scholarly journals Alignment labeling scheme for the reverse bends, instrument sections, and the final focus beam line elements and their supports

1986 ◽  
Author(s):  
H. Friedsam ◽  
W. Oren ◽  
R. Pitthan ◽  
R. Pushor ◽  
R. Ruland
2007 ◽  
Vol 50 (95) ◽  
pp. 1489 ◽  
Author(s):  
Hyungjoon Ryu ◽  
Boyeol Choi ◽  
Jaiki Lee ◽  
Jongwon Kim

Author(s):  
P. Bambade ◽  
M. Alabau Pons ◽  
J. Amann ◽  
D. Angal-Kalinin ◽  
R. Apsimon ◽  
...  

Author(s):  
Sha Bai ◽  
Alexander Aryshev ◽  
Philip Bambade ◽  
Doug Mc Cormick ◽  
Benoit Bolzon ◽  
...  

1986 ◽  
Vol 47 (C8) ◽  
pp. C8-135-C8-137
Author(s):  
T. MURATA ◽  
T. MATSUKAWA ◽  
M. MORI ◽  
M. OBASHI ◽  
S.-I. NAO-E ◽  
...  

2014 ◽  
Vol 1 (1) ◽  
pp. 89 ◽  
Author(s):  
Dong-ling Xu ◽  
Chris Foster ◽  
Ying Hu ◽  
Jian-bo Yang

Author(s):  
Kyungkoo Jun

Background & Objective: This paper proposes a Fourier transform inspired method to classify human activities from time series sensor data. Methods: Our method begins by decomposing 1D input signal into 2D patterns, which is motivated by the Fourier conversion. The decomposition is helped by Long Short-Term Memory (LSTM) which captures the temporal dependency from the signal and then produces encoded sequences. The sequences, once arranged into the 2D array, can represent the fingerprints of the signals. The benefit of such transformation is that we can exploit the recent advances of the deep learning models for the image classification such as Convolutional Neural Network (CNN). Results: The proposed model, as a result, is the combination of LSTM and CNN. We evaluate the model over two data sets. For the first data set, which is more standardized than the other, our model outperforms previous works or at least equal. In the case of the second data set, we devise the schemes to generate training and testing data by changing the parameters of the window size, the sliding size, and the labeling scheme. Conclusion: The evaluation results show that the accuracy is over 95% for some cases. We also analyze the effect of the parameters on the performance.


Sign in / Sign up

Export Citation Format

Share Document