scholarly journals MFPC-Net: Multi-Fidelity Physics-Constrained Neural Process

2020 ◽  
Vol 1 (4) ◽  
pp. 715-739
Author(s):  
Yating Wang & Guang Lin
Keyword(s):  
Author(s):  
Mike Roberts ◽  
Won-Ki Jeong ◽  
Amelio Vázquez-Reina ◽  
Markus Unger ◽  
Horst Bischof ◽  
...  

Author(s):  
Stefan Wagner ◽  
Hans-Dieter Kochs

The importance of improving product quality at continuous hot-dip galvanizing lines with air knives steadily grows. So the developed solutions have to be intelligent, adaptive and modular. This paper describes the revision of a conventional non-adaptive control strategy towards a modern solution using methods of computational intelligence. The already existing feedforward control is complemented by a neural process model and a neuro-fuzzy controller replaces the previously used conventional process controller. Both components are embedded carefully into the control environment so that consumption of time and material for the installation period can be held low. The neural process model is optional and is used for model-based control so that the process inherent measurement dead-time is avoided. The new control arrangement is adaptive, saves zinc, guarantees a more constant coating and relieves the operators.


1993 ◽  
Vol 4 (6) ◽  
pp. 385-390 ◽  
Author(s):  
William J. Gehring ◽  
Brian Goss ◽  
Michael G. H. Coles ◽  
David E. Meyer ◽  
Emanuel Donchin

Humans can monitor actions and compensate for errors. Analysis of the human event-related brain potentials (ERPs) accompanying errors provides evidence for a neural process whose activity is specifically associated with monitoring and compensating for erroneous behavior. This error-related activity is enhanced when subjects strive for accurate performance but is diminished when response speed is emphasized at the expense of accuracy. The activity is also related to attempts to compensate for the erroneous behavior.


2004 ◽  
Vol 21 (3) ◽  
pp. 373-376 ◽  
Author(s):  
STEVEN K. SHEVELL ◽  
DINGCAI CAO

Chromatic assimilation is a shift toward the color of nearby light. Several studies conclude that a neural process contributes to assimilation but the neural locus remains in question. Some studies posit a peripheral process, such as retinal receptive-field organization, while others claim the neural mechanism follows depth perception, figure/ground segregation, or perceptual grouping. The experiments here tested whether assimilation depends on a neural process that follows stereoscopic depth perception. By introducing binocular disparity, the test field judged in color was made to appear in a different depth plane than the light that induced assimilation. The chromaticity and spatial frequency of the inducing light, and the chromaticity of the test light, were varied. Chromatic assimilation was found with all inducing-light sizes and chromaticities, but the magnitude of assimilation did not depend on the perceived relative depth planes of the test and inducing fields. We found no evidence to support the view that chromatic assimilation depends on a neural process that follows binocular combination of the two eyes' signals.


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