- Tytuł:
- The acoustic emission (AE) controlling method of the electric sheet blanking process – a comparative study of selected data mining methods
- Autorzy:
-
Kochański, Andrzej
Czyżewski, Piotr
Moszczyński, Leszek - Powiązania:
- https://bibliotekanauki.pl/articles/29520061.pdf
- Data publikacji:
- 2022
- Wydawca:
- Akademia Górniczo-Hutnicza im. Stanisława Staszica w Krakowie. Wydawnictwo AGH
- Tematy:
-
acoustic emission
data acquisition
data preparation method
visualization method
process duration
process speed
punching
manufacturing
Andrews curves
PCA
LDA
tSNE
Sammon Mapping
emisja akustyczna
pozyskiwanie danych
metoda wizualizacji
czas trwania procesu
szybkość procesu
uderzenie
produkcja
krzywe Andrewsa
mapowanie Sammona - Opis:
- The article presents an experimental stand to assess the state of punch in the process of sheet blanking. Blanking trials were carried out on an eccentric press. During all the trials, there were recorded signals of acoustic emission (AE) that accompanied the process of blanking. For the recorded AE signals, the methodology of data preparation and analysis was presented. On that basis, the results of the assessment of the state of the punch were presented, and they employed five methods of visualization: Andrews curves, Principal Components Analysis, Linear Discriminant Analysis, a modified method of Stochastic Neighbor Embedding and Sammon Mapping. The aim of the work was to assess the possibility of using visualization methods to predict the condition of the tool on the basis of acoustic emission signals in processes carried out in extremely short times.
- Źródło:
-
Computer Methods in Materials Science; 2022, 22, 4; 189-200
2720-4081
2720-3948 - Pojawia się w:
- Computer Methods in Materials Science
- Dostawca treści:
- Biblioteka Nauki
Artykuł