{"id":110781,"date":"2026-10-26T08:47:49","date_gmt":"2026-10-26T08:47:49","guid":{"rendered":"https:\/\/skyplanner.ai\/?p=110781"},"modified":"2026-10-26T08:49:33","modified_gmt":"2026-10-26T08:49:33","slug":"is-orneklemesi","status":"publish","type":"post","link":"https:\/\/skyplanner.ai\/tr\/kaynaklar\/is-orneklemesi\/","title":{"rendered":"\u00dcretimde i\u015f \u00f6rneklemesi: Gizli gecikmeleri bulun"},"content":{"rendered":"<div class=\"gb-container gb-container-article01 article-main-content-container\">\n\n<h1 class=\"wp-block-heading\">\u00dcretimde i\u015f \u00f6rneklemesi: Gizli gecikmeleri bulun<\/h1>\n\n<div class=\"gb-container gb-container-article02\">\n\n<p><a href=\"\/tr\/\">Ana Sayfa<\/a> &raquo; <a href=\"https:\/\/skyplanner.ai\/tr\/kaynaklar\/\">Kaynaklar<\/a> &raquo; \u00dcretimde i\u015f \u00f6rneklemesi: Gizli gecikmeleri bulun<\/p>\n\n\n<p class=\"yoast-reading-time__wrapper\"><span class=\"yoast-reading-time__icon\"><svg aria-hidden=\"true\" focusable=\"false\" data-icon=\"clock\" width=\"20\" height=\"20\" fill=\"none\" stroke=\"currentColor\" style=\"display:inline-block;vertical-align:-0.1em\" role=\"img\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 24 24\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" stroke-width=\"2\" d=\"M12 8v4l3 3m6-3a9 9 0 11-18 0 9 9 0 0118 0z\"><\/path><\/svg><\/span><span class=\"yoast-reading-time__spacer\" style=\"display:inline-block;width:1em\"><\/span><span class=\"yoast-reading-time__descriptive-text\">Tahmini okuma s\u00fcresi: <\/span><span class=\"yoast-reading-time__reading-time\">12<\/span><span class=\"yoast-reading-time__time-unit\"> dakika<\/span><\/p>\n\n<\/div>\n<div class=\"gb-container gb-container-article03\">\n\n<p>Fabrikada bir tur att\u0131\u011f\u0131n\u0131zda ayn\u0131 vardiya bir an \u00e7ok yo\u011fun, ba\u015fka bir an ise kapasitesinin alt\u0131nda \u00e7al\u0131\u015f\u0131yor gibi g\u00f6r\u00fcnebilir. Ancak bu ziyaretlerin hi\u00e7biri, par\u00e7a \u00fcretimine, i\u015f haz\u0131rl\u0131\u011f\u0131na veya bir \u015feylerin gelmesini beklemeye ne kadar zaman ayr\u0131ld\u0131\u011f\u0131n\u0131 g\u00f6stermez.<\/p>\n\n\n<p>\u0130\u015f \u00f6rneklemesi, bu izlenimlerin yerine planl\u0131 bir dizi rastgele g\u00f6zlem koyar. \u00dcretimi kesintiye u\u011fratan ko\u015fullar\u0131 belirlemenize ve denemeye de\u011fer bir iyile\u015ftirme se\u00e7menize yard\u0131mc\u0131 olur. As\u0131l yarar\u0131, insanlar\u0131n ne kadar me\u015fgul g\u00f6r\u00fcnd\u00fc\u011f\u00fcne puan vermek de\u011fildir. \u0130\u015fin ilerlemesini neyin engelledi\u011fini daha net ortaya koymakt\u0131r.<\/p>\n\n\n<p>Bir iyile\u015ftirmenin neleri de\u011fi\u015ftirdi\u011fini do\u011frulad\u0131ktan sonra SkyPlanner APS, iyile\u015fen operasyon s\u00fcrelerini ve kaynak kullan\u0131labilirli\u011fini birbiriyle uyumlu bir \u00fcretim \u00e7izelgesine d\u00f6n\u00fc\u015ft\u00fcr\u00fcr. Her makinenin i\u015f s\u0131ras\u0131n\u0131 ayr\u0131 ayr\u0131 yeniden d\u00fczenlemek i\u00e7in daha az zaman harcar, de\u011fi\u015fikli\u011fin teslim etmeniz gereken sipari\u015fleri nas\u0131l etkiledi\u011fini g\u00f6rebilirsiniz.<\/p>\n\n\n<h2 class=\"wp-block-heading\">\u0130\u015f \u00f6rneklemesi nedir?<\/h2>\n\n\n<p>\u0130\u015f \u00f6rneklemesi, insanlar\u0131 veya makineleri rastgele se\u00e7ilen anlarda g\u00f6zlemleyerek tan\u0131mlanm\u0131\u015f faaliyetlere ayr\u0131lan zaman\u0131n oran\u0131n\u0131 tahmin eden istatistiksel bir y\u00f6ntemdir. Her g\u00f6zlemde, o anda yap\u0131lan faaliyet kaydedilir. \u00d6rnekleme tasar\u0131m\u0131 incelenen zaman\u0131 temsil ediyorsa, bir kategoriye ait g\u00f6zlemlerin toplam i\u00e7indeki pay\u0131, o faaliyetin \u00e7al\u0131\u015fma kapsam\u0131ndaki zamandan ald\u0131\u011f\u0131 paya ili\u015fkin bir tahmin sa\u011flar.<\/p>\n\n\n<p>\u00d6rne\u011fin montaj alan\u0131nda yap\u0131lan bir \u00e7al\u0131\u015fmada montaj, haz\u0131rl\u0131k, kontrol, malzeme bekleme ve di\u011fer kesintiler ayr\u0131 kategorilerde ele al\u0131nabilir. Bu kategorileri, \u00e7al\u0131\u015fma ko\u015fullar\u0131n\u0131 temsil eden vardiyalar boyunca kaydetmek, her \u015feyi yaln\u0131zca \u00fcretken veya bo\u015fta olarak s\u0131n\u0131fland\u0131rmaktan daha yararl\u0131 kan\u0131tlar sunar.<\/p>\n\n\n<p>Bu y\u00f6ntem \u00f6zellikle faaliyetlerin de\u011fi\u015fken oldu\u011fu, kesintilerin farkl\u0131 zamanlara da\u011f\u0131ld\u0131\u011f\u0131 ve s\u00fcrekli g\u00f6zlemin b\u00fcy\u00fck \u00e7aba gerektirdi\u011fi durumlarda yararl\u0131d\u0131r. Faaliyetlerin genel da\u011f\u0131l\u0131m\u0131n\u0131 anlamak i\u00e7in her operasyonu ba\u015f\u0131ndan sonuna kadar izlemeniz gerekmez.<\/p>\n\n\n<p>Arad\u0131\u011f\u0131n\u0131z yan\u0131t farkl\u0131ysa \u00f6l\u00e7\u00fcm y\u00f6ntemini de buna g\u00f6re se\u00e7in:<\/p>\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/skyplanner.ai\/tr\/kaynaklar\/uretimde-zaman-etudu\/\">\u00dcretimde zaman et\u00fcd\u00fc<\/a>, tan\u0131mlanm\u0131\u015f i\u015f elemanlar\u0131n\u0131 inceler ve sa\u011flam bir temele dayanan standart zaman belirlemeyi sa\u011flayabilir. Rastgele anlarda yap\u0131lan faaliyet g\u00f6zlemleri, her bir k\u0131sa i\u015f eleman\u0131n\u0131n ne kadar s\u00fcrd\u00fc\u011f\u00fcn\u00fc g\u00f6stermez.<\/li><li><a href=\"https:\/\/skyplanner.ai\/tr\/kaynaklar\/uretim-suresi-takibi\/\">\u00dcretim s\u00fcresi takibi<\/a>, olaylar\u0131 ve ger\u00e7ekle\u015fen s\u00fcreleri i\u015f veya operasyon baz\u0131nda kaydeder. Bu kay\u0131tlar, t\u00fcm faaliyetlerden rastgele bir \u00f6rneklem sunmak yerine, kaydedilen saatlerin hangi i\u015flere harcand\u0131\u011f\u0131n\u0131 g\u00f6sterir.<\/li><\/ul>\n\n\n<p>Sistematik bir i\u015f \u00f6l\u00e7\u00fcm\u00fc \u00e7al\u0131\u015fmas\u0131nda, standartlar\u0131 belirlemek i\u00e7in \u00f6rnekleme di\u011fer kan\u0131tlarla birlikte kullan\u0131labilir. Ancak bir faaliyetin y\u00fczdesi tek ba\u015f\u0131na ne standart zamand\u0131r ne de bir ki\u015finin \u00e7al\u0131\u015fma temposunun \u00f6l\u00e7\u00fcs\u00fcd\u00fcr.<\/p>\n\n\n<h2 class=\"wp-block-heading\">\u0130\u015fe kimin me\u015fgul, kimin bo\u015fta oldu\u011funu sayarak de\u011fil, verece\u011finiz karar\u0131 belirleyerek ba\u015flay\u0131n<\/h2>\n\n\n<p>Yan\u0131t\u0131 fabrikan\u0131n \u00e7al\u0131\u015fma bi\u00e7imini de\u011fi\u015ftirebilecek bir soru se\u00e7in. Malzeme haz\u0131rlama s\u00fcrecine m\u00fcdahale edebiliyorsan\u0131z, \u201cMontaj ekibi zaman\u0131n\u0131n ne kadar\u0131n\u0131 bile\u015fen bekleyerek ge\u00e7iriyor?\u201d sorusu yararl\u0131 bir ba\u015flang\u0131\u00e7t\u0131r. \u201cHerkes ne kadar verimli?\u201d sorusu ise iyi bir \u00e7al\u0131\u015fma tasarlamak veya sonu\u00e7lar\u0131 do\u011fru yorumlamak i\u00e7in fazla belirsizdir.<\/p>\n\n\n<p>\u00c7al\u0131\u015fman\u0131n amac\u0131 konusunda i\u015fi yapan ki\u015filerle anla\u015f\u0131n. Nelerin g\u00f6zlemlenece\u011fini, kategorilerin nas\u0131l tan\u0131mland\u0131\u011f\u0131n\u0131, sonu\u00e7lar\u0131 kimlerin g\u00f6rece\u011fini ve bunlar\u0131n hangi karara dayanak olaca\u011f\u0131n\u0131 a\u00e7\u0131klay\u0131n. Operat\u00f6rlere mevcut kay\u0131tlar\u0131n hangi kesintileri yans\u0131tmad\u0131\u011f\u0131n\u0131 sorun. \u0130nsanlar beklemeyi gizlemek zorunda hissetmek yerine eksik bir malzeme kitini a\u00e7\u0131klayabildi\u011finde \u00e7al\u0131\u015fma daha yararl\u0131 olur.<\/p>\n\n\n<p>Ara\u015ft\u0131rma evrenini tan\u0131mlay\u0131n: Sonu\u00e7lar hangi insanlar\u0131 veya makineleri, vardiyalar\u0131, g\u00fcnleri ve \u00fcretim ko\u015fullar\u0131n\u0131 temsil edecek? Bir montaj alan\u0131n\u0131n g\u00fcnd\u00fcz vardiyas\u0131nda yap\u0131lan \u00e7al\u0131\u015fma, kendili\u011finden gece \u00e7al\u0131\u015fmas\u0131n\u0131 veya fabrikan\u0131n tamam\u0131n\u0131 temsil etmez.<\/p>\n\n\n<p>Ard\u0131ndan g\u00f6zlem birimini se\u00e7in. Bir operat\u00f6r\u00fcn belirli bir andaki durumu bir birimdir; bir makinenin belirli bir andaki durumu ise ba\u015fka bir birimdir. Bu durumlar\u0131 ayr\u0131 tutun. Operat\u00f6r ba\u015fka bir par\u00e7ay\u0131 kontrol ederken makine otomatik kesim yap\u0131yor olabilir. Makine \u00e7al\u0131\u015f\u0131yor, operat\u00f6r ise kontrol yap\u0131yordur; bu g\u00f6zlemlerin hi\u00e7birini bo\u015fta olarak s\u0131n\u0131fland\u0131rmak gerekmez.<\/p>\n\n\n<p>Kapsanan zaman aral\u0131\u011f\u0131n\u0131 da a\u00e7\u0131k\u00e7a belirtin. \u00c7al\u0131\u015fma, \u00fccretli vardiya s\u00fcresinin tamam\u0131n\u0131 kaps\u0131yorsa ilgili mola kategorisini dahil edin. Yaln\u0131zca tan\u0131mlanm\u0131\u015f \u00e7al\u0131\u015fma d\u00f6nemlerini kaps\u0131yorsa oranlar\u0131n paydas\u0131nda bu s\u00fcrenin kullan\u0131ld\u0131\u011f\u0131n\u0131 belirtin. Bu iki sonucu ayn\u0131 \u015feyi \u00f6l\u00e7\u00fcyormu\u015f gibi kar\u015f\u0131la\u015ft\u0131rmay\u0131n.<\/p>\n\n\n<h2 class=\"wp-block-heading\">G\u00f6zlemcilerin ay\u0131rt edebilece\u011fi faaliyetler tan\u0131mlay\u0131n<\/h2>\n\n\n<p>Se\u00e7ilen g\u00f6zlem birimi i\u00e7in birbiriyle \u00f6rt\u00fc\u015fmeyen ve kar\u015f\u0131la\u015fmay\u0131 bekledi\u011finiz durumlar\u0131 kapsayan az say\u0131da kategori kullan\u0131n. Her biri i\u00e7in, g\u00f6zlem yap\u0131lacak alandan \u00f6rnekler i\u00e7eren k\u0131sa bir tan\u0131m yaz\u0131n.<\/p>\n\n\n<p>\u201cMalzeme bekleme\u201d, operat\u00f6r\u00fcn malzeme raf\u0131n\u0131n yan\u0131nda durmas\u0131n\u0131 de\u011fil, gerekli malzeme bulunmad\u0131\u011f\u0131 i\u00e7in se\u00e7ilen i\u015fin ilerleyememesini ifade etmelidir. \u201cHaz\u0131rl\u0131k\u201d faaliyetinin, haz\u0131rl\u0131\u011fa ba\u015flanmas\u0131ndan \u00fcretime haz\u0131r hale gelinmesine kadar olan s\u0131n\u0131rlar\u0131 \u00fczerinde anla\u015f\u0131lmal\u0131d\u0131r. Gerekli kontrol faaliyetlerini genel bir \u00fcretim d\u0131\u015f\u0131 kategoriye g\u00f6mmek yerine ayr\u0131 ve g\u00f6r\u00fcn\u00fcr tutun.<\/p>\n\n\n<p>Bilinmeyen veya g\u00f6zlemlenemeyen durumlar i\u00e7in de bir kod ekleyin. Ne oldu\u011funu belirleyemiyorsan\u0131z nedenini tahmin etmek yerine belirsizli\u011fi kaydedin. Bu vakalar\u0131 ayr\u0131ca inceleyin; fark ettirmeden paydadan \u00e7\u0131kar\u0131lmalar\u0131na izin vermeyin.<\/p>\n\n\n<p>Tan\u0131mlar\u0131 k\u0131sa bir pilot \u00e7al\u0131\u015fmayla s\u0131nay\u0131n. G\u00f6zlemcilerin ayn\u0131 durumlar\u0131 s\u0131n\u0131fland\u0131rmas\u0131n\u0131 sa\u011flay\u0131n ve g\u00f6r\u00fc\u015f ayr\u0131l\u0131klar\u0131n\u0131 tart\u0131\u015f\u0131n. Bir ki\u015fi tak\u0131m aramay\u0131 haz\u0131rl\u0131k, di\u011feri bekleme olarak s\u0131n\u0131fland\u0131r\u0131yorsa \u00e7al\u0131\u015fma k\u0131smen i\u015fi de\u011fil, tan\u0131mlar\u0131n\u0131z aras\u0131ndaki fark\u0131 \u00f6l\u00e7er. As\u0131l \u00f6rneklemi toplamadan \u00f6nce bunu d\u00fczeltin.<\/p>\n\n\n<p>Pilot \u00e7al\u0131\u015fma pratik sorunlar\u0131 da ortaya \u00e7\u0131kar\u0131r: eri\u015filemeyen g\u00f6zlem noktalar\u0131, \u00e7ok uzun s\u00fcren bir g\u00f6zlem rotas\u0131 veya bir anl\u0131k bak\u0131\u015fla ay\u0131rt edilemeyecek kadar ayr\u0131nt\u0131l\u0131 kategoriler gibi.<\/p>\n\n\n<h2 class=\"wp-block-heading\">\u00dcretimi temsil eden ko\u015fullarda rastgele g\u00f6zlemler yap\u0131n<\/h2>\n\n\n<p>Bir rastgele say\u0131 arac\u0131yla g\u00f6zlem zamanlar\u0131n\u0131 \u00f6nceden olu\u015fturun ve \u00f6rnekleme plan\u0131n\u0131, karar\u0131n ilgili oldu\u011fu vardiya ve g\u00fcnlere yay\u0131n. G\u00f6zlem alan\u0131na geldi\u011finizde en ilgin\u00e7 g\u00f6r\u00fcnen ki\u015fiyi veya makineyi se\u00e7mek yerine plana uyun.<\/p>\n\n\n<p>Her yar\u0131m saatte bir yap\u0131lan d\u00fczenli ziyaretler, tekrar tekrar malzeme ikmaline, molaya veya makine \u00e7evrimine denk gelebilir. Yaln\u0131zca amirin bo\u015f zaman\u0131 oldu\u011funda g\u00f6zlem yapmak ise ba\u015fka bir yanl\u0131l\u0131k yarat\u0131r. Zamanlar\u0131 rastgele se\u00e7mek bu \u00f6r\u00fcnt\u00fclerden ka\u00e7\u0131nmaya yard\u0131mc\u0131 olur. \u0130lgili \u00e7al\u0131\u015fma ko\u015fullar\u0131n\u0131n kapsanmas\u0131 da sonucun yaln\u0131zca g\u00f6zlem i\u00e7in uygun bir sabahla s\u0131n\u0131rl\u0131 kalmamas\u0131n\u0131 sa\u011flar.<\/p>\n\n\n<p>Se\u00e7ilen her anda, bir sonraki faaliyetin ba\u015flamas\u0131n\u0131 beklemeden o anki faaliyeti kaydedin. Zaman damgas\u0131n\u0131, g\u00f6zlem birimini, kategoriyi ve ilgili vardiya veya \u00fcr\u00fcn bilgilerini saklay\u0131n. Gecikmeyi ara\u015ft\u0131rmaya yard\u0131mc\u0131 olacaksa olgulara dayanan k\u0131sa bir not al\u0131n. A\u00e7\u0131klama almak i\u00e7in faaliyeti kesintiye u\u011frat\u0131p ard\u0131ndan kendi ba\u015flatt\u0131\u011f\u0131n\u0131z konu\u015fmay\u0131 s\u0131n\u0131fland\u0131rmay\u0131n.<\/p>\n\n\n<p>Yap\u0131lamayan g\u00f6zlemleri ve neden yap\u0131lamad\u0131klar\u0131n\u0131 kaydedin. Eri\u015filemeyen veya yap\u0131lmas\u0131 zor olan her g\u00f6zlemin yerine yak\u0131nda kolayca yap\u0131labilen bir g\u00f6zlem koymak, \u00f6rneklemin neyi temsil etti\u011fini de\u011fi\u015ftirebilir.<\/p>\n\n\n<p>Bir vardiyadan bilin\u00e7li olarak daha yo\u011fun \u00f6rnek al\u0131yorsan\u0131z vardiya sonu\u00e7lar\u0131n\u0131 ayr\u0131 raporlay\u0131n veya sonu\u00e7lar\u0131, tahmin edilen s\u00fcreyi ya da evreni yans\u0131tan a\u011f\u0131rl\u0131klarla birle\u015ftirin. Farkl\u0131 \u00f6rnekleme oranlar\u0131yla toplanan verileri do\u011frudan bir araya getirmek, ola\u011fand\u0131\u015f\u0131 bir vardiyan\u0131n sonu\u00e7 \u00fczerinde bask\u0131n olmas\u0131na yol a\u00e7abilir.<\/p>\n\n\n<p>G\u00f6zlem say\u0131s\u0131 ile ba\u011f\u0131ms\u0131z bilgi miktar\u0131n\u0131 da birbirinden ay\u0131r\u0131n. Tek bir turda birka\u00e7 operat\u00f6re bakmak birka\u00e7 kay\u0131t \u00fcretir; ancak ortak bir malzeme eksikli\u011fi, bu operat\u00f6rlerin durumlar\u0131n\u0131 birbiriyle ili\u015fkili hale getirebilir. Ayn\u0131 duru\u015f s\u0131ras\u0131nda tekrarlanan anl\u0131k g\u00f6zlemlerde de benzer bir s\u0131n\u0131rlama vard\u0131r. Analizde bu k\u00fcmelenmenin hesaba kat\u0131labilmesi i\u00e7in g\u00f6zlem turlar\u0131n\u0131 ve zaman gruplar\u0131n\u0131 ay\u0131rt edilebilir bi\u00e7imde kaydedin.<\/p>\n\n\n<h2 class=\"wp-block-heading\">\u0130\u015f \u00f6rneklemesinde ka\u00e7 g\u00f6zlem gerekir?<\/h2>\n\n\n<p>Gereken \u00f6rneklem b\u00fcy\u00fckl\u00fc\u011f\u00fc, karar i\u00e7in ihtiya\u00e7 duyulan hassasiyete ve faaliyetin beklenen pay\u0131na ba\u011fl\u0131d\u0131r. Her \u00e7al\u0131\u015fman\u0131n temsil edici olmas\u0131n\u0131 sa\u011flayan tek bir g\u00f6zlem say\u0131s\u0131 yoktur.<\/p>\n\n\n<p>Ba\u011f\u0131ms\u0131z g\u00f6zlemlerden olu\u015fan basit bir rastgele \u00f6rneklem planlan\u0131rken, tek bir faaliyetin oran\u0131 i\u00e7in yayg\u0131n olarak kullan\u0131lan yakla\u015f\u0131k hesap \u015f\u00f6yledir:<\/p>\n\n\n<p>n \u2248 z\u00b2 \u00d7 p \u00d7 (1 \u2212 p) \u00f7 e\u00b2<\/p>\n\n\n<p>Burada n g\u00f6zlem say\u0131s\u0131, p ondal\u0131k bi\u00e7imde yaz\u0131lan beklenen oran, e istenen mutlak hata pay\u0131, z ise se\u00e7ilen g\u00fcven d\u00fczeyine kar\u015f\u0131l\u0131k gelen normal da\u011f\u0131l\u0131m de\u011feridir. Yakla\u015f\u0131k %95 g\u00fcven d\u00fczeyi i\u00e7in z de\u011feri 1,96&#8217;d\u0131r. Hesaplanan g\u00f6zlem say\u0131s\u0131n\u0131 bir \u00fcst tam say\u0131ya yuvarlay\u0131n.<\/p>\n\n\n<p>Hen\u00fcz p i\u00e7in g\u00fcvenilir bir tahmininiz yoksa 0,50 kullanmak, belirli bir mutlak hata pay\u0131 i\u00e7in en y\u00fcksek g\u00f6zlem say\u0131s\u0131n\u0131 verir. Be\u015f y\u00fczde puanl\u0131k hata pay\u0131nda, yani e = 0,05 oldu\u011funda, hesap sonucunda 385 g\u00f6zlem gerekir. Bu, s\u00f6z konusu varsay\u0131mlar i\u00e7in bir planlama \u00f6rne\u011fidir; her durumda ge\u00e7erli bir alt s\u0131n\u0131r veya her alt grup i\u00e7in bir garanti de\u011fildir.<\/p>\n\n\n<p>\u201cY\u00fczde be\u015f\u201d derken neyi kastetti\u011finizi netle\u015ftirin. Bekleme pay\u0131 %20 ve hata pay\u0131 be\u015f y\u00fczde puan ise aral\u0131k yakla\u015f\u0131k %15 ile %25 olur. Bu pay\u0131n %5\u2019i kadar ba\u011f\u0131l hata pay\u0131 ise her iki y\u00f6nde yaln\u0131zca bir y\u00fczde puan demektir ve \u00e7ok daha b\u00fcy\u00fck bir \u00f6rneklem gerektirir.<\/p>\n\n\n<p>Hassasiyet d\u00fczeyini, karar a\u00e7\u0131s\u0131ndan \u00f6nemli kategori ve kar\u015f\u0131la\u015ft\u0131rmaya g\u00f6re planlay\u0131n. Genel bekleme pay\u0131 i\u00e7in yeterli olan toplam g\u00f6zlem say\u0131s\u0131, vardiyalar\u0131 ayr\u0131 ayr\u0131 de\u011ferlendirmek, nadir gecikmeleri incelemek veya tek tek i\u015f merkezlerini analiz etmek i\u00e7in yetersiz kalabilir. G\u00f6zlemlerin turlar halinde k\u00fcmelendi\u011fi durumlarda da her kayd\u0131 ba\u011f\u0131ms\u0131z saymak yerine \u00f6rnekleme tasar\u0131m\u0131n\u0131 dikkate alan bir analiz gerekir. Karar k\u00fc\u00e7\u00fck bir de\u011fi\u015fikli\u011fe veya \u00f6nemli bir yat\u0131r\u0131ma ili\u015fkinse, as\u0131l veri toplamaya ba\u015flamadan \u00f6nce tasar\u0131m\u0131 bir \u00f6rnekleme uzman\u0131na kontrol ettirin.<\/p>\n\n\n<h2 class=\"wp-block-heading\">\u00d6rnek: faaliyet say\u0131mlar\u0131ndan iyile\u015ftirme sorusuna<\/h2>\n\n\n<p>Ekibin, eksik malzeme kitlerinin i\u015fi kesintiye u\u011fratt\u0131\u011f\u0131ndan \u015f\u00fcphelendi\u011fi bir manuel montaj alan\u0131 d\u00fc\u015f\u00fcn\u00fcn. Bir \u00e7al\u0131\u015fmada, kapsama al\u0131nan \u00fcretim d\u00f6nemleri boyunca e\u015fit se\u00e7ilme olas\u0131l\u0131\u011f\u0131na sahip 400 operat\u00f6r-an\u0131 g\u00f6zlemi toplan\u0131yor. Bu basitle\u015ftirilmi\u015f \u00f6rnekte g\u00f6zlemlerin ba\u011f\u0131ms\u0131z oldu\u011funu ve her g\u00f6zlemin s\u0131n\u0131fland\u0131r\u0131labildi\u011fini varsayal\u0131m.<\/p>\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>G\u00f6zlenen faaliyet<\/th><th>G\u00f6zlem say\u0131s\u0131<\/th><th>G\u00f6zlemler i\u00e7indeki pay\u0131<\/th><\/tr><\/thead><tbody><tr><td>Montaj i\u015fi<\/td><td>200<\/td><td>%50<\/td><\/tr><tr><td>Ayar ve haz\u0131rl\u0131k<\/td><td>60<\/td><td>%15<\/td><\/tr><tr><td>Kontrol<\/td><td>40<\/td><td>%10<\/td><\/tr><tr><td>Malzeme bekleme<\/td><td>80<\/td><td>%20<\/td><\/tr><tr><td>Belirlenen di\u011fer gecikmeler<\/td><td>12<\/td><td>%3<\/td><\/tr><tr><td>Planl\u0131 molalar<\/td><td>8<\/td><td>%2<\/td><\/tr><tr><td>Toplam<\/td><td>400<\/td><td>%100<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n<p>Tahmini malzeme bekleme pay\u0131 80 \u00f7 400 = %20\u2019dir. Bu oran, \u00e7al\u0131\u015fman\u0131n temsil etti\u011fi toplam operat\u00f6r s\u00fcresini tan\u0131mlar. Her operat\u00f6r\u00fcn her vardiyan\u0131n tam be\u015fte birinde bekledi\u011fi veya her kesintinin ayn\u0131 s\u00fcre devam etti\u011fi anlam\u0131na gelmez.<\/p>\n\n\n<p>Bu tek oran i\u00e7in basit bir normal yakla\u015f\u0131m \u015fu sonucu verir:<\/p>\n\n\n<p>%95 g\u00fcven d\u00fczeyinde yakla\u015f\u0131k hata pay\u0131 = 1,96 \u00d7 \u221a[0.20 \u00d7 0.80 \u00f7 400] = 0,0392<\/p>\n\n\n<p>Bu, yakla\u015f\u0131k 3,9 y\u00fczde puana kar\u015f\u0131l\u0131k gelir ve yakla\u015f\u0131k %16,1 ile %23,9 aras\u0131nda bir aral\u0131k verir. Belirtilen varsay\u0131mlar alt\u0131nda \u00f6rnekleme belirsizli\u011fini ifade eder. Yanl\u0131 bir g\u00f6zlem takvimini, yanl\u0131\u015f s\u0131n\u0131fland\u0131r\u0131lm\u0131\u015f faaliyetleri veya gelecek ay \u00fcr\u00fcn karmas\u0131n\u0131n farkl\u0131 olmas\u0131n\u0131 kapsamaz.<\/p>\n\n\n<p>K\u00fc\u00e7\u00fck \u00f6rneklemlerde veya faaliyet paylar\u0131n\u0131n s\u0131f\u0131ra ya da bire yak\u0131n oldu\u011fu durumlarda bu simetrik yakla\u015f\u0131ma g\u00fcvenmek yerine Wilson aral\u0131\u011f\u0131 ya da kesin binom aral\u0131\u011f\u0131 gibi daha uygun bir aral\u0131k kullan\u0131n. G\u00f6zlemler gruplanm\u0131\u015f veya a\u011f\u0131rl\u0131kland\u0131r\u0131lm\u0131\u015fsa \u00f6rnekleme tasar\u0131m\u0131n\u0131 da hesaba katan bir y\u00f6ntem se\u00e7in.<\/p>\n\n\n<p>\u00dcretim a\u00e7\u0131s\u0131ndan \u00e7\u0131kar\u0131m, ondal\u0131k basamaklardan daha nettir: malzeme beklemenin ara\u015ft\u0131r\u0131lmas\u0131 gerekir. \u00d6nce ilgili kitlerin hangi a\u015famada eksik kald\u0131\u011f\u0131n\u0131, hangi bile\u015fenlerin eksik oldu\u011funu ve beklemek yerine s\u0131radaki montaja ba\u015flan\u0131p ba\u015flanamayaca\u011f\u0131n\u0131 kontrol edin. Kategori, nereye bak\u0131laca\u011f\u0131n\u0131 g\u00f6sterir; bunun neden ya\u015fand\u0131\u011f\u0131n\u0131 ise ekip ve destekleyici kay\u0131tlar a\u00e7\u0131klar.<\/p>\n\n\n<h2 class=\"wp-block-heading\">Ko\u015fullar\u0131 iyile\u015ftirin, ard\u0131ndan neyin de\u011fi\u015fti\u011fini do\u011frulay\u0131n<\/h2>\n\n\n<p>Bulgular\u0131 operat\u00f6rlerle, malzeme ta\u015f\u0131ma personeliyle ve ilgili s\u00fcrecin sorumlusuyla birlikte de\u011ferlendirin. Gerekli i\u015fleri \u00f6nlenebilir kesintilerden ay\u0131r\u0131n. Kontrol kaliteyi koruyabilir, haz\u0131rl\u0131k bir sonraki partinin \u00fcretimini m\u00fcmk\u00fcn k\u0131lar, molalar ise \u00e7al\u0131\u015fanlar\u0131n g\u00fcn boyunca \u00e7al\u0131\u015fmay\u0131 s\u00fcrd\u00fcrebilmesine yard\u0131mc\u0131 olur. Bunlar\u0131n hi\u00e7biri, yaln\u0131zca montaj olmad\u0131\u011f\u0131 i\u00e7in ortadan kald\u0131r\u0131lmas\u0131 gereken bir israfa d\u00f6n\u00fc\u015fmez.<\/p>\n\n\n<p>Belirli bir soruna odaklanan bir de\u011fi\u015fiklik se\u00e7in ve bir sorumlu atay\u0131n. Montaj \u00f6rne\u011finde bu, i\u015fi alana g\u00f6ndermeden \u00f6nce kitin eksiksiz oldu\u011funu do\u011frulamak olabilir. Beklemeyi yaln\u0131zca ba\u015fka bir b\u00f6l\u00fcme ta\u015f\u0131mak yerine, eksik bile\u015fen sorununun azal\u0131p azalmad\u0131\u011f\u0131n\u0131 ve i\u015fin ger\u00e7ekten daha erken ilerleyip ilerleyemedi\u011fini kontrol edin.<\/p>\n\n\n<p>Kategori tan\u0131mlar\u0131n\u0131 ve zaman s\u0131n\u0131rlar\u0131n\u0131 tutarl\u0131 tutarak g\u00f6zlemleri kar\u015f\u0131la\u015ft\u0131r\u0131labilir ko\u015fullarda tekrarlay\u0131n. Yaln\u0131zca \u00f6ne \u00e7\u0131kan y\u00fczdeleri de\u011fil, \u00fcr\u00fcn karmas\u0131n\u0131, personel durumunu ve ola\u011fan d\u0131\u015f\u0131 olaylar\u0131 da kar\u015f\u0131la\u015ft\u0131r\u0131n. \u00c7al\u0131\u015fman\u0131n belirsizlik s\u0131n\u0131rlar\u0131 i\u00e7inde kalan k\u00fc\u00e7\u00fck bir y\u00fczdelik de\u011fi\u015fim, tek ba\u015f\u0131na ikna edici bir kan\u0131t de\u011fildir. \u00dcr\u00fcn karmas\u0131n\u0131n de\u011fi\u015fmesi de y\u00f6ntem iyile\u015fmeden sonucun daha iyi g\u00f6r\u00fcnmesine yol a\u00e7abilir.<\/p>\n\n\n<p>En \u00f6nemlisi, ba\u015flang\u0131\u00e7taki %20 bekleme pay\u0131n\u0131 do\u011frudan %20 ek kapasite olarak kabul etmeyin. A\u00e7\u0131\u011fa \u00e7\u0131kan s\u00fcre par\u00e7al\u0131 olabilir; bu s\u00fcreden yararlanmak i\u00e7in ba\u015fka bir ki\u015fi gerekebilir veya s\u00fcre, makinenin zaten \u00e7al\u0131\u015ft\u0131\u011f\u0131 bir d\u00f6neme denk gelebilir. Bu s\u00fcre i\u00e7inde i\u015f merkezinde yap\u0131labilecek ba\u015fka bir i\u015f de bulunmayabilir.<\/p>\n\n\n<p>Etkiyi, \u00e7izelgeleyece\u011finiz kaynak \u00fczerinde do\u011frulay\u0131n. \u0130yile\u015ftirilmi\u015f bir haz\u0131rl\u0131k y\u00f6ntemi haz\u0131rl\u0131k s\u00fcresini ger\u00e7ekten k\u0131salt\u0131yorsa yeni s\u00fcreyi \u00f6l\u00e7\u00fcn ve onaylay\u0131n. \u0130\u015f merkezini daha uzun s\u00fcre kullan\u0131labilir hale getiriyorsa personelin ve ekipman\u0131n bu kullan\u0131labilirli\u011fi destekleyebildi\u011fini teyit edin. Harcanan i\u015f g\u00fcc\u00fcn\u00fc, operasyonun ba\u015flang\u0131c\u0131ndan biti\u015fine kadar ge\u00e7en s\u00fcreyi ve makinenin me\u015fgul oldu\u011fu s\u00fcreyi birbirinden ayr\u0131 tutun.<\/p>\n\n\n<h2 class=\"wp-block-heading\">Do\u011frulanm\u0131\u015f iyile\u015ftirmeleri \u00fcretim \u00e7izelgesine yans\u0131t\u0131n<\/h2>\n\n\n<p>Do\u011frulanm\u0131\u015f bir iyile\u015ftirmenin etkisi, inceledi\u011finiz i\u015f merkeziyle s\u0131n\u0131rl\u0131 kalmaz. Daha k\u0131sa bir haz\u0131rl\u0131k s\u00fcresi s\u0131radaki sipari\u015fin daha erken ba\u015flamas\u0131n\u0131 sa\u011flayabilir; ancak bu sipari\u015f i\u00e7in sonraki operasyonda da malzeme ve yer gerekir. Ba\u015fka sipari\u015fler de ayn\u0131 makineleri kullanmak i\u00e7in bekliyor olabilir. \u0130\u015fte bu noktada, yerel bir iyile\u015ftirmeyi <a href=\"https:\/\/skyplanner.ai\/tr\/kaynaklar\/uretim-cizelgeleme-nedir\/\">ortak bir \u00fcretim plan\u0131na<\/a> yans\u0131tmak gerekir.<\/p>\n\n\n<p>SkyPlanner, proses ad\u0131mlar\u0131n\u0131n s\u00fcrelerini par\u00e7a ba\u015f\u0131na s\u00fcre, \u00fcretim h\u0131z\u0131 veya sabit s\u00fcre olarak tan\u0131mlaman\u0131z\u0131 sa\u011flar; haz\u0131rl\u0131k ve i\u015f bitimindeki toparlama s\u00fcreleri de ayr\u0131 ayr\u0131 g\u00f6r\u00fclebilir. \u0130\u015f merkezi vardiyalar\u0131, kullan\u0131labilir zaman aral\u0131klar\u0131n\u0131 belirler. SkyPlanner\u2019\u0131n \u00e7izelgeleme yapay zek\u00e2s\u0131 Arcturus, tan\u0131mlanan kapasite, ba\u011f\u0131ml\u0131l\u0131klar ve \u00f6ncelikler do\u011frultusunda \u00e7izelgeyi hesaplar; Gantt zaman \u00e7izelgesi de sonucu g\u00f6r\u00fcn\u00fcr k\u0131lar.<\/p>\n\n\n<p>Takip \u00f6l\u00e7\u00fcm\u00fcn\u00fcn, belirli bir i\u015f ailesinde haz\u0131rl\u0131k s\u00fcresinin 40 dakikadan 30 dakikaya indi\u011fini do\u011frulad\u0131\u011f\u0131n\u0131 d\u00fc\u015f\u00fcn\u00fcn. \u0130lgili i\u015flerde bu onaylanm\u0131\u015f haz\u0131rl\u0131k s\u00fcresinin kullan\u0131lmas\u0131 i\u00e7in planlama girdilerini g\u00fcncel tutun, ard\u0131ndan bu i\u015flerin t\u00fcm i\u015f y\u00fck\u00fc i\u00e7indeki yerini yeniden hesaplay\u0131n. Yaln\u0131zca ilk i\u015f merkezinde a\u00e7\u0131lan bo\u015flu\u011fu de\u011fil, sonraki operasyonlar\u0131 ve teslim tarihlerini de inceleyin.<\/p>\n\n\n<p>SkyPlanner, birbirine ba\u011fl\u0131 bu \u00e7izelgeleme hesaplamalar\u0131n\u0131 yaparak de\u011fi\u015ftirilen her i\u015fi ayr\u0131 makine kuyruklar\u0131na elle yerle\u015ftirme y\u00fck\u00fcn\u00fc ortadan kald\u0131r\u0131r. Hangi iyile\u015ftirmenin ge\u00e7erli oldu\u011funa ve hangi sipari\u015flerin \u00f6ncelik ta\u015f\u0131d\u0131\u011f\u0131na siz karar verirsiniz; Arcturus bu talimatlar\u0131 plana uygular. Daha sa\u011flam veriler, i\u015flerin ger\u00e7ekten yararlanabildi\u011fi noktalarda kullan\u0131labilir \u00fcretim kapasitesine d\u00f6n\u00fc\u015f\u00fcr.<\/p>\n\n\n<p><a href=\"https:\/\/skyplanner.ai\/tr\/musteri-hikayeleri\/fredman-operations\/\">Fredman Operations\u2019\u0131n SkyPlanner deneyimi<\/a>, \u00e7izelgelemenin faydas\u0131n\u0131 g\u00f6sterir. G\u0131da ambalaj\u0131 \u00fcreticisi, daha \u00f6nce kapasitesini vardiya baz\u0131nda net bi\u00e7imde g\u00f6remiyordu ve acil yeniden \u00e7izelgeleme bir saat veya daha uzun s\u00fcrebiliyordu. SkyPlanner\u2019\u0131n devreye al\u0131nmas\u0131yla makine \u00e7izelgeleri ve vardiya kapasiteleri ortak bir Gantt g\u00f6r\u00fcn\u00fcm\u00fcnde bir araya geldi. \u015eirket, de\u011fi\u015fikliklere daha h\u0131zl\u0131 yan\u0131t verebildi\u011fini ve teslimat taahh\u00fctleri i\u00e7in daha net bir dayana\u011fa sahip oldu\u011funu belirtiyor. Bu deneyim, ko\u015fullar de\u011fi\u015fti\u011finde i\u015f y\u00fck\u00fcn\u00fc koordineli bi\u00e7imde d\u00fczenlemenin de\u011ferini g\u00f6steriyor.<\/p>\n\n\n<p>\u00dcretim sahas\u0131nda do\u011frulanan iyile\u015ftirmeleri t\u00fcm sipari\u015fleri kapsayan uygulanabilir bir plana d\u00f6n\u00fc\u015ft\u00fcrmek i\u00e7in SkyPlanner\u2019\u0131 se\u00e7in. SkyPlanner, a\u00e7\u0131k REST API\u2019si \u00fczerinden her t\u00fcrl\u00fc ERP veya MES ile entegre olur. B\u00f6ylece i\u015fletmenizi y\u00f6neten sistemleri kullanmaya devam ederken \u00fcretim \u00e7izelgelemenizi iyile\u015ftirebilirsiniz.<\/p>\n\n\n<p><a href=\"https:\/\/skyplanner.ai\/tr\/iletisim-satis\/\">SkyPlanner demosu i\u00e7in randevu al\u0131n<\/a>; g\u00f6r\u00fc\u015fmeye bir iyile\u015ftirme \u00f6rne\u011fi, bunun s\u00fcre veya kullan\u0131labilirlik \u00fczerindeki onaylanm\u0131\u015f etkisi ve ayn\u0131 kaynaklar\u0131 kullanan di\u011fer sipari\u015flerle gelin. B\u00f6ylece de\u011fi\u015fikli\u011fin, teslimini taahh\u00fct etti\u011finiz i\u015fler i\u00e7in ne anlama geldi\u011fini somut olarak g\u00f6rebilirsiniz. \u00d6nce kendiniz ke\u015ffetmek isterseniz <a href=\"https:\/\/skyplanner.ai\/tr\/deneme\/\">SkyPlanner\u2019\u0131 demo verileriyle deneyin<\/a>.<\/p>\n\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>\u00dcretimde i\u015f \u00f6rneklemesi: Gizli gecikmeleri bulun Ana Sayfa &raquo; Kaynaklar &raquo; \u00dcretimde i\u015f \u00f6rneklemesi: Gizli gecikmeleri bulun Fabrikada bir tur att\u0131\u011f\u0131n\u0131zda ayn\u0131 vardiya bir an \u00e7ok yo\u011fun, ba\u015fka bir an ise kapasitesinin alt\u0131nda \u00e7al\u0131\u015f\u0131yor gibi g\u00f6r\u00fcnebilir. Ancak bu ziyaretlerin hi\u00e7biri, par\u00e7a \u00fcretimine, i\u015f haz\u0131rl\u0131\u011f\u0131na veya bir \u015feylerin gelmesini beklemeye ne kadar zaman ayr\u0131ld\u0131\u011f\u0131n\u0131 g\u00f6stermez. \u0130\u015f &#8230; <a title=\"\u00dcretimde i\u015f \u00f6rneklemesi: Gizli gecikmeleri bulun\" class=\"read-more\" href=\"https:\/\/skyplanner.ai\/tr\/kaynaklar\/is-orneklemesi\/\" aria-label=\"Read more about \u00dcretimde i\u015f \u00f6rneklemesi: Gizli gecikmeleri bulun\">Read more<\/a><\/p>\n","protected":false},"author":3,"featured_media":110797,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"_uag_custom_page_level_css":"","footnotes":""},"categories":[2542,314],"tags":[],"class_list":["post-110781","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-aps-ve-cizelgeleme","category-kaynaklar","generate-columns","tablet-grid-50","mobile-grid-100","grid-parent","grid-33"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v28.3 (Yoast SEO v28.7) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>\u00dcretimde i\u015f \u00f6rneklemesi: Gizli gecikmeleri bulun<\/title>\n<meta name=\"description\" content=\"Rastgele g\u00f6zlemlerle \u00fcretim s\u00fcresinin da\u011f\u0131l\u0131m\u0131n\u0131 g\u00f6r\u00fcn. Faaliyet paylar\u0131n\u0131 yorumlay\u0131n, gecikmeleri giderin; do\u011frulanm\u0131\u015f de\u011fi\u015fikliklerle \u00e7izelgeyi iyile\u015ftirin.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/skyplanner.ai\/tr\/kaynaklar\/is-orneklemesi\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u00dcretimde i\u015f \u00f6rneklemesi: Gizli gecikmeleri bulun\" \/>\n<meta property=\"og:description\" content=\"Rastgele g\u00f6zlemlerle \u00fcretim s\u00fcresinin da\u011f\u0131l\u0131m\u0131n\u0131 g\u00f6r\u00fcn. 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