{"id":4660,"date":"2026-08-12T16:59:47","date_gmt":"2026-08-12T14:59:47","guid":{"rendered":"https:\/\/ellistat.com\/?post_type=guide-dutilisateur&p=4660"},"modified":"2026-08-12T16:59:47","modified_gmt":"2026-08-12T14:59:47","slug":"okos-oz","status":"publish","type":"guide-dutilisateur","link":"https:\/\/ellistat.com\/hu\/guide-dutilisateur\/smart-doe\/","title":{"rendered":"Smart DOE"},"content":{"rendered":"

Ez a men\u00fc leg\u00fajabb oldala, \u00e9s m\u00e1sk\u00e9pp m\u0171k\u00f6dik, mint az \u00f6sszes t\u00f6bbi:\u00a0a k\u00eds\u00e9rletek sz\u00e1m\u00e1t nem r\u00f6gz\u00edtj\u00fck, hanem egy g\u00f6rb\u00e9r\u0151l v\u00e1lasztjuk ki<\/strong>.<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

Az elv: Ellistat Adatelemz\u00e9s<\/a> felvesz egy\u00a0hiteles\u00edtett tervkatal\u00f3gus<\/strong>, ezer k\u00eds\u00e9rleti terv, 3\u201314 t\u00e9nyez\u0151vel \u00e9s 8\u201344 k\u00eds\u00e9rlettel, amelyek tulajdons\u00e1gait matematikailag igazolt\u00e1k, \u00e9s a szoftver minden egyes kiad\u00e1sakor \u00fajra ellen\u0151rizt\u00e9k: egym\u00e1ssal ortogon\u00e1lis f\u0151hat\u00e1sok, \u00e9s\u00a0teljesen aliasmentes<\/strong>\u00a0a n\u00e9gyzetekkel \u00e9s az interakci\u00f3kkal. A forr\u00e1sok tudom\u00e1nyos jelleg\u0171ek: Jones \u00e9s Nachtsheim (2011) konferencia-m\u00e1trixai \u00e9s DSD-jei, N\u00fa\u00f1ez Ares, Schoen \u00e9s Goos (2023) vegyes tervei, a Technometrics (2020) foly\u00f3iratban k\u00f6zz\u00e9tett tervek, kieg\u00e9sz\u00edtve az Ellistat \u00e1ltal gener\u00e1lt tervekkel.<\/p>\n\n\n\n

1. A t\u00e9nyez\u0151k t\u00e1bl\u00e1zata<\/h2>\n\n\n\n

Minden k\u00e9zbes\u00edt\u0151 kap egy T\u00edpus<\/strong> :<\/p>\n\n\n\n

    \n
  • Folyamatos (3 szint)<\/strong>\u00a0: min., k\u00f6z\u00e9pfok\u00fa, max. G\u00f6rb\u00fclete megbecs\u00fclhet\u0151; ;<\/li>\n\n\n\n
  • Koroszt\u00e1lyos (2 szint)<\/strong>: k\u00e9t lehet\u0151s\u00e9g, nincs k\u00f6zbens\u0151 szint. A k\u00f6zponti szint megad\u00e1sa le van tiltva: \u00abEgy kateg\u00f3ri\u00e1s t\u00e9nyez\u0151nek csak k\u00e9t lehet\u0151s\u00e9ge van: k\u00f6zbens\u0151 szintet nem lehet megadni.\u00bb<\/li>\n<\/ul>\n\n\n\n

    A fejl\u00e9c \u00f6sszefoglalja a konfigur\u00e1ci\u00f3t: \u00ab\u00a0n<\/em>\u00a0t\u00e9nyez\u0151k, k\u00f6zt\u00fck\u00a0k<\/em>\u00a0\u00bbkateg\u00f3ria(k)\u201d \u2013 t\u00e9nyez\u0151nk\u00e9nt egy ponttal. Sz\u00fcks\u00e9ges\u00a0legal\u00e1bb k\u00e9t folytonos t\u00e9nyez\u0151<\/strong>\u00a0hogy tervek ker\u00fcljenek javaslatba; ellenkez\u0151 esetben az oldal a k\u00f6vetkez\u0151 \u00fczenetet jelen\u00edti meg: \u00abLegal\u00e1bb k\u00e9t folyamatos t\u00e9nyez\u0151re van sz\u00fcks\u00e9g a tervek javaslat\u00e1hoz\u00bb.<\/p>\n\n\n\n

    2. A c\u00e9l \u00e9s a kompromisszum<\/h2>\n\n\n\n

    K\u00e9t exkluz\u00edv, opcion\u00e1lis k\u00e1rtya:<\/p>\n\n\n\n

      \n
    • A befoly\u00e1sol\u00f3 t\u00e9nyez\u0151k azonos\u00edt\u00e1sa<\/strong>\u00a0: sz\u0171r\u00e9s: a legfontosabb hat\u00e1sok felismer\u00e9se a lehet\u0151 legkevesebb k\u00eds\u00e9rlettel; ;<\/li>\n\n\n\n
    • Modellez\u00e9s \u00e9s optimaliz\u00e1l\u00e1s<\/strong>\u00a0: v\u00e1laszfel\u00fclet: k\u00e9sz\u00edts\u00fcnk egy g\u00f6rb\u00fcletet tartalmaz\u00f3 modellt az optim\u00e1lis be\u00e1ll\u00edt\u00e1s meghat\u00e1roz\u00e1s\u00e1hoz.<\/li>\n<\/ul>\n\n\n\n

      A k\u00e1rty\u00e1k alatt egy cs\u00faszka A hat\u00e1sokra vonatkoz\u00f3 pontoss\u00e1g \u2194 A g\u00f6rb\u00fcletre vonatkoz\u00f3 pontoss\u00e1g<\/strong> s\u00falyozza a tervek rangsorol\u00e1s\u00e1t. Sz\u0171r\u00e9si m\u00f3dban ez elt\u0171nik: a g\u00f6rb\u00fclet vizsg\u00e1lata nem \u00e9rtelmezhet\u0151, ha kiz\u00e1r\u00f3lag azt szeretn\u00e9nk meg\u00e1llap\u00edtani, mely t\u00e9nyez\u0151k sz\u00e1m\u00edtanak.<\/p>\n\n\n\n

      A c\u00e9lpont r\u00f6gz\u00edt\u00e9sre ker\u00fcl a t\u00e9rk\u00e9pen: az oldal \u00fajrat\u00f6lt\u00e9se ut\u00e1n is megmarad.<\/p>\n\n\n\n

      3. A min\u0151s\u00e9g \u00e9s a vizsg\u00e1latok k\u00f6z\u00f6tti hat\u00e1r<\/h2>\n\n\n\n

      Ez a k\u00f6zponti \u00e1bra: a rendelkez\u00e9sre \u00e1ll\u00f3 legjobb felbont\u00e1s, a pr\u00f3b\u00e1lkoz\u00e1sok sz\u00e1m\u00e1t\u00f3l f\u00fcgg\u0151en<\/strong>. Egy pont minden tervm\u00e9retn\u00e9l, amelyeket egy vonal k\u00f6t \u00f6ssze.<\/p>\n\n\n\n

      Pont<\/strong><\/td>Jelent\u00e9se<\/strong><\/td><\/tr><\/thead>
      Z\u00f6ld<\/strong><\/td>A katal\u00f3gus hiteles\u00edtett tervrajza. Kattint\u00e1ssal megnyithat\u00f3 a r\u00e9szletes le\u00edr\u00e1s.<\/td><\/tr>
      K\u00e9k<\/strong><\/td>Szem\u00e9lyre szabott, optimaliz\u00e1lt terv, m\u00e1r elk\u00e9sz\u00fclt.<\/td><\/tr>
      Sz\u00fcrke<\/strong><\/td>Ebben a m\u00e9retben nincs hiteles\u00edtett terv \u2014 kattintson ide, hogy elk\u00e9sz\u00edtsen egyet.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

      A \u00ab\u00a0Felt\u00e9rk\u00e9pezett tesztter\u00fclet<\/strong>\u00a0\u00bb sz\u0171k\u00edti a sk\u00e1l\u00e1t. Ez a matematikai minimumt\u00f3l indul,\u00a02k+1<\/strong>\u00a0tesztek a k\u00f6vetkez\u0151kre:\u00a0k<\/em>\u00a0t\u00e9nyez\u0151k, \u00e9s legal\u00e1bb a k\u00f6vetkez\u0151ket fedi le:\u00a03k<\/strong>\u00a0k\u00eds\u00e9rletek, amelyek sor\u00e1n soha nem haladta meg a 60-at.<\/p>\n\n\n\n

      \ud83d\udca1 A c\u00edm alatt megjelen\u0151 magyar\u00e1zat tartalmazza a grafikon helyes \u00e9rtelmez\u00e9s\u00e9t: \u00ab Keresse meg a k\u00f6ny\u00f6k\u00f6t<\/strong> : ezen t\u00falmen\u0151en minden tov\u00e1bbi pr\u00f3baverzi\u00f3 alig hoz min\u0151s\u00e9gi javul\u00e1st. \u00bb Pontosan ezt a d\u00f6nt\u00e9st szoktuk \u00e1ltal\u00e1ban vakon meghozni, amikor az el\u0151z\u0151 projekt tervm\u00e9ret\u00e9t m\u00e1soljuk \u00e1t. Itt viszont sz\u00e1mszer\u0171s\u00edtve van: l\u00e1thatjuk, mennyibe ker\u00fcl az az \u00f6t k\u00eds\u00e9rlet, amelynek finansz\u00edroz\u00e1s\u00e1ban habozunk, \u00e9s mennyit hoznak.<\/p>\n\n\n\n

      4. A t\u00e9rk\u00e9pek<\/h2>\n\n\n\n

      A hat\u00e1r alatt tervenk\u00e9nt egy t\u00e9rk\u00e9p, min\u0151s\u00e9g szerint csoportos\u00edtva. Minden t\u00e9rk\u00e9pen szerepel:<\/p>\n\n\n\n

        \n
      • egy\u00a0jelv\u00e9ny<\/strong>\u00a0: \u00abTan\u00fas\u00edtott\u00bb (igazolt ortogonalit\u00e1s \u00e9s aliasingmentess\u00e9g) vagy \u00abEgyedi optimaliz\u00e1l\u00e1s\u00bb (pontosan erre a m\u00e9retre optimaliz\u00e1lva); ; <\/li>\n\n\n\n
      • h\u00e1rom\u00a0rudak<\/strong>\u00a00-t\u00f3l 100-ig, a k\u00f6zleked\u00e9si l\u00e1mpa sz\u00edneihez hasonl\u00f3an:<\/li>\n<\/ul>\n\n\n\n
        Barre<\/strong><\/td>Mit m\u00e9r<\/strong><\/td><\/tr><\/thead>
        A hat\u00e1sok pontoss\u00e1ga<\/strong><\/td>Min\u00e9l magasabb a m\u00e9rce, ann\u00e1l pontosabban becs\u00fclik meg a f\u0151bb hat\u00e1sokat.<\/td><\/tr>
        A g\u00f6rb\u00fclet pontoss\u00e1ga<\/strong><\/td>K\u00e9pess\u00e9g a m\u00e1sodfok\u00fa kifejez\u00e9sek becsl\u00e9s\u00e9re, vagyis az optimum felismer\u00e9s\u00e9re. \u00abNem becs\u00fclhet\u0151\u00bb \u00fczenetet jelen\u00edt meg, ha a s\u00edk ezt nem teszi lehet\u0151v\u00e9.<\/td><\/tr>
        A m\u00e1sodrend\u0171 tagok sz\u00e9tv\u00e1laszt\u00e1sa<\/strong><\/td>Min\u00e9l magasabb a m\u00e9rce, ann\u00e1l kev\u00e9sb\u00e9 keverednek egym\u00e1ssal a n\u00e9gyzetek \u00e9s az interakci\u00f3k.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
          \n
        • a k\u00f6z\u00e9pfokon m\u00e1r elv\u00e9gzett pr\u00f3b\u00e1k sz\u00e1ma, valamint egy \u00abl\u00e9p\u00e9sr\u0151l l\u00e9p\u00e9sre\u201d \u00fatmutat\u00f3 \u201e\u00a0+ f\u0151bb pontok<\/strong>\u00a0\u00bb (legfeljebb 6) gombra kattintva tov\u00e1bbiakat adhat hozz\u00e1.<\/li>\n<\/ul>\n\n\n\n

          \u26a0\ufe0f A legfontosabb pontok a k\u00f6vetkez\u0151k: lehetetlenek, amint egy t\u00e9nyez\u0151 kateg\u00f3ri\u00e1s<\/strong> : egy k\u00f6zponti pont minden t\u00e9nyez\u0151t k\u00f6zbens\u0151 szintj\u00e9n r\u00f6gz\u00edt, egy kateg\u00f3ri\u00e1s t\u00e9nyez\u0151nek viszont nincs ilyen szintje. A l\u00e9p\u00e9senk\u00e9nti v\u00e9gigvezet\u00e9s ilyenkor kikapcsol\u00f3dik, \u00e9s a magyar\u00e1zat egy felugr\u00f3 ablakban jelenik meg. Ez nem a fel\u00fclet korl\u00e1toz\u00e1sa: egy ilyen k\u00eds\u00e9rlet a tervet \u00e9rtelmezhetetlenn\u00e9 tenn\u00e9.<\/p>\n\n\n\n

          5. Egy terv r\u00e9szlete<\/h2>\n\n\n\n

          Egy kattint\u00e1ssal megny\u00edlik egy oldals\u00e1v, amely a k\u00f6vetkez\u0151ket tartalmazza:<\/p>\n\n\n\n

            \n
          • La\u00a0tesztm\u00e1trix<\/strong>\u00a0val\u00f3s \u00e9rt\u00e9kekkel, a \u00abK\u00eds\u00e9rleti terv l\u00e9trehoz\u00e1sa\u00bb gombbal, ugyanazzal az \u00f6sszetev\u0151vel, ugyanolyan m\u0171k\u00f6d\u00e9ssel, mint a t\u00f6bbi oldalon; ; <\/li>\n\n\n\n
          • A\u00a0nyers mutat\u00f3k<\/strong>\u00a0: a line\u00e1ris hat\u00e1sok varianci\u00e1ja, a m\u00e1sodfok\u00fa tagok varianci\u00e1ja, a m\u00e1sodrend\u0171 korrel\u00e1ci\u00f3 maximuma, oszloponk\u00e9nti nullpontok, a s\u00edk orig\u00f3ja, katal\u00f3gusazonos\u00edt\u00f3 \u00e9s tudom\u00e1nyos hivatkoz\u00e1s; ; <\/li>\n\n\n\n
          • La\u00a0a m\u00e1sodrend\u0171 modell korrel\u00e1ci\u00f3s t\u00e9rk\u00e9pe<\/strong>\u00a0: f\u0151hat\u00e1sok, majd a h\u00e1romszint\u0171 t\u00e9nyez\u0151k n\u00e9gyzetei, v\u00e9g\u00fcl a k\u00f6lcs\u00f6nhat\u00e1sok.<\/li>\n<\/ul>\n\n\n\n
            \"\"<\/figure>\n\n\n\n
            \"\"<\/figure>\n\n\n\n

            \ud83d\udca1 Ez a korrel\u00e1ci\u00f3s t\u00e1bl\u00e1zat az oldal k\u00f6zponti eleme, \u00e9s egy pillanat alatt \u00e1ttekinthet\u0151: \u00abA keretes r\u00e9sz a f\u0151bb hat\u00e1sokat mutatja be:\u00a0a diagon\u00e1lison k\u00edv\u00fcl feh\u00e9rnek kell maradnia<\/strong>. \u00bb Ez vizu\u00e1lis bizony\u00edt\u00e9k arra, hogy a hat\u00e1sait a m\u00e1sodrend\u0171 hat\u00e1sok befoly\u00e1sa n\u00e9lk\u00fcl becs\u00fclik meg, amit egyetlen hasonl\u00f3 m\u00e9ret\u0171 hagyom\u00e1nyos frakcion\u00e1lis t\u00e1bl\u00e1zat sem garant\u00e1l.<\/p>\n\n\n\n

            6. A testreszabott gener\u00e1ci\u00f3<\/h2>\n\n\n\n

            Ha a k\u00edv\u00e1nt m\u00e9retben nincs hiteles\u00edtett terv, a hat\u00e1r sz\u00fcrke pontja elind\u00edt egy optimaliz\u00e1l\u00f3<\/strong> aki elk\u00e9sz\u00edti azt. Megjelenik egy el\u0151rehalad\u00e1si s\u00e1v, amelyet megszak\u00edthatunk; az \u00edgy kapott t\u00e9rk\u00e9p k\u00e9k sz\u00ednnel csatlakozik a hat\u00e1rhoz, \u00e9s a k\u00eds\u00e9rleti t\u00e9rk\u00e9pen t\u00e1rolva marad.<\/p>","protected":false},"featured_media":0,"menu_order":90,"template":"","meta":{"_acf_changed":true},"menu-guide-dutilisateur":[24],"class_list":["post-4660","guide-dutilisateur","type-guide-dutilisateur","status-publish","hentry","menu-guide-dutilisateur-7-doe-plans-dexperiences"],"acf":[],"yoast_head":"\nSmart DOE - Ellistat<\/title>\n<meta name=\"description\" content=\"Choisissez le nombre d'essais sur une courbe qualit\u00e9\/co\u00fbt, avec des plans certifi\u00e9s orthogonaux issus des derni\u00e8res publications acad\u00e9miques en plans d'exp\u00e9riences.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ellistat.com\/hu\/hasznaloi-utmutato\/okos-oz\/\" \/>\n<meta property=\"og:locale\" content=\"hu_HU\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Smart DOE - 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