{"id":41684,"date":"2023-01-12T11:18:50","date_gmt":"2023-01-12T11:18:50","guid":{"rendered":"https:\/\/knowhow.distrelec.com\/?p=41684"},"modified":"2023-01-12T15:39:46","modified_gmt":"2023-01-12T15:39:46","slug":"mi-alapu-gepfelugyeleti-rendszerek","status":"publish","type":"post","link":"https:\/\/knowhow.distrelec.com\/hu\/automatizalas\/mi-alapu-gepfelugyeleti-rendszerek\/","title":{"rendered":"MI-alap\u00fa g\u00e9pfel\u00fcgyeleti rendszerek"},"content":{"rendered":"\n<p>A modern vil\u00e1gban gyakran alkalmaznak g\u00e9pfel\u00fcgyeleti rendszereket a k\u00fcl\u00f6nf\u00e9le ipar\u00e1gakban. Ez a technol\u00f3gia elengedhetetlen ahhoz, hogy a kezel\u0151k \u00e9rt\u00e9kes adatokat \u00e9s inform\u00e1ci\u00f3kat kaphassanak a g\u00e9pekkel kapcsolatban, p\u00e9ld\u00e1ul azok \u00e1llapot\u00e1ra \u00e9s \u00e9letciklus\u00e1ra vonatkoz\u00f3an. A g\u00e9pfel\u00fcgyeleti rendszerek sokkal egyszer\u0171bb\u00e9 teszik a predikt\u00edv karbantart\u00e1st, \u00e9s lehet\u0151v\u00e9 teszik a gy\u00e1rak sz\u00e1m\u00e1ra, hogy val\u00f3s id\u0151ben felismerj\u00e9k, kielemezz\u00e9k \u00e9s megoldj\u00e1k a g\u00e9pekkel kapcsolatos probl\u00e9m\u00e1kat, ezzel id\u0151t \u00e9s p\u00e9nzt takar\u00edtva meg.&nbsp;&nbsp;<br><br>A <a href=\"https:\/\/www.statista.com\/statistics\/607716\/worldwide-artificial-intelligence-market-revenues\/\" target=\"_blank\" rel=\"noreferrer noopener\">Statista<\/a> adatai szerint a glob\u00e1lis MI-szoftverpiac forgalma a 2022-es 51 milli\u00e1rd amerikai doll\u00e1ros \u00e9rt\u00e9kr\u0151l t\u00f6bb mint a k\u00e9tszeres\u00e9re, 126 milli\u00e1rd amerikai doll\u00e1rra fog n\u00f6vekedni 2025-re.<\/p>\n\n\n\n<h2 id=\"mi-az-a-gepfelugyeleti-rendszer\" class=\"wp-block-heading\"><strong>Mi az a g\u00e9pfel\u00fcgyeleti rendszer?<\/strong><\/h2>\n\n\n\n<p>A gy\u00e1rt\u00e1si folyamatok sor\u00e1n a g\u00e9pek le\u00e1ll\u00e1sa okozza az egyik legnagyobb kellemetlens\u00e9get, mind a termel\u00e9kenys\u00e9g, mind a bev\u00e9tel szempontj\u00e1b\u00f3l. Ha egy g\u00e9p beavatkoz\u00e1st ig\u00e9nyel, akkor az eg\u00e9sz ell\u00e1t\u00e1si l\u00e1nc le\u00e1llhat, ami id\u0151 \u00e9s p\u00e9nz tekintet\u00e9ben is rendk\u00edv\u00fcl k\u00f6lts\u00e9ges lehet a v\u00e1llalkoz\u00e1sok sz\u00e1m\u00e1ra.&nbsp;<\/p>\n\n\n\n<p>Egyszer\u0171en megfogalmazva, egy g\u00e9pfel\u00fcgyeleti rendszer lehet\u0151v\u00e9 teszi egy berendez\u00e9s adatainak folyamatos ki\u00e9rt\u00e9kel\u00e9s\u00e9t, hogy t\u00f6bbet tudhassunk meg a teljes\u00edtm\u00e9ny\u00e9r\u0151l. Ez megk\u00f6nny\u00edti egy gy\u00e1r g\u00e9peinek m\u0171k\u00f6d\u00e9s\u00e9vel kapcsolatos mint\u00e1zatok felismer\u00e9s\u00e9t, illetve a potenci\u00e1lis j\u00f6v\u0151beli probl\u00e9m\u00e1k azonos\u00edt\u00e1s\u00e1t.<\/p>\n\n\n\n<p>A karbantart\u00e1s minden v\u00e1llalkoz\u00e1s eset\u00e9ben kulcsfontoss\u00e1g\u00fa. A berendez\u00e9sek nem \u00f6r\u00f6k \u00e9let\u0171ek, \u00e9s id\u0151r\u0151l id\u0151re le kell cser\u00e9lni vagy meg kell jav\u00edtani \u0151ket, hogy l\u00e9p\u00e9st tudjanak tartani a technol\u00f3giai fejl\u0151d\u00e9ssel. Term\u00e9szetesen az a legjobb, ha min\u00e9l t\u00f6bbet tudunk a berendez\u00e9sek \u00e1llapot\u00e1r\u00f3l, a g\u00e9pfel\u00fcgyeleti rendszereknek pedig \u00e9ppen az az el\u0151ny\u00fck, hogy vel\u00fck nincs sz\u00fcks\u00e9g tal\u00e1lgat\u00e1sokra, hiszen val\u00f3s idej\u0171 adatokat biztos\u00edtanak a tulajdonosoknak a g\u00e9peik \u00e1llapot\u00e1val kapcsolatban, s\u0151t, seg\u00edts\u00e9g\u00fckkel az is megbecs\u00fclhet\u0151, hogy mikor lesz sz\u00fcks\u00e9g karbantart\u00e1si munk\u00e1latokra. Ez azt jelenti, hogy a gy\u00e1rak alaposan felk\u00e9sz\u00fclhetnek a m\u00e1r eml\u00edtett id\u0151vesztes\u00e9gre, \u00e9s minimaliz\u00e1lhatj\u00e1k az \u00e1ll\u00e1sid\u0151t.<\/p>\n\n\n\n<h2 id=\"hogyan-mukodik-egy-gepfelugyeleti-rendszer\" class=\"wp-block-heading\"><strong>Hogyan m\u0171k\u00f6dik egy g\u00e9pfel\u00fcgyeleti rendszer?<\/strong><\/h2>\n\n\n\n<p>Ahhoz, hogy egy g\u00e9pfel\u00fcgyeleti rendszer hat\u00e9konyan m\u0171k\u00f6dhessen, egy \u00f6sszekapcsolt, eszk\u00f6z\u00f6kb\u0151l \u00e9s g\u00e9pekb\u0151l \u00e1ll\u00f3 \u00f6kosziszt\u00e9ma r\u00e9sz\u00e9nek kell lennie, amelyet gyakran Dolgok internet\u00e9nek (IoT; Internet of Things) neveznek. Az adott gy\u00e1r megfelel\u0151 g\u00e9peibe t\u00f6bb k\u00fcl\u00f6nf\u00e9le, ehhez az internethez csatlakoztatott \u00e9rz\u00e9kel\u0151t szerelnek. Ezek az \u00e9rz\u00e9kel\u0151k val\u00f3s id\u0151ben, megszak\u00edt\u00e1s n\u00e9lk\u00fcl adatokat gy\u0171jtenek, \u00e9s minden adatot \u00e9s inform\u00e1ci\u00f3t elk\u00fcldenek egy k\u00f6zponti sz\u00e1m\u00edt\u00f3g\u00e9pes rendszernek. Ez a folyamat lehet\u0151v\u00e9 teszi a gy\u00e1r vezet\u0151i sz\u00e1m\u00e1ra, hogy adatokkal al\u00e1t\u00e1masztott d\u00f6nt\u00e9seket hozzanak a hat\u00e9konys\u00e1g \u00e9s a termel\u00e9kenys\u00e9g maximaliz\u00e1l\u00e1sa \u00e9rdek\u00e9ben. Az \u00e9rz\u00e9kel\u0151k azt is k\u00e9pesek \u00e9rz\u00e9kelni, ha a g\u00e9peknek id\u0151 el\u0151tt jav\u00edt\u00e1sra van sz\u00fcks\u00e9g\u00fck. Ezt gyakran predikt\u00edv karbantart\u00e1snak is nevezik.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img  loading=\"lazy\"  decoding=\"async\"  height=\"683\"  width=\"1024\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAABAAAAAKrAQMAAABV2G3XAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAGxJREFUeNrtwTEBAAAAwqD1T20MH6AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAOBtYOgAB23VbnQAAAABJRU5ErkJggg==\"  alt=\"Egy f\u00e9rfi egy gy\u00e1rban t\u00e1blag\u00e9p haszn\u00e1lat\u00e1val fel\u00fcgyeli a g\u00e9peket\"  class=\"wp-image-41520 pk-lazyload\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/iStock-1057563316-1024x683.jpg\" ><\/figure>\n\n\n\n<h2 id=\"hogyan-fejlodott-a-karbantartas-az-mi-segitsegevel\" class=\"wp-block-heading\">Hogyan fejl\u0151d\u00f6tt a karbantart\u00e1s az MI seg\u00edts\u00e9g\u00e9vel?<\/h2>\n\n\n\n<p>A karbantart\u00e1s hagyom\u00e1nyosan h\u00e1rom kateg\u00f3ri\u00e1ra oszthat\u00f3: reakt\u00edv, tervezett \u00e9s proakt\u00edv. A reakt\u00edv karbantart\u00e1s a g\u00e9p meghib\u00e1sod\u00e1st k\u00f6vet\u0151 jav\u00edt\u00e1s\u00e1t jelenti. A tervezett karbantart\u00e1s a berendez\u00e9sek \u00fctemezett id\u0151szakonk\u00e9nti \u00e1tvizsg\u00e1l\u00e1s\u00e1t jelenti, az \u00e1llapotuk elemz\u00e9se \u00e9s az esetleges probl\u00e9m\u00e1k azonos\u00edt\u00e1sa c\u00e9lj\u00e1b\u00f3l. Ezekre a vizsg\u00e1latokra a g\u00e9pek \u00e1llapot\u00e1t\u00f3l f\u00fcggetlen\u00fcl ker\u00fcl sor. A proakt\u00edv karbantart\u00e1s r\u00e9szek\u00e9nt a szem\u00e9lyzet \u00e1ttekinti az elemz\u00e9si adatokat, hogy tiszt\u00e1ban legyen az adott g\u00e9p kapacit\u00e1s\u00e1val. Az adatokat a megfelel\u0151 d\u00f6nt\u00e9sek meghozatal\u00e1hoz haszn\u00e1lj\u00e1k, ezek azonban csak olyan t\u00e9nyez\u0151kre vonatkoznak, amelyek a g\u00e9p meghib\u00e1sod\u00e1s\u00e1t okozhatj\u00e1k, \u00e9s val\u00f3j\u00e1ban nem fel\u00fcgyelik a g\u00e9p \u00e1llapot\u00e1t, illetve nem k\u00e9sz\u00fclnek arra vonatkoz\u00f3 jelent\u00e9sek.&nbsp;<\/p>\n\n\n\n<p>Ennek k\u00f6sz\u00f6nhet\u0151, hogy az MI igen sikeresen mutatkozott be a gy\u00e1rt\u00e1si ipar\u00e1gban. Az MI forradalmas\u00edtotta a karbantart\u00e1st, hiszen a seg\u00edts\u00e9g\u00e9vel lehet\u0151v\u00e9 v\u00e1lt a g\u00e9pek \u00e1llapot\u00e1nak folyamatos fel\u00fcgyelete. Az MI emellett k\u00e9pes el\u0151rejelezni, hogy egy g\u00e9pnek mikor lesz sz\u00fcks\u00e9ge beavatkoz\u00e1sra, teh\u00e1t csak akkor kell karbantart\u00e1st v\u00e9gezni rajta, amikor az val\u00f3ban sz\u00fcks\u00e9ges, ami cs\u00f6kkenti a k\u00f6lts\u00e9geket. Mindezek mellett az MI k\u00e9pes meg\u00e1llap\u00edtani egy g\u00e9p \u00e9letciklus\u00e1t, a jav\u00edt\u00e1sok szempontj\u00e1b\u00f3l legjobb id\u0151pontot, illetve seg\u00edt megtervezni a karbantart\u00e1si id\u0151szakot, az \u00e1ll\u00e1sid\u0151 minimaliz\u00e1l\u00e1sa \u00e9rdek\u00e9ben.&nbsp;<\/p>\n\n\n\n<p>A <a href=\"https:\/\/www.automate.org\/industry-insights\/getting-started-with-ai-based-predictive-maintenance\" target=\"_blank\" rel=\"noreferrer noopener\">McKinsey &amp; Company<\/a> jelent\u00e9se szerint az MI-alap\u00fa predikt\u00edv karbantart\u00e1s a vizsg\u00e1lati k\u00f6lts\u00e9geket 25%-kal, az \u00e9ves \u00e1tvizsg\u00e1l\u00e1si k\u00f6lts\u00e9geket pedig 10%-kal cs\u00f6kkentheti, mik\u00f6zben 20%-kal n\u00f6velheti a rendelkez\u00e9sre \u00e1ll\u00e1si id\u0151t.<\/p>\n\n\n\n<h4 id=\"az-mi-alapu-gepfelugyeleti-rendszerek-elonyei\" class=\"wp-block-heading\">Az MI-alap\u00fa g\u00e9pfel\u00fcgyeleti rendszerek el\u0151nyei<\/h4>\n\n\n\n<ul class=\"wp-block-list\"><li>Kevesebb \u00e1ll\u00e1sid\u0151&nbsp;<\/li><li>Alacsonyabb energiak\u00f6lts\u00e9gek<\/li><li>Nagyobb fok\u00fa termel\u00e9s<\/li><li>Minden inform\u00e1ci\u00f3 pillanatok alatt el\u00e9rhet\u0151<\/li><li>Alacsonyabb termel\u00e9si k\u00f6lts\u00e9gek<\/li><li>Kevesebb hullad\u00e9k<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img  loading=\"lazy\"  decoding=\"async\"  height=\"683\"  width=\"1024\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAABAAAAAKrAQMAAABV2G3XAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAGxJREFUeNrtwTEBAAAAwqD1T20MH6AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAOBtYOgAB23VbnQAAAABJRU5ErkJggg==\"  alt=\"Egy f\u00e9rfi ellen\u0151rzi a rendszert egy sz\u00e1m\u00edt\u00f3g\u00e9pen\"  class=\"wp-image-41640 pk-lazyload\"  data-pk-sizes=\"auto\"  data-pk-src=\"https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/iStock-496264156-1024x683.jpg\" ><\/figure>\n\n\n\n<h2 id=\"az-iiot-az-mi-es-az-erzekelok-kombinalasa-az-intelligens-gyarakban\" class=\"wp-block-heading\">Az IIoT, az MI \u00e9s az \u00e9rz\u00e9kel\u0151k kombin\u00e1l\u00e1sa az intelligens gy\u00e1rakban<\/h2>\n\n\n\n<p>Gy\u00e1ri k\u00f6rnyezetben a Dolgok internet\u00e9t Ipari dolgok internet\u00e9nek (IIoT; Industrial Internet of Things) nevezik. Az IIoT n\u00e9lk\u00fcl az \u00e9rz\u00e9kel\u0151k nem tudn\u00e1k eljuttatni az inform\u00e1ci\u00f3kat a felhaszn\u00e1l\u00f3nak. Az IIoT gy\u00e1rakban t\u00f6rt\u00e9n\u0151 alkalmaz\u00e1sa lehet\u0151v\u00e9 teszi az \u00e9rz\u00e9kel\u0151kkel t\u00f6rt\u00e9n\u0151 val\u00f3s idej\u0171 adatgy\u0171jt\u00e9st, illetve az adatok elk\u00fcld\u00e9s\u00e9t egy <a href=\"https:\/\/www.ibm.com\/topics\/what-is-a-cmms\" target=\"_blank\" rel=\"noreferrer noopener\">CMMS<\/a>-nek (sz\u00e1m\u00edt\u00f3g\u00e9pes karbantart\u00e1skezel\u00e9si rendszer) nevezett k\u00f6zponti adatb\u00e1zisba. Az itt l\u00e9v\u0151 adatokat a szoftver k\u00f6nnyen olvashat\u00f3 jelent\u00e9sekk\u00e9 alak\u00edtja, amelyek probl\u00e9ma n\u00e9lk\u00fcl elk\u00fcldhet\u0151k mindenkinek, aki sz\u00e1m\u00e1ra relev\u00e1nsak az adott g\u00e9p adatai.\u00a0<\/p>\n\n\n\n<p>A technol\u00f3gia fejl\u0151d\u00e9s\u00e9vel egyre t\u00f6bb \u00e9s t\u00f6bb gy\u00e1r v\u00e1lik intelligens gy\u00e1rr\u00e1. Az intelligens gy\u00e1rk\u00e9nt val\u00f3 m\u0171k\u00f6d\u00e9s komoly fejl\u0151d\u00e9st jelent a teljes gy\u00e1rt\u00e1si folyamatra n\u00e9zve, hiszen a gy\u00e1r vezet\u0151i jobb, adatokkal al\u00e1t\u00e1masztott d\u00f6nt\u00e9seket hozhatnak. Az intelligens gy\u00e1rak sz\u00e1mos k\u00fcl\u00f6nf\u00e9le technol\u00f3gi\u00e1t alkalmaznak az adatgy\u0171jt\u00e9shez, bele\u00e9rtve az MI-t, az IIoT-t, az \u00e9rz\u00e9kel\u0151ket \u00e9s a felh\u0151alap\u00fa sz\u00e1m\u00edt\u00e1stechnikai megold\u00e1sokat. Az adatok a gy\u00e1r k\u00fcl\u00f6nf\u00e9le folyamatainak fel\u00fcgyelet\u00e9re szolg\u00e1lnak, valamint seg\u00edtenek jobb d\u00f6nt\u00e9seket hozni a g\u00e9pekkel, s\u0151t, ak\u00e1r a munka sor\u00e1n alkalmazott elj\u00e1r\u00e1sokkal kapcsolatban is. Az ilyen technol\u00f3gi\u00e1kkal sz\u00e1mos olyan feladat automatiz\u00e1lhat\u00f3, amelyek a hagyom\u00e1nyos m\u00f3dszerekkel hossz\u00fa id\u0151t vettek ig\u00e9nybe, \u00edgy a m\u0171veletek sokkal gyorsabban, emberi er\u0151fesz\u00edt\u00e9s n\u00e9lk\u00fcl elv\u00e9gezhet\u0151k.<\/p>\n\n\n\n<h2 id=\"a-gepfelugyelet-soran-hasznalt-erzekelok-tipusai\" class=\"wp-block-heading\">A g\u00e9pfel\u00fcgyelet sor\u00e1n haszn\u00e1lt \u00e9rz\u00e9kel\u0151k t\u00edpusai<\/h2>\n\n\n\n<p>Mely \u00e9rz\u00e9kel\u0151k a leggyakoribbak az intelligens gy\u00e1rakban?&nbsp;<\/p>\n\n\n\n<p>Az Upkeep meghat\u00e1roz\u00e1sa szerint <a href=\"https:\/\/www.upkeep.com\/learning\/sensors-for-predictive-maintenance\" target=\"_blank\" rel=\"noreferrer noopener\">az ipari \u00e9rz\u00e9kel\u0151knek hat f\u0151 t\u00edpusa van<\/a>. Az alkalmazott \u00e9rz\u00e9kel\u0151 t\u00edpusa att\u00f3l f\u00fcgg, hogy milyen g\u00e9pr\u0151l van sz\u00f3, \u00e9s mit kell m\u00e9rni:&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>A <a href=\"https:\/\/www.distrelec.hu\/search?q=vibration+sensors&amp;sid=c25ba77bc88ecc71d1142ced7fa2b58ce4518db8\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>rezg\u00e9s\u00e9rz\u00e9kel\u0151k<\/strong><\/a> a rezg\u00e9sek frekvenci\u00e1j\u00e1t m\u00e9rik, szab\u00e1lytalans\u00e1gokat keresve azokban, \u00edgy el\u0151rejelezve az esetleges j\u00f6v\u0151beli probl\u00e9m\u00e1kat. Ez motorok, gener\u00e1torok \u00e9s turbin\u00e1k eset\u00e9ben hasznos.\u00a0<\/li><li>A <a href=\"https:\/\/www.distrelec.hu\/sensors\/pressure-sensors\/c\/cat-L3D_525492\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>nyom\u00e1s\u00e9rz\u00e9kel\u0151k<\/strong><\/a><strong> <\/strong>a nyom\u00e1sk\u00fcl\u00f6nbs\u00e9get m\u00e9rik, t\u00f6bbek k\u00f6z\u00f6tt a v\u00edz \u00e9s a leveg\u0151 eset\u00e9ben. Hidraulikus megold\u00e1sokn\u00e1l haszn\u00e1lj\u00e1k \u0151ket.<\/li><li>A <a href=\"https:\/\/www.distrelec.hu\/sensors\/temperature-sensors\/c\/cat-L3D_525493\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>h\u0151m\u00e9rs\u00e9klet-\u00e9rz\u00e9kel\u0151k<\/strong><\/a><strong> <\/strong>ellen\u0151rzik egy berendez\u00e9s \u00e1ltal gener\u00e1lt h\u0151energi\u00e1t. Ezeket sz\u00e1mos elektromos k\u00e9sz\u00fcl\u00e9k, p\u00e9ld\u00e1ul l\u00e9gkondicion\u00e1l\u00f3k vagy h\u0171t\u0151berendez\u00e9sek eset\u00e9ben haszn\u00e1lj\u00e1k.<\/li><li>A <a href=\"https:\/\/www.distrelec.hu\/sensors\/moisture-climatic-sensors\/c\/cat-DNAV_1209\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>p\u00e1ratartalom-\u00e9rz\u00e9kel\u0151k<\/strong><\/a><strong> <\/strong>hasonl\u00f3ak a h\u0151m\u00e9rs\u00e9klet-\u00e9rz\u00e9kel\u0151kh\u00f6z, de ezek a l\u00e9gk\u00f6r nedvess\u00e9gtartalm\u00e1t \u00e9rz\u00e9kelik, \u00e9s bizonyos esetekben k\u00e9pesek meg\u00e1llap\u00edtani a leveg\u0151 pontos v\u00edztartalm\u00e1t. Ezek gyakran megtal\u00e1lhat\u00f3k a HVAC-rendszerekben (f\u0171t\u0151-, szell\u0151ztet\u0151- \u00e9s l\u00e9gkondicion\u00e1l\u00f3-rendszerek).\u00a0<\/li><li>A <a href=\"https:\/\/www.distrelec.hu\/sensors\/gas-sensors\/c\/cat-DNAV_PL_130501\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>g\u00e1z\u00e9rz\u00e9kel\u0151k<\/strong><\/a><strong> <\/strong>nyomon k\u00f6vetik az egyes g\u00e1zok szintj\u00e9t, ami biztons\u00e1goss\u00e1 teszi a k\u00f6rnyezetet.<\/li><li>A <strong>biztons\u00e1gi \u00e9rz\u00e9kel\u0151ket<\/strong> sz\u00e1mos k\u00e9sz\u00fcl\u00e9k, p\u00e9ld\u00e1ul riaszt\u00f3k \u00e9s GPS-nyomk\u00f6vet\u0151k eset\u00e9ben alkalmazz\u00e1k, \u00e9s f\u0151 c\u00e9ljuk, hogy biztons\u00e1gban tarts\u00e1k a g\u00e9peket, megakad\u00e1lyozva, hogy azok elhagyj\u00e1k az adott ter\u00fcletet.\u00a0<\/li><\/ul>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-red-background-color has-background\" href=\"https:\/\/www.distrelec.hu\/hu\/erzekelok\/c\/cat-L2D_379612?filter_Manufacturer=Festo&amp;useTechnicalView=true\" target=\"_blank\" rel=\"noreferrer noopener\">Festo \u00e9rz\u00e9kel\u0151k v\u00e1s\u00e1rl\u00e1sa<\/a><\/div>\n<\/div>\n\n\n\n<h2 id=\"festo-ax\" class=\"wp-block-heading\">Festo AX<\/h2>\n\n\n\n<p>A Festo Automation Experience (AX) egy IoT-megold\u00e1s, amely mesters\u00e9ges intelligencia \u00e9s g\u00e9pi tanul\u00e1s alkalmaz\u00e1s\u00e1val maxim\u00e1lis \u00e9rt\u00e9ket teremt az \u00d6n \u00e1ltal gy\u0171jt\u00f6tt adatok felhaszn\u00e1l\u00e1s\u00e1val. A megold\u00e1s seg\u00edts\u00e9g\u00e9vel a v\u00e1llalatok n\u00f6velhetik a termel\u00e9kenys\u00e9g\u00fcket, cs\u00f6kkenthetik az energiak\u00f6lts\u00e9geiket, cs\u00f6kkenthetik az \u00e1ltaluk termelt hullad\u00e9kot stb.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Festo Automation Experience | Condition monitoring for components and machines\" width=\"1200\" height=\"675\" src=\"https:\/\/www.youtube.com\/embed\/bZSgrxiQs5s?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h4 id=\"miert-erdemes-a-festo-ax-megoldast-hasznalni\" class=\"wp-block-heading\">Mi\u00e9rt \u00e9rdemes a Festo AX megold\u00e1st haszn\u00e1lni?&nbsp;<\/h4>\n\n\n\n<p><strong>Val\u00f3s idej\u0171 MI <\/strong>&nbsp;<\/p>\n\n\n\n<p>A Festo AX val\u00f3s id\u0151ben elemzi az adatokat. Ez azt jelenti, hogy azonnal, k\u00e9sleked\u00e9s n\u00e9lk\u00fcl \u00e9rtes\u00fcl a probl\u00e9m\u00e1kr\u00f3l. Ha azonnal \u00e9rtes\u00fcl ezekr\u0151l az inform\u00e1ci\u00f3kr\u00f3l, akkor felk\u00e9sz\u00fclhet minden vel\u00fck kapcsolatos k\u00f6vetkezm\u00e9nyre, miel\u0151tt az bek\u00f6vetkezne.&nbsp;<\/p>\n\n\n\n<p><strong>B\u00e1rhol futtathat\u00f3<\/strong><\/p>\n\n\n\n<p>A Festo AX megold\u00e1s haszn\u00e1lata mindenhol t\u00e1mogatott, legyen sz\u00f3 a peremr\u0151l (a rendszer), a helyi infrastrukt\u00far\u00e1r\u00f3l (a szerverek) vagy a felh\u0151r\u0151l.&nbsp;<\/p>\n\n\n\n<p><strong>\u00d6n rendelkezik az adataival<\/strong><\/p>\n\n\n\n<p>A Festo \u00e1ltal gy\u0171jt\u00f6tt adatok kiz\u00e1r\u00f3lag az \u00fcgyf\u00e9l tulajdon\u00e1t k\u00e9pezik, \u00e9s kiz\u00e1r\u00f3lag a meg\u00e1llapod\u00e1s szerint haszn\u00e1lhat\u00f3k fel.&nbsp;<\/p>\n\n\n\n<p><strong>Rugalmas integr\u00e1ci\u00f3<\/strong><\/p>\n\n\n\n<p>A Festo AX minden rendszerbe integr\u00e1lhat\u00f3, mivel t\u00f6k\u00e9letesen egy\u00fcttm\u0171k\u00f6dik a k\u00fcl\u00f6nb\u00f6z\u0151 g\u00e9pekben \u00e9s rendszerekben alkalmazott Festo alkatr\u00e9szekkel. Az olyan szabv\u00e1nyos protokollok haszn\u00e1lat\u00e1val, mint az MQTT, ez a megold\u00e1s egyszer\u0171en integr\u00e1lhat\u00f3 harmadik f\u00e9lt\u0151l sz\u00e1rmaz\u00f3 alkatr\u00e9szekbe \u00e9s g\u00e9pekbe.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-video\"><video controls src=\"https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-AX-\u2013-The-automation-industry-needs-AI.mp4\"><\/video><\/figure>\n\n\n\n<h2 id=\"hogyan-tamogatja-a-festo-ax-a-vallalatokat\" class=\"wp-block-heading\"><strong>Hogyan t\u00e1mogatja a Festo AX a v\u00e1llalatokat?&nbsp;<\/strong><\/h2>\n\n\n\n<ul class=\"wp-block-list\"><li>Predikt\u00edv karbantart\u00e1s \u2013 A rendszer tov\u00e1bb\u00edtja az adatokat a Festo AX szoftverbe, \u00e9s \u00d6n azonnal \u00e9rtes\u00edt\u00e9st kap, ha b\u00e1rmilyen rendelleness\u00e9g tapasztalhat\u00f3 a g\u00e9p \u00e1llapot\u00e1nak fel\u00fcgyelete sor\u00e1n.&nbsp;<\/li><li>Predikt\u00edv energia \u2013 A Festo AX az energiahat\u00e9konys\u00e1g maximaliz\u00e1l\u00e1s\u00e1ban is seg\u00edthet. A szoftver id\u0151ben figyelmezteti \u00d6nt egy, a k\u00f6lts\u00e9gek szempontj\u00e1b\u00f3l relev\u00e1ns hat\u00e1r\u00e9rt\u00e9k v\u00e1rhat\u00f3 \u00e1tl\u00e9p\u00e9s\u00e9r\u0151l.&nbsp;<\/li><li>Predikt\u00edv min\u0151s\u00e9g \u2013 A min\u0151s\u00e9groml\u00e1s egy m\u00e1sik fontos probl\u00e9ma, amelynek megold\u00e1s\u00e1ban a Festo AX k\u00e9pes seg\u00edteni. A Festo AX folyamatosan nyomon k\u00f6veti a term\u00e9k min\u0151s\u00e9g\u00e9t befoly\u00e1sol\u00f3 \u00f6sszetett t\u00e9nyez\u0151ket, majd a m\u00f3dos\u00edt\u00e1si javaslatokr\u00f3l jelent\u00e9st k\u00fcld a felhaszn\u00e1l\u00f3nak.&nbsp;<\/li><\/ul>\n\n\n\n<h2 id=\"ajanlott-termekek\" class=\"wp-block-heading\">Aj\u00e1nlott term\u00e9kek<\/h2>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p><strong>SPAN sorozat\u00fa piezoreziszt\u00edv nyom\u00e1s\u00e9rz\u00e9kel\u0151<\/strong><\/p>\n\n\n\n<p>A nyom\u00e1s\u00e9rt\u00e9ket a rendszer tov\u00e1bb\u00edtja a csatlakoztatott vez\u00e9rl\u0151nek, az \u00e9rz\u00e9kel\u0151 param\u00e9terei pedig t\u00e1volr\u00f3l, IO-Link haszn\u00e1lat\u00e1val m\u00f3dos\u00edthat\u00f3k.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img  loading=\"lazy\"  decoding=\"async\"  width=\"1020\"  height=\"570\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAA\/wAAAI6AQMAAACgqdGlAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAF1JREFUeNrtwQEBAAAAgiD\/r25IQAEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAvBsfSQABeZS+xAAAAABJRU5ErkJggg==\"  alt=\"\"  class=\"wp-image-41571 pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"auto, (max-width: 1020px) 100vw, 1020px\"  data-pk-src=\"https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-SPAN-P10R-R18M-PNLK-PNVBA-L1-30264045-01.jpg\"  data-pk-srcset=\"https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-SPAN-P10R-R18M-PNLK-PNVBA-L1-30264045-01.jpg 1020w, https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-SPAN-P10R-R18M-PNLK-PNVBA-L1-30264045-01.jpg?resize=300,168 300w, https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-SPAN-P10R-R18M-PNLK-PNVBA-L1-30264045-01.jpg?resize=768,429 768w, https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-SPAN-P10R-R18M-PNLK-PNVBA-L1-30264045-01.jpg?resize=380,212 380w, https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-SPAN-P10R-R18M-PNLK-PNVBA-L1-30264045-01.jpg?resize=550,307 550w, https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-SPAN-P10R-R18M-PNLK-PNVBA-L1-30264045-01.jpg?resize=800,447 800w\" ><\/figure>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-red-background-color has-background\" href=\"https:\/\/www.distrelec.hu\/hu\/nyom-rz-kel-span-festo\/pf\/2314800?marketingPopup=false\" target=\"_blank\" rel=\"noreferrer noopener\">A sorozat megv\u00e1s\u00e1rl\u00e1sa<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p><strong>Pneumatikus mozg\u00e1s \u2013 A Festo pneumatikus meghajt\u00f3i \u00e9s rendszerei<\/strong><\/p>\n\n\n\n<p>Fedezze fel az \u00d6n elv\u00e1r\u00e1saihoz illeszked\u0151, k\u00fcl\u00f6nb\u00f6z\u0151 alkatr\u00e9sz-lehet\u0151s\u00e9geket a line\u00e1ris hengerekt\u0151l \u00e9s a vez\u00e9relt m\u0171k\u00f6dtet\u0151elemekt\u0151l kezdve a leng\u0151 meghajt\u00f3kon, a mini cs\u00faszk\u00e1kon \u00e9s a forg\u00f3 meghajt\u00f3kon \u00e1t a tartoz\u00e9kokig.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img  loading=\"lazy\"  decoding=\"async\"  width=\"1020\"  height=\"570\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAA\/wAAAI6AQMAAACgqdGlAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAF1JREFUeNrtwQEBAAAAgiD\/r25IQAEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAvBsfSQABeZS+xAAAAABJRU5ErkJggg==\"  alt=\"\"  class=\"wp-image-41588 pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"auto, (max-width: 1020px) 100vw, 1020px\"  data-pk-src=\"https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-ADN-S-6-10-A-A-30282750-01.jpg\"  data-pk-srcset=\"https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-ADN-S-6-10-A-A-30282750-01.jpg 1020w, https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-ADN-S-6-10-A-A-30282750-01.jpg?resize=300,168 300w, https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-ADN-S-6-10-A-A-30282750-01.jpg?resize=768,429 768w, https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-ADN-S-6-10-A-A-30282750-01.jpg?resize=380,212 380w, https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-ADN-S-6-10-A-A-30282750-01.jpg?resize=550,307 550w, https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-ADN-S-6-10-A-A-30282750-01.jpg?resize=800,447 800w\" ><\/figure>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-red-background-color has-background\" href=\"https:\/\/www.distrelec.hu\/hu\/automatizalas\/pneumatika\/mukoedtetok\/c\/cat-L3D_525520?filter_Manufacturer=Festo&amp;useTechnicalView=true\" target=\"_blank\" rel=\"noreferrer noopener\">Fedezzen fel m\u00e9g&nbsp;t\u00f6bbet<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p><strong>Szelepek \u2013 A pneumatikus mozg\u00e1s vez\u00e9rl\u00e9se<\/strong><\/p>\n\n\n\n<p>Az ipari g\u00e9pek, gy\u00e1rt\u00f3sorok vagy \u00f6sszeszerel\u0151 ter\u00fcletek hengereinek \u00e9s csatlakoztatott rendszereinek \u00e1raml\u00e1sszab\u00e1lyoz\u00e1s\u00e1ra szolg\u00e1l\u00f3 alapvet\u0151 megold\u00e1sa a szelepez\u00e9s, hiszen \u00edgy biztos\u00edthat\u00f3 a hibamentes m\u0171k\u00f6d\u00e9s.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img  loading=\"lazy\"  decoding=\"async\"  width=\"1020\"  height=\"570\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAA\/wAAAI6AQMAAACgqdGlAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAF1JREFUeNrtwQEBAAAAgiD\/r25IQAEAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAvBsfSQABeZS+xAAAAABJRU5ErkJggg==\"  alt=\"\"  class=\"wp-image-41605 pk-lazyload\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"auto, (max-width: 1020px) 100vw, 1020px\"  data-pk-src=\"https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-VUVG-L10-B52-T-M7-1R8L-30169910-01.jpg\"  data-pk-srcset=\"https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-VUVG-L10-B52-T-M7-1R8L-30169910-01.jpg 1020w, https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-VUVG-L10-B52-T-M7-1R8L-30169910-01.jpg?resize=300,168 300w, https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-VUVG-L10-B52-T-M7-1R8L-30169910-01.jpg?resize=768,429 768w, https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-VUVG-L10-B52-T-M7-1R8L-30169910-01.jpg?resize=380,212 380w, https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-VUVG-L10-B52-T-M7-1R8L-30169910-01.jpg?resize=550,307 550w, https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-VUVG-L10-B52-T-M7-1R8L-30169910-01.jpg?resize=800,447 800w\" ><\/figure>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-red-background-color has-background\" href=\"https:\/\/www.distrelec.hu\/hu\/automatizalas\/pneumatika\/szabalyozo-iranyszelep\/c\/cat-L3D_525519?filter_Manufacturer=Festo&amp;useTechnicalView=true\" target=\"_blank\" rel=\"noreferrer noopener\">Fedezzen fel m\u00e9g&nbsp;t\u00f6bbet<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\">\n<p><strong>Leveg\u0151-el\u0151k\u00e9sz\u00edt\u00e9s \u00e9s csatlakoz\u00e1si technol\u00f3gia \u2013 A pneumatikus automatiz\u00e1l\u00e1s alapja<\/strong><\/p>\n\n\n\n<p>V\u00e1lasszon a nyom\u00e1sszab\u00e1lyoz\u00f3k, vez\u00e9rl\u0151k \u00e9s sz\u0171r\u0151alkatr\u00e9szek k\u00f6z\u00fcl, hogy meg\u00f3vja a s\u0171r\u00edtett leveg\u0151t a szennyez\u0151d\u00e9sekt\u0151l, a pneumatikus rendszere lehet\u0151 legjobb teljes\u00edtm\u00e9nye \u00e9rdek\u00e9ben.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img  loading=\"lazy\"  decoding=\"async\"  src=\"data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEUAAP+KeNJXAAAAAXRSTlMAQObYZgAAAAlwSFlzAAAOxAAADsQBlSsOGwAAAApJREFUCNdjYAAAAAIAAeIhvDMAAAAASUVORK5CYII=\"  alt=\"\"  class=\"wp-image-41623 pk-lazyload\"  width=\"334\"  height=\"186\"  data-pk-sizes=\"auto\"  data-ls-sizes=\"auto, (max-width: 334px) 100vw, 334px\"  data-pk-src=\"https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-MS2-LR-QS6-D6-AR-BAR-B-30168970-01.jpg\"  data-pk-srcset=\"https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-MS2-LR-QS6-D6-AR-BAR-B-30168970-01.jpg 1020w, https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-MS2-LR-QS6-D6-AR-BAR-B-30168970-01.jpg?resize=300,168 300w, https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-MS2-LR-QS6-D6-AR-BAR-B-30168970-01.jpg?resize=768,429 768w, https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-MS2-LR-QS6-D6-AR-BAR-B-30168970-01.jpg?resize=380,212 380w, https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-MS2-LR-QS6-D6-AR-BAR-B-30168970-01.jpg?resize=550,307 550w, https:\/\/knowhow.distrelec.com\/wp-content\/uploads\/2022\/12\/Festo-MS2-LR-QS6-D6-AR-BAR-B-30168970-01.jpg?resize=800,447 800w\" ><\/figure>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-red-background-color has-background\" href=\"https:\/\/www.distrelec.hu\/hu\/automatizalas\/pneumatika\/szurok-es-levegokezeles\/c\/cat-DNAV_121103?filter_Manufacturer=Festo&amp;useTechnicalView=true\" target=\"_blank\" rel=\"noreferrer noopener\">Fedezzen fel m\u00e9g&nbsp;t\u00f6bbet<\/a><\/div>\n<\/div>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"A modern vil\u00e1gban gyakran alkalmaznak g\u00e9pfel\u00fcgyeleti rendszereket a k\u00fcl\u00f6nf\u00e9le ipar\u00e1gakban. Ez a technol\u00f3gia elengedhetetlen ahhoz, hogy a kezel\u0151k&hellip;\n","protected":false},"author":27,"featured_media":41510,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"csco_singular_sidebar":"","csco_page_header_type":"","csco_appearance_grid":"","csco_page_load_nextpost":"","csco_post_video_location":[],"csco_post_video_location_hash":"","csco_post_video_url":"","csco_post_video_bg_start_time":0,"csco_post_video_bg_end_time":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1085,1086,889],"tags":[],"coauthors":[],"class_list":{"0":"post-41684","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-a-dolgok-internete-iot","8":"category-automatizalas","9":"category-karbantartas-javitas-es-uzemeltetes","10":"cs-entry","11":"cs-video-wrap"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>MI-alap\u00fa g\u00e9pfel\u00fcgyeleti rendszerek - KnowHow<\/title>\n<meta name=\"description\" content=\"Az IoT r\u00e9v\u00e9n az MI intelligens g\u00e9pfel\u00fcgyeleti rendszerekkel forradalmas\u00edtotta a karbantart\u00e1si folyamatokat. 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