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Träfflista för sökning "WFRF:(Ahmed Mobyen Uddin Dr 1976 ) "

Search: WFRF:(Ahmed Mobyen Uddin Dr 1976 )

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51.
  • Sheuly, Sharmin Sultana, et al. (author)
  • Quantitative Performance Analysis from Discrete Perspective : A Case Study of Chip Detection in Turning Process
  • 2023
  • In: International Conference on Agents and Artificial Intelligence. - : Science and Technology Publications, Lda. ; , s. 368-379
  • Conference paper (peer-reviewed)abstract
    • Good performance of the Machine Learning (ML) model is an important requirement associated with ML-integrated manufacturing. An increase in performance improvement methods such as hyperparameter tuning, data size increment, feature extraction, and architecture change leads to random attempts while improving performance. This can result in unnecessary consumption of time and performance improvement solely depending on luck. In the proposed study, a quantitative performance analysis on the case study of chip detection is performed from six perspectives: hyperparameter change, feature extraction method, data size increment, and concatenated Artificial Neural Network (ANN) architecture. The focus of the analysis is to create a consolidated knowledge of factors affecting ML model performance in turning process quality prediction. Metal peels such as chips are designed at the time of metal cutting (turning process) and the shape of these chips indicates the quality of the turning process. The result of the proposed study shows that following a fixed recipe does not always improve performance. In the case of performance improvement, data quality plays the main role. Additionally, the choice of an ML algorithm and hyperparameter tuning plays an essential role in performance.
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  • Result 51-51 of 51
Type of publication
conference paper (26)
journal article (15)
research review (4)
other publication (2)
doctoral thesis (2)
book chapter (2)
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Type of content
peer-reviewed (46)
other academic/artistic (5)
Author/Editor
Ahmed, Mobyen Uddin, ... (50)
Begum, Shahina, 1977 ... (39)
Barua, Shaibal (19)
Funk, Peter, 1957- (8)
Rahman, Hamidur (4)
Bengtsson, Marcus, 1 ... (3)
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Altarabichi, Mohamme ... (3)
FERREIRA, A (2)
Skvaril, Jan, 1982- (2)
Flumeri, Gianluca Di (2)
Lindén, Maria, 1965- (1)
Andersson, Peter (1)
Bengtsson, M (1)
Loutfi, Amy, 1978- (1)
Olsson, Anders (1)
Ahmed, Mobyen Uddin, ... (1)
Andersson, Tim (1)
Tomas Aparicio, Elen ... (1)
Baaz, Hampus (1)
Bergström, Albert (1)
Bengtsson, Daniel (1)
Orisio, Daniele (1)
Zambrano, Jesus (1)
Brickman, Staffan (1)
Dengg, Alexander (1)
Fasth, Niklas (1)
Mihajlovic, Marko (1)
Norman, Jacob (1)
Funk, Peter, Profess ... (1)
Scheele, Bo von, Pro ... (1)
Xiong, Ning, Dr. (1)
Marling, Cindy, Asso ... (1)
Ginsberg, Fredrik (1)
Glaes, Robert (1)
Östgren, Magnus (1)
Sorensen, Magnus (1)
Salonen, Antti (1)
Hök, Bertil (1)
Boubezoul, Abderrahm ... (1)
Forsström, Nils Göra ... (1)
Sherif, Nabaz (1)
Stenekap, Daniel (1)
Espie, Stephane (1)
Sundström, Anton (1)
Södergren, Rasmus (1)
Aslanidou, Ioanna (1)
Axelsson, Jakob (1)
Hatvani, Leo, 1985- (1)
Schwede, Sebastian (1)
Sjödin, Carina, 1964 ... (1)
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University
Mälardalen University (51)
RISE (2)
Örebro University (1)
Linköping University (1)
Language
English (51)
Research subject (UKÄ/SCB)
Natural sciences (31)
Engineering and Technology (21)
Social Sciences (1)

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