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Gazi Üniversitesi Fen Bilimleri Dergisi
Article . 2025 . Peer-reviewed
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Titreşim Optimizasyonu için Akıllı Cnc Router Sistem Tasarımı

Authors: Duygu Gürkan; Ahmet Mavi; İhsan Korkut;

Titreşim Optimizasyonu için Akıllı Cnc Router Sistem Tasarımı

Abstract

Dünyada dijital teknolojiler ile ivmelenen Endüstri 4.0, geleneksel üretim sistemlerine entegre edilerek, üretim sektörünü önemli boyutta dönüştürmekte ve mevcut endüstriyel süreçlerin dijitalleştirilmesini amaçlamaktadır. Bu dijitalleştirme, insan hatası faktörüne bağlı olmayan, akıllı ve kendisini uyarlayan, kalitesi ve verimi daha yüksek, daha hızlı bir imalat sanayinin en büyük adımı olmaktadır. Bu çalışmada, olması gereken titreşim seviyesi ve istenilen kaliteye göre kesme parametrelerini optimize edebilen akıllı bir CNC Router tasarımı ve montajı yapılmıştır. CNC Router’ın kesme parametrelerini tahmin etmesi ve gerçek zamanlı olarak güncellemesi için Stepcraft CNC Router’a ait makine kontrol kartı, sürücüleri, fener mili, güç kaynağı değiştirilmiştir. Ayrıca veri toplama ve kesme parametrelerine müdahale edebilmek için ara yüz tasarımı gerçekleştirilmiştir. Sonuç olarak, kesme parametrelerini olması gereken titreşim seviyesi ve beklenilen kaliteye göre tahmin edebilen, operatör müdahalesi olmadan gerçek zamanlı olarak operasyon sürecine karar verebilen ve kendini uyarlayan özgün bir CNC Router elde edilmiştir.

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Keywords

CNC Router;Deep learning;Cutting parameters;Chatter, CNC Router;Derin öğrenme;Kesme parametreleri;Tırlama, İmalat Süreçleri ve Teknolojileri, Manufacturing Processes and Technologies (Excl. Textiles)

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
gold