Deep Neural Networks for Assessing Sustainable Jet Fuels from Two-Dimensional Gas Chromatography

2022 ◽  
Author(s):  
Jihun Oh ◽  
Anna Oldani ◽  
Tonghun Lee ◽  
Linda Shafer
Keyword(s):  
Neural Networks ◽  
Gas Chromatography ◽  
Deep Neural Networks ◽  
Jet Fuels ◽  
Two Dimensional

Comprehensive two-dimensional gas chromatography for the analysis of synthetic and crude-derived jet fuels

2011 ◽  
Vol 1218 (28) ◽  
pp. 4478-4486 ◽  
Author(s):  
Rina van der Westhuizen ◽  
Mariam Ajam ◽  
Piet De Coning ◽  
Jan Beens ◽  
André de Villiers ◽  
...  
Keyword(s):  
Gas Chromatography ◽  
Jet Fuels ◽  
Two Dimensional

scholarly journals The Way I Paint—How Image Composition Emerges During the Creation of Abstract Artworks

i-Perception ◽  
2020 ◽  
Vol 11 (3) ◽  
pp. 204166952092509
Author(s):  
Christoph Redies
Keyword(s):  
Neural Networks ◽  
Visual Cortex ◽  
Deep Neural Networks ◽  
Two Dimensional ◽  
Image Composition ◽  
Low Level ◽  
Common Path ◽  
Early Stages ◽  
The Creation ◽  
The Way

In recent years, there has been an increasing number of studies on objective image properties in visual artworks. Little is known, however, about how these image properties emerge while artists create their artworks. In order to study this matter, I produced five colored abstract artworks by myself and recorded state images at all stages of their creation. For each image, I then calculated low-level features from deep neural networks, which served as a model of responses properties in visual cortex. Two-dimensional plots of variances that were derived from these features showed that the drawings differ greatly at early stages of their creation, but then follow a narrow common path to terminate at or close to a position where traditional paintings cluster in the plots. Whether other artists use similar perceptive strategies while they create artworks remains to be studied.

Deep neural networks trained with heavier data augmentation learn features closer to representations in hIT

2018 ◽  
Author(s):  
Alex Hernández-García ◽  
Johannes Mehrer ◽  
Nikolaus Kriegeskorte ◽  
Peter König ◽  
Tim C. Kietzmann
Keyword(s):  
Neural Networks ◽  
Deep Neural Networks ◽  
Data Augmentation

Representation of adversarial images in deep neural networks and the human brain

2018 ◽  
Author(s):  
Chi Zhang ◽  
Xiaohan Duan ◽  
Ruyuan Zhang ◽  
Li Tong
Keyword(s):  
Neural Networks ◽  
Human Brain ◽  
Deep Neural Networks
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