{"id":28378,"date":"2022-04-27T09:58:02","date_gmt":"2022-04-27T09:58:02","guid":{"rendered":"https:\/\/knowhow.distrelec.com\/uncategorized-hu\/mi-az-a-digitalis-iker-es-miert-olyan-nelkulozhetetlen-az-iparban\/"},"modified":"2022-04-27T09:58:14","modified_gmt":"2022-04-27T09:58:14","slug":"mi-az-a-digitalis-iker-es-miert-olyan-nelkulozhetetlen-az-iparban","status":"publish","type":"post","link":"https:\/\/knowhow.distrelec.com\/hu\/a-dolgok-internete-iot\/mi-az-a-digitalis-iker-es-miert-olyan-nelkulozhetetlen-az-iparban\/","title":{"rendered":"Mi az a digit\u00e1lis iker, \u00e9s mi\u00e9rt olyan n\u00e9lk\u00fcl\u00f6zhetetlen az iparban?"},"content":{"rendered":"\n

A feldolgoz\u00f3ipar tov\u00e1bbra is jelent\u0151s \u00e1talakul\u00e1son megy kereszt\u00fcl. A korm\u00e1nyzati kezdem\u00e9nyez\u00e9sek (mint p\u00e9ld\u00e1ul az Ipar 4.0) felel\u0151sek a gy\u00e1rt\u00e1si \u00e9s a m\u0171k\u00f6d\u00e9si hat\u00e9konys\u00e1g jav\u00edt\u00e1s\u00e1\u00e9rt. Sz\u00e1mos folyamat \u00e9s automatiz\u00e1l\u00e1si fejleszt\u00e9s val\u00f3sul meg az IIoT (ipari dolgok internete) technol\u00f3gi\u00e1k seg\u00edts\u00e9g\u00e9vel. Az ipari folyamatokba \u00e9s a gy\u00e1rt\u00f3eszk\u00f6z\u00f6kbe be\u00e9p\u00edtett \u00e9rz\u00e9kel\u0151kkel \u00e9s m\u0171k\u00f6dtet\u0151elemekkel az elemz\u0151- \u00e9s vez\u00e9rl\u0151rendszerek val\u00f3s id\u0151ben optimaliz\u00e1lhatj\u00e1k az egyes folyamatokat, illetve \u00e9rhetik el a gy\u00e1rt\u00e1si hat\u00e9konys\u00e1got. Az okos \u00e9s intelligens \u00e9rz\u00e9kel\u0151k bevezet\u00e9s\u00e9vel a g\u00e9pi tanul\u00e1s \u00e9s a mesters\u00e9ges intelligencia is megjelenik a gy\u00e1rt\u00e1sban.<\/p>\n\n

Ha t\u00f6bb inform\u00e1ci\u00f3val rendelkeznek arr\u00f3l, hogy mi is t\u00f6rt\u00e9nik a gy\u00e1rt\u00e1si ter\u00fcleten, az \u00fczemvezet\u00e9s az adatokb\u00f3l \u00f6ssze\u00e1ll\u00edtott \u00fczleti inform\u00e1ci\u00f3kb\u00f3l tov\u00e1bbi nyeres\u00e9get realiz\u00e1lhat. Azonban egyel\u0151re csak a fizikai eszk\u00f6z\u00f6k tov\u00e1bbi potenci\u00e1lis hat\u00e9konys\u00e1gn\u00f6veked\u00e9s\u00e9nek el\u0151rejelz\u00e9se \u00e9s szimul\u00e1l\u00e1sa val\u00f3s\u00edthat\u00f3 meg. B\u00e1r a leg\u00fajabb trend, a digit\u00e1lis iker (Digital Twin) m\u00e9g nagyobb gy\u00e1rt\u00e1si hat\u00e9konys\u00e1got \u00edg\u00e9r.<\/p>\n\n

Ebben a cikkben elmagyar\u00e1zzuk, hogy mi az a digit\u00e1lis iker, mit tud ny\u00fajtani, \u00e9s hogyan val\u00f3s\u00edthatja meg az \u00fczemvezet\u00e9s a \u201edigit\u00e1lis iker\u201d megold\u00e1st. T\u00f6bb megold\u00e1st is bemutatunk vezet\u0151 ipari automatiz\u00e1l\u00e1si besz\u00e1ll\u00edt\u00f3kt\u00f3l, hogy m\u00e9g m\u00e9lyebben be tudjuk mutatni az olvas\u00f3k sz\u00e1m\u00e1ra, melyek a legfontosabb szempontok a digit\u00e1lis iker megval\u00f3s\u00edt\u00e1s\u00e1nak kiv\u00e1laszt\u00e1sakor.<\/p>\n\n

A digit\u00e1lis iker kora<\/strong><\/h2>\n\n

A technol\u00f3gia fejl\u0151d\u00e9se gyakran eredm\u00e9nyez v\u00e1ltoz\u00e1st. Eltarthat egy ideig, am\u00edg v\u00e1ltoz\u00e1s k\u00f6vetkezik be egy ipar\u00e1gban vagy egy piacon, de a hat\u00e1s t\u00f6bb \u00e9ven kereszt\u00fcl is jelent\u0151s lehet. Vegy\u00fck p\u00e9ld\u00e1ul a feldolgoz\u00f3ipart. Az els\u0151 l\u00e9p\u00e9s a sz\u00e1m\u00edt\u00f3g\u00e9p-vez\u00e9relt, folyamatautomatiz\u00e1l\u00e1si f\u0171r\u00e9sz\u00e9rz\u00e9kel\u0151k \u00e9s az elektromos m\u0171k\u00f6dtet\u00e9s\u0171 m\u0171k\u00f6dtet\u0151elemek, amelyek sz\u00e1mos gy\u00e1rt\u00f3berendez\u00e9sbe implement\u00e1lhat\u00f3k; a k\u00f6vetkez\u0151 l\u00e9p\u00e9s pedig a kapcsol\u00f3d\u00f3 gy\u00e1rt\u00e1si eszk\u00f6z\u00f6k csoportjainak h\u00e1l\u00f3zatba kapcsol\u00e1sa. Az \u00fczemvezet\u00e9s ezut\u00e1n folyamatszinten lesz k\u00e9pes nyomon k\u00f6vetni \u00e9s meghat\u00e1rozni a m\u0171k\u00f6d\u00e9si hat\u00e9konys\u00e1got \u00e9s az eszk\u00f6zhat\u00e9konys\u00e1got.<\/p>\n\n

Egy \u00e9vtizeddel ezel\u0151tt a negyedik ipari forradalom (az Ipar 4.0) a fejl\u0151d\u0151 ipari dolgok internet\u00e9vel (IIoT) kombin\u00e1lva m\u00e9g nagyobb javul\u00e1st hirdetett a hat\u00e9konys\u00e1g ter\u00e9n a csatlakoztatott \u00e9rz\u00e9kel\u0151k \u00e9s vez\u00e9rl\u0151rendszerek bevezet\u00e9s\u00e9vel. Napjainkban a gy\u00e1rak megb\u00edzhat\u00f3 \u00e9s rendk\u00edv\u00fcl hat\u00e9kony \u00fczemekk\u00e9 v\u00e1lnak.<\/p>\n\n

A technol\u00f3gi\u00e1k fejl\u0151d\u00e9s\u00e9vel egy\u00fctt n\u00f6vekszik annak a lehet\u0151s\u00e9g is, hogy egy m\u00e1r eleve hat\u00e9konyan m\u0171k\u00f6d\u0151 eszk\u00f6zb\u0151l m\u00e9g t\u00f6bb hat\u00e9konys\u00e1got pr\u00e9selj\u00fcnk ki. A g\u00e9pi tanul\u00e1si algoritmusokat \u00e9s alacsony fogyaszt\u00e1s\u00fa, akkumul\u00e1tor n\u00e9lk\u00fcli \u00e9rz\u00e9kel\u0151ket haszn\u00e1l\u00f3 mesters\u00e9gesintelligencia-rendszerek m\u00e1r most k\u00e9pesek val\u00f3s id\u0151ben feldolgozni a nagy gy\u00e1rt\u00e1siadat-halmazokat.<\/p>\n\n

A gy\u00e1rtulajdonosoknak \u00e9s az \u00fczemvezet\u00e9snek kor\u00e1bban nem volt lehet\u0151s\u00e9ge a termel\u00e9si eszk\u00f6z\u00f6k, folyamatok \u00e9s sok esetben az eg\u00e9sz gy\u00e1r szimul\u00e1l\u00e1s\u00e1ra \u00e9s modellez\u00e9s\u00e9re. Mint minden rendszer vagy folyamat eset\u00e9ben (legyen sz\u00f3 az operat\u00edv k\u00f6lts\u00e9gek kisz\u00e1m\u00edt\u00e1sr\u00f3l vagy \u00e9ppen egy csomagol\u00f3g\u00e9pr\u0151l), a funkci\u00f3ik m\u00e9lyebb meg\u00e9rt\u00e9se sz\u00e1mos olyan dologra r\u00e1vil\u00e1g\u00edthat r\u00e1, amelyek potenci\u00e1lisan tov\u00e1bbfejleszthet\u0151k vagy tov\u00e1bbi kereskedelmi el\u0151ny\u00f6ket jelenthetnek.<\/p>\n\n

\u00c9vtizedekkel ezel\u0151tt sz\u00fcletett meg a \u201edigit\u00e1lis iker\u201d koncepci\u00f3, amely egy folyamat digit\u00e1lis replik\u00e1j\u00e1t jelenti, \u00edgy annak m\u0171k\u00f6d\u00e9se k\u00f6lts\u00e9gvet\u00e9si \u00e9s tervez\u00e9si c\u00e9lokb\u00f3l szimul\u00e1lhat\u00f3 \u00e9s modellezhet\u0151. Egy fizikai gy\u00e1rt\u00e1si eszk\u00f6z digit\u00e1lis vagy virtu\u00e1lis \u00e1br\u00e1zol\u00e1s\u00e1hoz azonban hatalmas adatmennyis\u00e9gre van sz\u00fcks\u00e9g. Az ipar 4.0, az IIoT \u00e9s most a mesters\u00e9ges intelligencia el\u0151ret\u00f6r\u00e9s\u00e9vel elk\u00e9sz\u00edthet\u0151 az ipari alkalmaz\u00e1sok digit\u00e1lis ikerp\u00e1rja is \u2013 l\u00e1sd az 1. \u00e1br\u00e1t.<\/p>\n\n

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1. \u00e1bra \u2013 Az IIoT, az \u00e9rz\u00e9kel\u0151adatok nagy adatt\u00e1raihoz val\u00f3 hozz\u00e1f\u00e9r\u00e9s, valamint a mesters\u00e9ges intelligencia megjelen\u00e9se \u00e9s a peremh\u00e1l\u00f3zati adatgy\u0171jt\u00e9si megk\u00f6zel\u00edt\u00e9s kombin\u00e1ci\u00f3ja lehet\u0151v\u00e9 teszi az ipari folyamatok \u00e9s term\u00e9kek digit\u00e1lis ikerp\u00e1rj\u00e1nak megval\u00f3s\u00edt\u00e1s\u00e1t (forr\u00e1s: Schneider Electric)<\/em> <\/figcaption><\/figure><\/div>\n\n

A digit\u00e1lis ikrek \u00fczleti \u00e9rt\u00e9k\u00e9nek felt\u00e1r\u00e1sa<\/strong><\/h2>\n\n

A digit\u00e1lis iker sok mindent k\u00e9pviselhet; ez egy mindenre b\u0151v\u00fcl\u0151 fogalom, a defin\u00edci\u00f3k sz\u00e9les sk\u00e1l\u00e1j\u00e1val. Amint m\u00e1r kiemelt\u00fck, olyan folyamatokra is alkalmazhat\u00f3, amelyek g\u00e9pi \u00e9s emberi interakci\u00f3s munkafolyamatokat foglalnak magukban. Ugyan\u00edgy vonatkozhat a kifejez\u00e9s k\u00fcl\u00f6nf\u00e9le rendszerekre is, amelyek \u2013 ebben az \u00f6sszef\u00fcgg\u00e9sben \u2013 ak\u00e1r lehetnek rep\u00fcl\u0151t\u00e9ri poggy\u00e1szkezel\u0151 rendszerek vagy egy ipari automatiz\u00e1l\u00e1s rendszer egyetlen eleme (p\u00e9ld\u00e1ul egy robot) is. A robottervez\u0151 csapatok term\u00e9k\u00fck digit\u00e1lis ikertestv\u00e9r\u00e9t alkalmazz\u00e1k j\u00f6v\u0151beli robotjaik folyamatos fejleszt\u00e9s\u00e9nek \u00e9s m\u0171k\u00f6d\u00e9s\u00e9nek el\u0151seg\u00edt\u00e9s\u00e9hez. <\/p>\n\n

B\u00e1rmib\u0151l is k\u00e9sz\u00edt digit\u00e1lis ikertestv\u00e9rt, nagy es\u00e9llyel olyan inform\u00e1ci\u00f3khoz juthat, amelyeket m\u00e1s m\u00f3don soha nem szerezhetne be. A digit\u00e1lis iker egy virtu\u00e1lis reprezent\u00e1ci\u00f3, mivel adatt\u00f6megeket haszn\u00e1l\u00f3 szoftverb\u0151l j\u00f6n l\u00e9tre. M\u00e1s szemsz\u00f6gb\u0151l egy olyan matematikai modellnek is t\u0171nhet, amely lehet\u0151v\u00e9 teszi egy fizikai elem szimul\u00e1ci\u00f3j\u00e1t.<\/p>\n\n

B\u00e1r a digit\u00e1lis ikrek lehet\u0151s\u00e9get k\u00edn\u00e1lnak a szimul\u00e1ci\u00f3ra \u00e9s a modellez\u00e9sre, sokkal t\u00f6bb olyan inform\u00e1ci\u00f3t ny\u00fajtanak, amelyek a folyamat \u00e9s a m\u0171k\u00f6d\u00e9s haszn\u00e1ra v\u00e1lhatnak. A digit\u00e1lis iker maga a v\u00e9gc\u00e9l. Ez egy folyamatos tanul\u00e1si platform vagy keretrendszer, amellyel a v\u00e1llalat seg\u00edthet egy folyamat, egy term\u00e9k funkci\u00f3inak futtat\u00e1s\u00e1ban vagy egy rendszerszint\u0171 eredm\u00e9ny el\u00e9r\u00e9s\u00e9ben \u2013 mindezt val\u00f3s adatok alapj\u00e1n.<\/p>\n\n

Az \u00fczleti eredm\u00e9nyek sz\u00e9lesk\u00f6r\u0171ek \u00e9s v\u00e1ltozatosak lehetnek: a termel\u00e9kenys\u00e9g n\u00f6vel\u00e9s\u00e9t\u0151l a gy\u00e1rt\u00e1si folyamatok optimaliz\u00e1l\u00e1s\u00e1ig \u00e9s a biztons\u00e1g jav\u00edt\u00e1s\u00e1ig az esem\u00e9nyek el\u0151rejelz\u00e9s\u00e9vel \u00e9s megel\u0151z\u00e9s\u00e9vel. Az inform\u00e1ci\u00f3k a digit\u00e1lis iker tulajdonosa \u00e9s a szolg\u00e1ltat\u00e1sny\u00fajt\u00e1sban r\u00e9szt vev\u0151 szolg\u00e1ltat\u00f3k sz\u00e1m\u00e1ra is el\u0151ny\u00f6s lehet, mivel enyh\u00edti a kock\u00e1zatot \u00e9s cs\u00f6kkenti a k\u00f6lts\u00e9ges \u00e1ll\u00e1sid\u0151t.<\/p>\n\n

A digit\u00e1lis ikrek a k\u00e9pz\u00e9sben is szerepet j\u00e1tszanak, ugyanis egy biztons\u00e1gos \u00e9s hibabiztos k\u00f6rnyezetben seg\u00edtik az \u00faj alkalmazottakat abban, hogy teljes m\u00e9rt\u00e9kben meg\u00e9rts\u00e9k az egyes folyamatok m\u0171k\u00f6d\u00e9s\u00e9t \u00e9s a r\u00e9szfolyamatok k\u00f6z\u00f6tti kapcsolatokat. Az \u00faj gy\u00e1rt\u00e1si l\u00e9tes\u00edtm\u00e9nyek tervez\u00e9si szakasz\u00e1ban a digit\u00e1lis ikrekhez val\u00f3 hozz\u00e1f\u00e9r\u00e9s korszer\u0171s\u00edtheti az \u00faj m\u00f3dszerek \u00e9s \u00fczemi megval\u00f3s\u00edt\u00e1sok kidolgoz\u00e1s\u00e1t.<\/p>\n\n

Els\u0151 l\u00e9p\u00e9sek egy digit\u00e1lis ikerrel<\/strong><\/h2>\n\n

A legt\u00f6bb szak\u00e9rt\u0151 kiemeli, hogy milyen \u00e9rt\u00e9kes lehet egy\u00fcttm\u0171k\u00f6dni egy meghat\u00e1roz\u00f3 \u00e9s elismert ipar\u00e1gi szolg\u00e1ltat\u00f3val, aki \u00e1tseg\u00edti v\u00e1llalat\u00e1t a digit\u00e1lis iker megk\u00f6zel\u00edt\u00e9s bevezet\u00e9s\u00e9nek korai szakasz\u00e1n. Sz\u00e1mos megfontol\u00e1s l\u00e9tezik, amelyek k\u00f6z\u00fcl az els\u0151 az, hogy hol is kezdj\u00fck: a gy\u00e1rt\u00f3soron vagy egy egyedi eszk\u00f6zn\u00e9l? A kulcsfontoss\u00e1g\u00fa t\u00e9nyez\u0151k k\u00f6z\u00e9 tartozik az is, hogy milyen megl\u00e9v\u0151 adatokkal rendelkezik m\u00e1r, \u00e9s hogy bevezetett-e m\u00e1r mesters\u00e9ges intelligenci\u00e1t vagy g\u00e9pi tanul\u00e1si rendszert.<\/p>\n\n

Schneider Electric Ecostruxure keretrendszer<\/strong><\/h3>\n\n

A Schneider Electric<\/a> p\u00e9ld\u00e1ul kifejlesztett egy olyan \u00f6kosziszt\u00e9ma-keretrendszert (l\u00e1sd a 2. \u00e1br\u00e1t), amely az eszk\u00f6z\u00f6k teljes \u00e9letciklus\u00e1t lefedi az adatok kezel\u00e9si m\u00f3dj\u00e1nak meghat\u00e1roz\u00e1s\u00e1hoz.<\/p>\n\n

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2. \u00e1bra \u2013 Az Ecostruxure digit\u00e1lis iker keretrendszer az eszk\u00f6z\u00f6k teljes \u00e9letciklus\u00e1t a capext\u0151l (t\u0151kek\u00f6lts\u00e9g) az opexig (m\u0171k\u00f6d\u00e9si k\u00f6lts\u00e9g). (forr\u00e1s: Schneider Electric)<\/em><\/figcaption><\/figure><\/div>\n\n

Siemens MindSphere<\/strong><\/h3>\n\n

A MindSphere a Siemens<\/a> \u00e1tfog\u00f3, felh\u0151alap\u00fa ipari IoT-platformszolg\u00e1ltat\u00e1si (PAAS) megold\u00e1sa. A MindSphere a kipr\u00f3b\u00e1lt \u00e9s tesztelt Siemens Mendix alkalmaz\u00e1splatformra \u00e9p\u00fcl, \u00e9s fejlett analitik\u00e1t, mesters\u00e9ges intelligenci\u00e1t \u00e9s g\u00e9pi tanul\u00e1st haszn\u00e1l IoT-megold\u00e1sokkal, hogy optimaliz\u00e1lja a m\u0171k\u00f6d\u00e9st a peremh\u00e1l\u00f3zati egys\u00e9gekt\u0151l a felh\u0151ig.<\/p>\n\n

A MindSphere lehet\u0151s\u00e9get biztos\u00edt az \u00fcgyfeleknek arra, hogy fizikai gy\u00e1rt\u00e1si eszk\u00f6z\u00f6kb\u0151l z\u00e1rt hurk\u00fa digit\u00e1lis replik\u00e1ikat hozzanak l\u00e9tre a digit\u00e1lis tartom\u00e1nyban. A t\u00e1rolt \u00e9s val\u00f3s idej\u0171 adatok elemz\u00e9se lehet\u0151v\u00e9 teszi a gy\u00e1rt\u00e1si eszk\u00f6z\u00f6k t\u00e1mogat\u00e1s\u00e1t a teljes \u00e9letciklusuk sor\u00e1n a term\u00e9ktervez\u00e9st\u0151l a gy\u00e1rt\u00e1stervez\u00e9sen \u00e9s \u00fczembe helyez\u00e9sen \u00e1t, eg\u00e9szen az \u00fczemeltet\u00e9si \u00e9s karbantart\u00e1si ciklusokig. A 4. \u00e1bra a Siemens MindSphere platform \u00f6kosziszt\u00e9m\u00e1j\u00e1t mutatja be.<\/p>\n\n

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4. \u00e1bra \u2013 A Siemens MindSphere platform adatvez\u00e9relt alapot biztos\u00edt az ipari digit\u00e1lis ikrek megval\u00f3s\u00edt\u00e1s\u00e1hoz (forr\u00e1s: Siemens)<\/em><\/figcaption><\/figure><\/div>\n\n

A Siemens MindSphere: A \u201eDigitalize and Transform\u201d szolg\u00e1ltat\u00e1s csak egy t\u00f6red\u00e9ke annak az \u00e1tfog\u00f3 megold\u00e1snak, amely lehet\u0151v\u00e9 teszi a m\u00e1r IIoT-t haszn\u00e1l\u00f3 gy\u00e1rt\u00f3k sz\u00e1m\u00e1ra, hogy megtegy\u00e9k a k\u00f6vetkez\u0151 l\u00e9p\u00e9st \u00fczleti modelljeik tov\u00e1bbi \u00e1talak\u00edt\u00e1sa fel\u00e9. Az eszk\u00f6z\u00f6ket szolg\u00e1ltat\u00e1sk\u00e9nt k\u00edn\u00e1l\u00f3 szolg\u00e1ltat\u00f3k pedig a val\u00f3s adatok optimaliz\u00e1l\u00e1sa alapj\u00e1n meg tudj\u00e1k er\u0151s\u00edteni \u00fcgyfeleik elk\u00f6telez\u0151d\u00e9s\u00e9t, illetve n\u00f6velni tudj\u00e1k \u00fcgyf\u00e9lk\u00f6r\u00fcket. A MindSphere emellett \u00fagy seg\u00edt megk\u00f6nny\u00edteni az \u00fcgyfelek sz\u00e1m\u00e1ra az \u00f6sszetett IoT-alkalmaz\u00e1sok \u00e9s pr\u00f3batelep\u00edt\u00e9sek fejleszt\u00e9s\u00e9t, tesztel\u00e9s\u00e9t \u00e9s futtat\u00e1s\u00e1t, hogy az hat\u00e1ssal lenne az aktu\u00e1lis gy\u00e1rt\u00e1si \u00fctemtervekre.<\/p>\n\n

A MindSphere a k\u00fcl\u00f6nf\u00e9le alkalmaz\u00e1sok sz\u00e9les sk\u00e1l\u00e1j\u00e1t t\u00e1mogatja a digit\u00e1lis gy\u00e1rakt\u00f3l \u00e9s sz\u00e1ll\u00edtm\u00e1nyoz\u00e1st\u00f3l, a z\u00f6ldenergi\u00e1n \u00e9s a feldolgoz\u00f3iparon \u00e1t eg\u00e9szen az eg\u00e9szs\u00e9g\u00fcgyig \u2013 ahogy ez az 5. \u00e1br\u00e1n is l\u00e1that\u00f3.<\/p>\n\n

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5. \u00e1bra \u2013 A Siemens MindSphere az IoT-alkalmaz\u00e1sok \u00e9s felhaszn\u00e1l\u00e1si esetek sz\u00e9les sk\u00e1l\u00e1j\u00e1t t\u00e1mogatja (forr\u00e1s: Siemens)<\/em><\/figcaption><\/figure><\/div>\n\n

FESTO Smartenance<\/strong><\/h3>\n\n

A gy\u00e1rt\u00e1si eszk\u00f6z\u00f6k \u00e9s folyamatok folyamatos m\u0171k\u00f6d\u00e9se egyre l\u00e9nyegesebb szempont napjaink rendk\u00edv\u00fcl hat\u00e9kony gy\u00e1rt\u00e1si folyamatain\u00e1l. A v\u00e1ratlan \u00fczemi hib\u00e1k kihatnak a szigor\u00fa gy\u00e1rt\u00e1si \u00fctemtervre \u00e9s az \u00fcgyfelekre, felesleges anyagpazarl\u00e1ssal j\u00e1rhatnak, \u00e9s s\u00falyosan ronthatj\u00e1k a gy\u00e1rt\u00f3 h\u00edrnev\u00e9t. A technol\u00f3gia az \u00fczemi karbantart\u00f3 csapatokat kifinomult, \u00e1llapotalap\u00fa fel\u00fcgyeleti technik\u00e1k egyre b\u0151v\u00fcl\u0151 t\u00e1rh\u00e1z\u00e1val seg\u00edti, \u00edgy a m\u00e9rn\u00f6k\u00f6k a tervezett le\u00e1ll\u00e1si id\u0151szakokhoz igaz\u00edthatj\u00e1k a jav\u00edt\u00e1sokat \u00e9s a cser\u00e9ket. P\u00e9ld\u00e1ul a motorokra szerelt peremh\u00e1l\u00f3zati csom\u00f3ponti \u00e9rz\u00e9kel\u0151k figyelik a rezg\u00e9si jeleket, a g\u00e9pi tanul\u00e1si algoritmusok pedig a lehets\u00e9ges korai meghib\u00e1sod\u00e1st jelz\u0151 rendelleness\u00e9gekre \u201efigyelnek\u201d.<\/p>\n\n

A FESTO<\/a> volt az els\u0151 v\u00e1llalat, amely egy pr\u00f3baprojekt r\u00e9szek\u00e9nt egy intelligens terepi eszk\u00f6zt, az MSE6-E2M energiahat\u00e9konys\u00e1gi modult saj\u00e1t IoT-\u00e1tj\u00e1r\u00f3j\u00e1n, a CPX-IOT-n kereszt\u00fcl \u00e9p\u00edtette be a MindSphere megold\u00e1sba.<\/p>\n\n

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6. \u00e1bra \u2013 Az alapvet\u0151 konfigur\u00e1ci\u00f3, az adatt\u00f6m\u00f6r\u00edt\u00e9s, valamint egy FESTO term\u00e9k \u00e9s a Siemens MindSphere k\u00f6z\u00f6tti adat\u00e1raml\u00e1s sematikus jelz\u00e9se (Forr\u00e1s: FESTO)<\/em><\/figcaption><\/figure>\n

A projekt egy egyszer\u0171, felh\u0151alap\u00fa kiindul\u00e1si pontot jelentett az \u00fcgyf\u00e9l sz\u00e1m\u00e1ra. A MindSphere megold\u00e1s r\u00e9sz\u00e9t k\u00e9pez\u0151 Ipar 4.0-s helyzetekkel egyszer\u0171en elemezhet\u0151k \u00e9s \u2013 ami m\u00e9g fontosabb \u2013 kombin\u00e1lhat\u00f3k az elt\u00e9r\u0151 adatok.<\/p>\n\n

A digit\u00e1lis karbantart\u00e1s-kezel\u00e9si megold\u00e1sok (mint p\u00e9ld\u00e1ul a FESTO Smartenance) k\u00f6nnyen haszn\u00e1lhat\u00f3, mobil \u00e9s hat\u00e9kony eszk\u00f6zt biztos\u00edtanak a karbantart\u00f3 csapatok sz\u00e1m\u00e1ra. Smartenance webb\u00f6ng\u00e9sz\u0151-alap\u00fa alkalmaz\u00e1sa intelligenci\u00e1val b\u0151v\u00edti ki a karbantart\u00e1si munkafolyamatokat, a karbantart\u00f3 csapatok pedig folyamatosan nyomon k\u00f6vethetik a teljes helysz\u00edni eszk\u00f6z karbantart\u00e1si \u00e1llapot\u00e1t mobileszk\u00f6z\u00fck\u00f6n. A l\u00e9nyeges eszk\u00f6zrajzok, karbantart\u00e1si tervek, munkamegrendel\u00e9sek \u00e9s a feladatok kioszt\u00e1sa a Smartenance platformj\u00e1n kereszt\u00fcl \u00e9rhet\u0151k el, ami jelent\u0151sen leegyszer\u0171s\u00edti a karbantart\u00e1st.<\/p>\n\n

Adatvez\u00e9relt karbantart\u00e1s az Omron seg\u00edts\u00e9g\u00e9vel<\/strong><\/h3>\n\n

Az Omron<\/a> az MI g\u00e9pautomatiz\u00e1l\u00e1si vez\u00e9rl\u0151j\u00e9ben mesters\u00e9ges intelligenci\u00e1t alkalmaz \u2013 l\u00e1sd a 7. \u00e1br\u00e1t.<\/p>\n\n

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7. \u00e1bra \u2013 A mesters\u00e9ges intelligencia az Omron g\u00e9pautomatiz\u00e1l\u00e1si vez\u00e9rl\u0151j\u00e9nek mozgat\u00f3rug\u00f3ja (forr\u00e1s: Omron)<\/em><\/figcaption><\/figure>\n

A g\u00e9pi tanul\u00e1si algoritmusok a gy\u00e1rt\u00e1si eszk\u00f6z\u00f6kre szerelt \u00e9rz\u00e9kel\u0151kt\u0151l sz\u00e1rmaz\u00f3, val\u00f3s idej\u0171 adatfolyamok alapj\u00e1n k\u00e9sz\u00edtik el a karbantart\u00e1si el\u0151rejelz\u00e9seket. A vez\u00e9rl\u0151 az \u00f6sszegy\u0171jt\u00f6tt adatmint\u00e1kb\u00f3l hoz l\u00e9tre norm\u00e1l viselked\u00e9si mint\u00e1kat an\u00e9lk\u00fcl, hogy kifejezetten erre programozn\u00e1k be. Ez a megold\u00e1s \u00e9szleli a rendelleness\u00e9geket, \u00edgy azonnal t\u00e1j\u00e9koztatja a karbantart\u00f3 csapatokat, illetve be\u00fctemezheti a munkamegrendel\u00e9seket. A karbantart\u00e1si m\u00e9rn\u00f6k az adatokra alapozz\u00e1k karbantart\u00e1si d\u00f6nt\u00e9seiket, nem pedig az esem\u00e9nyekre reag\u00e1lnak. Az Omron MI g\u00e9pautomatiz\u00e1l\u00e1si vez\u00e9rl\u0151vel<\/a> minimaliz\u00e1lhat\u00f3 \u00e1ll\u00e1sid\u0151, mivel jav\u00edtja a gy\u00e1rt\u00e1si hat\u00e9konys\u00e1got \u00e9s cs\u00f6kkenti a kapcsol\u00f3d\u00f3 felesleges gy\u00e1rt\u00e1si k\u00f6lts\u00e9geket. Az eszk\u00f6z\u00f6k karbantart\u00e1s\u00e1t akkorra \u00fctemezhetik be, amikor val\u00f3ban sz\u00fcks\u00e9g van r\u00e1juk \u2013 nem pedig rutinszer\u0171en vagy amikor a karbantart\u00f3 szem\u00e9lyzet sz\u00fcks\u00e9gesnek tartja.<\/p>\n\n

Az eszk\u00f6z\u00f6k viselked\u00e9s\u00e9nek \u00e9s karbantart\u00e1si k\u00f6vetelm\u00e9nyeinek meg\u00e9rt\u00e9se kulcsfontoss\u00e1g\u00fa a digit\u00e1lis ikrek eset\u00e9ben. Az eszk\u00f6z\u00f6k teljes \u00e9lettartama alatti m\u0171k\u00f6d\u00e9s\u00e9nek modellez\u00e9se \u00e9s szimul\u00e1l\u00e1sa a teljes\u00edtm\u00e9ny\u00e9nek minden n\u00e9z\u0151pontj\u00e1t figyelembe veszi, \u00edgy a karbantart\u00e1st is.<\/p>\n\n

Digit\u00e1lis iker \u2013 a k\u00f6vetkez\u0151 l\u00e9p\u00e9s a m\u00e9g hat\u00e9konyabb gy\u00e1rt\u00e1s fel\u00e9<\/strong><\/h2>\n\n

A technol\u00f3giai \u00faj\u00edt\u00e1sok megval\u00f3sul\u00e1s\u00e1val az ipari gy\u00e1rt\u00e1si k\u00f6rnyezet is folyamatosan fejl\u0151dik. Az Ipar 4.0 \u00e9s az IIoT \u00e1talak\u00edt\u00e1si hat\u00e1sai m\u00e1r a m\u0171k\u00f6d\u00e9si hat\u00e9konys\u00e1g jelent\u0151s m\u00e9rt\u00e9k\u0171 javul\u00e1s\u00e1t eredm\u00e9nyezt\u00e9k az eszk\u00f6ztulajdonosok \u00e9s a szolg\u00e1ltat\u00f3k sz\u00e1m\u00e1ra. \u00dagy t\u0171nik, hogy a digit\u00e1lis ikrek bevezet\u00e9se m\u00e9g tov\u00e1bb fokozza a m\u0171k\u00f6d\u00e9si hat\u00e9konys\u00e1got \u00e9s a gy\u00e1rt\u00e1si agilit\u00e1st.<\/p>\n","protected":false},"excerpt":{"rendered":"A feldolgoz\u00f3ipar tov\u00e1bbra is jelent\u0151s \u00e1talakul\u00e1son megy kereszt\u00fcl. 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