Optimum Design Based on Sequential Design of Experiments and Artificial Neural Network for Enhancing Occupant Head Protection in B-Pillar Trim

2013 ◽  
Vol 37 (11) ◽  
pp. 1397-1405
Author(s):  
Jung Hwan Lee ◽  
Myung Won Suh
Keyword(s):  
Neural Network ◽  
Artificial Neural Network ◽  
Design Of Experiments ◽  
Optimum Design ◽  
Sequential Design ◽  
Head Protection ◽  
Artificial Neural

A Study on the Prediction and Comparison of Processing Using the Artificial Neural Network in Nitinol Electrochemical Machining

2019 ◽  
Vol 793 ◽  
pp. 23-28
Author(s):  
Woo Jae Song ◽  
Eun Sang Lee
Keyword(s):  
Neural Network ◽  
Residual Stress ◽  
Artificial Neural Network ◽  
Design Of Experiments ◽  
Thermal Deformation ◽  
Electrochemical Machining ◽  
Processing Technique ◽  
Alternative Processing ◽  
Artificial Neural ◽  
Mean Square Errors

Nitinol consists of nickel and titanium. Nitinol is one of the shape memory alloys, which changes the crystal structure at a certain temperature and is restored to a memorized form. Because of these unique features, it is used in medical devices, high precision sensors, and aerospace industries. However, Nitinol is a traditional method of processing, resulting in thermal deformation and residual stress after processing. Therefore, the electrochemical machining (ECM), which does not produce residual stress and thermal deformation, has emerged as an alternative processing technique. This study used artificial neural network (ANN), which are the basis of AI, to replace conventional design of experiments (DOE). This method was shown to be more useful than conventional method of design of experiments (RSM, Taguchi) by applying artificial neural network to electrochamical machining (ECM) and comparing root mean square errors (RMSE).

scholarly journals Methodology for ranking controllable parameters to enhance operation of a steam generator with a combined Artificial Neural Network and Design of Experiments approach

Energy and AI ◽  
2021 ◽  
Vol 3 ◽  
pp. 100040
Author(s):  
Lara Werncke Vieira ◽  
Augusto Delavald Marques ◽  
Paulo Smith Schneider ◽  
Antônio José da Silva Neto ◽  
Felipe Antonio Chegury Viana ◽  
...  
Keyword(s):  
Neural Network ◽  
Artificial Neural Network ◽  
Design Of Experiments ◽  
Steam Generator ◽  
Artificial Neural

Autofluorescence spectroscopy of oral leukoplakia using an artificial neural network

2000 ◽  
Vol 25 (4) ◽  
pp. 325-325
Author(s):  
J.L.N. Roodenburg ◽  
H.J. Van Staveren ◽  
N.L.P. Van Veen ◽  
O.C. Speelman ◽  
J.M. Nauta ◽  
...  
Keyword(s):  
Neural Network ◽  
Artificial Neural Network ◽  
Oral Leukoplakia ◽  
Autofluorescence Spectroscopy ◽  
Artificial Neural

1902: Is Steinstrasse After ESWL of Renal Stones Predictable? Artificial Neural Network Analysis

2004 ◽  
Vol 171 (4S) ◽  
pp. 502-503
Author(s):  
Mohamed A. Gomha ◽  
Khaled Z. Sheir ◽  
Saeed Showky ◽  
Khaled Madbouly ◽  
Emad Elsobky ◽  
...  
Keyword(s):  
Neural Network ◽  
Artificial Neural Network ◽  
Network Analysis ◽  
Renal Stones ◽  
Neural Network Analysis ◽  
Artificial Neural Network Analysis ◽  
Artificial Neural
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