Spatiotemporal Parameter Estimation of Thermal Treatment Process via Initial Condition Reconstruction Using Neural Networks

2018 ◽  
pp. 51-80 ◽  
Author(s):  
M Hadjiski ◽  
Nencho Deliiski ◽  
Aleksandra Grancharova
Keyword(s):  
Neural Networks ◽  
Parameter Estimation ◽  
Thermal Treatment ◽  
Treatment Process ◽  
Initial Condition ◽  
Spatiotemporal Parameter

scholarly journals Application of Neural Networks to the Optimization of the Thermal Treatment Process of Wood Materials

2017 ◽  
Vol 15 (1) ◽  
pp. 2-8
Author(s):  
M. Hadjiski ◽  
N. Deliiski ◽  
A. Grancharova
Keyword(s):  
Neural Networks ◽  
Partial Differential Equations ◽  
Thermal Treatment ◽  
Differential Equations ◽  
Numerical Simulations ◽  
Treatment Process ◽  
Heating Time ◽  
3 Dimensional ◽  
Dimensional Modeling ◽  
Optimal Heating

Abstract In this paper, a software system for 2-dimensional and 3-dimensional modeling of frozen and not frozen logs and prismatic wood materials is used as a basis for optimization of the thermal treatment process of such materials. Then, the dependence of the optimal heating time on various parameters is approximated by means of neural networks. This would allow a fast real-time computation of the optimal heating time instead of performing extensive numerical simulations of the model comprised of partial differential equations.

Parameter estimation in active plate structures using gradient optimisation and neural networks

2006 ◽  
Vol 14 (5) ◽  
pp. 483-493 ◽  
Author(s):  
A. L. Araújo ◽  
C. M. Mota Soares ◽  
J. Herskovits ◽  
P. Pedersen
Keyword(s):  
Neural Networks ◽  
Parameter Estimation ◽  
Plate Structures

scholarly journals Using Thermal Treatment Process to Enhance Anodic Oxidation TiO2 Nanotubes with High Degradation Effect of Methylene Blue

2018 ◽  
pp. 655 ◽  
Author(s):  
Wei Chien ◽  
Chi-Yu Lin ◽  
Shang-Te Tsai ◽  
Cheng-Fu Yang ◽  
Chiu-Chen Chang ◽  
...  
Keyword(s):  
Methylene Blue ◽  
Thermal Treatment ◽  
Anodic Oxidation ◽  
Tio2 Nanotubes ◽  
Treatment Process ◽  
Degradation Effect
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