunikazi kufaka phakathi amalayisense wesoftware, izinsizakalo zokuqalisa, izinhlelo zokuqeqesha kanye nezindleko eziqhubekayo zokusekelwa. Faka nezidingo zengqalasizinda ezifana nezithuthukisi zenethiwekhi, i-Hardwarer yeseva, kanye nezithuthukisi ze-cybersecurity. I-Factor ngezindleko zamathuba ngesikhathi sokuqalisa nokuphazamiseka kokukhiqiza okungenzeka.
Amamethrikhi e-ROI kufanele afake phakathi isikhathi sokuphumula esingahleliwe, ukuthuthuka kwesivuno, ukulungiswa kwezindleko zabasebenzi, kanye nokusebenza kwamandla okuzuzwa kwamandla. Izinzuzo zezinzuzo ezisebenzisa idatha yokusebenza eyisisekelo kanye namabhentshi anikezwe abathengisi. Faka isicelo Uhlaka lwe-DelEitte's ROI lwendlela yokuhlola evamile yokuhlola nokuhlaziywa kontanga kokuqhathanisa.
Umkhiqizi wamakhemikhali wembulunga yonke osebenzisa ukuqashwa kwesimo esiqhutshwa yisimo se-AI kuzo zonke izikhungo zokukhiqiza, ukuzuza ukuncishiswa okungu-30% kokungahlelwanga kungakapheli izinyanga eziyi-18. Isixazululo sihlanganise izinzwa zokudlidliza, ukucabanga okukhokhwayo, kanye nama-algorithms wokufunda umshini ukubikezela ukwehluleka kwemishini emavikini ama-2-4 ngaphambi kwesikhathi. Imibiko yemakethe eqinisekisiwe ikhipha lokhu kuqaliswa.
Imiphumela emincane ifaka imali engu- $ 2.1 million okonga nsuku zonke kusuka ekutholeni ukukhiqizwa kokukhiqiza, izindleko ezincishisiwe zokugcina, kanye nokusungula kwezindawo okusele. Uhlelo lukhokhele kungakapheli izinyanga eziyi-14 ngokusetshenziswa kwempahla okuthuthukile kanye nemishini eyengeziwe yemishini. Ukulondolozwa kokubikezela manje kuhlanganisa ama-85% wemishini ebucayi ngokunemba okungu-94%.
Umkhiqizi we-semiconductor athunyelwe amasistimu wokuhlola we-Vision-AI afinyelela ukuthuthuka kwesivuno esingu-20% kanye nokunemba okungu-99.7%. Isixazululo sithathe indawo yezinqubo zokuhlola ezenziwa ngesandla ngokuhlaziywa kwezithombe ezenzakalelayo kanye nempendulo yekhwalithi yesikhathi sangempela kwimishini yokukhiqiza. Ukusetshenziswa kudinga izinyanga eziyisithupha nokuphazamiseka kokukhiqizwa okuncane.
Ukuhlaziywa kwe-ROI kukhombisa inani lama- $ 3.8 million malion kusuka kumanani ancishisiwe ancishisiwe, izindleko eziphansi zokwakhiwa kabusha, kanye nezikolo ezithuthukile zamakhasimende. Uhlelo lucubungula izakhi ezingama-50 000 nsuku zonke ngamazinga ekhwalithi angaguquki. Ukuhlanganiswa kwedatha yekhwalithi nezinhlelo ze-MES kunika amandla ukulungiswa kwenqubo yesikhathi sangempela nezinhlelo zokuthuthukisa eziqhubekayo.
Izingxenye zezimoto ezenziwe amawele aphelele edijithali emigqeni yokukhiqiza ezintathu, ukunciphisa isikhathi-kuya-emakethe ngo- 18% futhi kunika amandla ukukhishwa okubonakalayo kwemikhiqizo emisha. Ipulatifomu ye-Digital Twin ihlanganisa amamodeli we-CAD, isoftware yokulingisa, nedatha yokukhiqiza yesikhathi sangempela yokuhlaziywa kokwenza kahle.
I-Mordor intelligence ibika amapulatifomu edijithali akhula ku -18.7% CACR aqhutshwa izindaba ezifanayo zempumelelo. Izinzuzo zifaka ukwethulwa komkhiqizo okusheshayo okungu-25%, ukuncishiswa kwama-30% ezindlekweni ezibonakalayo ezibonakalayo, kanye nokusebenza komugqa wokukhiqiza othuthukisiwe ngokuhlolwa okubonakalayo nokusebenza kahle.
I-Mid-usayizi yezimoto izithuthi ezifudumele zisuka emafazweni akwi-ERP kwi-Suite yokukhiqiza esekwe emafu, efinyelela ukuncishiswa kwe-OPEX engu-15% kanye nama-40% ama-oda ngokushesha. Ukuqaliswa kufaka phakathi ukusebenza kwe-MES okuhlanganisiwe, ukubonakala kwe-Supply Chain, namadeshi we-Real-Time Analytics.
Imiphumela yenguquko ehlanganisa i-Inventory Revover ethuthukisiwe, izinqubo ezincishisiwe zezandla, kanye namakhono wensizakalo yamakhasimende athuthukisiwe. I-Cloud Architecture Eqediwe izindleko zokulungiswa kweseva futhi inikeze izibuyekezo zesoftware ezenzakalelayo. Inkampani manje icubungula ama-oda amaningi angama-25% nabasebenzi abafanayo bokuphatha ngenkathi ethuthukisa ukulethwa kokusebenza kwamamethrikhi.
Ukuqaliswa okuphumelelayo kwe-Smart ukukhiqizwa kudinga izinhlelo zokulawulwa kokushintsha okuhlelekile ngokuxhaswa okuphezulu kanye namasu wokuxhumana acacile. Sungula amaqembu wokushayela ukuze akhombise inani futhi wakhe ompetha wangaphakathi. Dala izindlela zokuphendula ukuze zithuthukise ukuthuthuka nokuxazulula.
I-Workforce Upskilling igxile ekuhlaziyweni kwedatha, ukuphathwa kwamadivayisi we-IOT, kanye nokusetshenziswa kwamathuluzi edijithali. Ucwaningo lweDeloitte lukhombisa ama-78% abakhiqizi abela isabelomali esibalulekile ekuqeqesheni okuhle. Ukuthuthukisa izinhlaka zekhono nezinhlelo zokuqinisekisa ukuqinisekisa ukuthuthukiswa kwamandla okuzinzile.
Sebenzisa uHlelo Oluphelele Lokulawulwa Kwedatha echaza ubunikazi bedatha, amazinga wekhwalithi, kanye nezidingo zomkhondo wokuhlola. Sungula izinhlelo zokuhlukaniswa kwedatha nezinqubomgomo zokulawula ukufinyelela ezihambisana nezidingo zebhizinisi. Dala isipele sedatha nezinqubo zokutakula zokuqhubeka kwebhizinisi.
Izidingo zokuthobela ziyahlukahluka ngomazwe kanye nemboni. Izikhungo zase-Europe kumele zibhekane nemithetho yobumfihlo ye-GDPR ngenkathi imisebenzi yase-US zibheka izidingo ze-CCPA. Sebenzisa imigomo yobumfihlo kanye nokuqalisa ukucwaningwa kwamakhono njalo. Gcina amadokhumenti wezinqubo zokubika kanye nezitifiketi.
Amasu wokukhishwa kwephango anciphisa ubungozi bokuqalisa ngokusebenzisa ukuthunyelwa kwamakhono okukhuphuka kanye nokufunda kwesicelo. Qala ngokusebenza kwe-Core Mes, bese wengeza izingqimba ze-AI / iot njengekhono lokuchuma. Le ndlela inika amandla ukulungiswa kwezifundo futhi inciphisa ukuphazamiseka kokukhiqiza.
Ukuqaliswa kweBig-Bang ukusheshisa i-ROI ukuqaphela kepha kudinga ukuhlelwa okubanzi nokunciphisa ingozi. Cabanga izindlela ze-hybrid ezihlanganisa ukuthunyelwa kohlelo oluyisisekelo nge-module ye-phased. Hlaziya umthamo wokushintsha kwenhlangano kanye nokulungela kwengqalasizinda yezobuchwepheshe lapho ukhetha amasu wokuqalisa.
Izitayela ezine ezibalulekile zizobumba i-Smart Production Evolution e-2030. U-Ai uletha amakhono okufunda womshini ngokuqondile emishini yokukhiqiza, ukunciphisa ukwenza izinqumo zesikhathi sangempela. Amanethiwekhi ayi-5G angasese anika amandla ukuxhumana okuthembekile kwe-Ultra, okuphansi okuphezulu kwezicelo ezibucayi kwemishini.
Ukukhiqiza okungaguquki kuhlanganisa ukuqapha kwemvelo kanye nokwenza kahle kwamandla kumapulatifomu efektri ahlakaniphile. Amarobhothi azimele afaka i-AI ethuthukile yokusebenza okuziqondisayo nokusebenzisana kwabantu. I-Mordor integraphs Projects Edge Computing izonciphisa izihibe izinqumo ngo -40% ngamakhono okucubungula okwenziwe endaweni. Abathengisi be-Smart Briced banikela ngezixazululo eziguqukayo kuwo wonke ama-Mes, i-ERP, AI / iot, kanye nezigaba zamarobhothi, okwenza abakhiqizi bakwazi ukufeza izinzuzo ezibalulekile zokuthola izinzuzo nezinzuzo zokuncintisana. Impumelelo incike ekukhetheni komthengisi ngokucophelela okusekelwe ekusebenzeni okusebenzayo, amandla okuhlanganisa, nezidingo zesikali. Ukuqaliswa kwangempela komhlaba kukhombisa ukuthuthukiswa okungu-15-30% kumamethrikhi asemqoka ngezikhathi zenyanga eziyi-12- 24. Njengoba imakethe ifinyelela ama- $ 790.91 billion ngo-2030, abakhiqizi kufanele babeke phambili imizamo yokuguqula yedijithali ukuze balondoloze ukuncintisana. Gxila ekusetshenzisweni okwenziwe ngezigaba, ukuphathwa okuphelele koshintsho, nobuchwepheshe obusafufusa obufana ne-EDE AI ne-5g yangasese ukuze bandise i-ROI kanye nokusebenza okuzayo.
Hlaziya ukumbozwa okusebenzayo ngokumelene ne-MES yakho ethile, ukuphathwa kwekhwalithi, kanye nezidingo zamaketanga. Hlola amandla okuhlanganisa nezinhlelo ezikhona, ikakhulukazi ukusekelwa kwamazinga avulekile njenge-OPC UA ne-MTConnect. Ukubuyekezwa kwesikali sokuthunyelwa kwesayithi okuningi nokuhlola i-FOI efakazelwe emikhakhelweni efanayo. Yenza izinhlelo zokushayela izindiza eziqinisekisa ukusebenza ngokumelene namamethrikhi asemqoka, cela izinkomba zomkhiqizi eziqhathanisekayo, futhi uqinisekise ukuqondanisa komgwaqo we-Vendor Roadmap ngezinjongo zakho zokuguqula izinguquko zedijithali.
Ukusetshenziswa okuningi kudinga izinyanga eziyi-6 kuya kwezi-12 kuye ngobubanzi. Ukuhlela kokuqala nokulungiselela idatha kuthatha izinyanga ezi-2-3 kufaka phakathi ukuklanywa kohlelo kanye nokulungiselela kwengqalasizinda. Ukuhanjiswa okuyisisekelo kudinga ukufakwa kwezinyanga ezi-3-6 ukufakwa, ukucushwa, kanye nokuqeqeshwa. I-post-go-live optimization iyaqhubeka iqhubeka izinyanga ezingama-2-3 ngokuhleleka kokusebenza. Ukukhishwa kwezigaba kunwebe izikhathi zesikhathi kepha zinciphise ubungozi, ngenkathi ukwenziwa okuthe xaxa kusheshisa i-ROI uma isebenza.
Sebenzisa ukuxhumana okubhaliwe kwe-TLS / SSL kukho konke ukuxhumana kwedivaysi nokuhanjiswa kwedatha. Faka izilawuli zokufinyelela ezisuselwa endimeni ezinomkhawulo wemvume kwimisebenzi ebalulekile. Landela i-IEC 62443 ye-Industrial Cybersecurity kanye ne-ISO 27001 yokuphathwa kokuphepha kolwazi. Sungula amadivaysi e-Iot ahlukanise ama-IOT kusuka kumanethiwekhi ezinkampani. Yenza ukucwaningwa kwamabhuku okulondeka okujwayelekile futhi kugcinwe i-firmware evuselelayo ngezinhlelo eziphakathi nokuphatha.
Ukwehluleka okujwayelekile kufaka phakathi ukuphathwa kokunganewa okunganele ngokusekelwa kobuholi onganele nokuxhumana kabi. Ikhwalithi yedatha engeyinhle evela kwa-Legacy Systems idala ama-analytics angathembekile. Ukwenza ngokwezifiso okwengeziwe kwandisa ukuxaka nezindleko ngenkathi kunciphisa ukuthuthuka ukuguquguquka. Ukudilizwa okunganele i-cybersecuring kudalula amasistimu ezinsongelweni. Ukuntuleka kwamamenike acacile we-ROI kwenza ukulinganiswa kwenqubekela phambili kunzima. Ikheli ngokusebenzisa ukuhlela okuphelele, izinhlelo zokushayela izindiza, kanye nokuzibandakanya kwababambiqhaza.
Khetha amapulatifomu e-modular, amafu-nangowongowongo ane-API evulekile ukusekela ukwanda okukhuphukayo ngaphandle kwezakhiwo ezengeziwe. Sebenzisa i-Edge Computing yokwelula amandla okucubungula ngenkathi kugcinwa ukuphathwa okumaphakathi. Khetha izixazululo ezinikeza ukuthunyelwa kwesiza eziningi ngokucushwa okujwayelekile namadeshibhodi aphakathi. Hlela izidingo ezengeziwe zedatha ngengqalasizinda yefu e-Scable. Ukuthuthukisa izinqubo ezijwayelekile ukusheshisa ukuthunyelwa kwesikhungo esisha futhi ubheka izinsizakalo eziphethwe ukunwetshwa ngokushesha.
