• No results found

Manifold learning for the emulation of spatial fields from computational models

N/A
N/A
Info
Download
Protected

Academic year: 2020

Share "Manifold learning for the emulation of spatial fields from computational models"

Copied!
60
0
0

Loading.... (view fulltext now)

Download now ( 60 Page )

Full text

Loading

Figure

Figure 1: Illustration of the pre-image method for data lying on a conical spiral. 500 pointswere randomly sampled from the spiral, shown in Fig
Figure 2: Temperature boundary conditions for the free-convection example. δ is a variablethat represents the relative length of a boundary segment and goes from 0 to 1 along thesegment as x2 increases.The cut-off shown by the horizontal dash along x1 = 10 cm islocated at x2 = 1 cm.
Figure 3: Tukey box plots of the relative error ||example using Algorithm 3 with increasing approximate manifold dimensionpoints for: (a) kPCA with 40 training points; (b) diffusion maps with 40 training points; (c)y(i)p− y(i)||2/||y(i)||2 in the free-convection r on the 300 testkPCA with 120 training points; (d) diffusion maps with 120 training points.
Figure 4: Predictions of the velocity field using 120 training points and r10 = 5 coefficientsin the free-convection example.Figure (a) is the test point corresponding to ξξξ = (3.18 ×−9[K−1], 56.7[oC])T , while Figs
+7

References

Download now ( PDF - 60 Page - 5.14 MB )

Related documents

Why Do School District Budget Referenda Fail?

Table 3a provides information on the number of school districts that reported their budget votes to us for each year, the percentage of the sample districts whose budgets were

The Intertwinement of Spiritual and Local Healing Practices Among the Gurage People of South-Central Ethiopia

To capture the traditional spiritual power of the Bozhe agents that is highly revered and honored by the Sabat Bet Gurage peoples, sheyikh Budalla seemed to have

Salmonella identification from foods in eight hours: A prototype study with Salmonella Typhimurium.

Passed time until complete analysis result was obtained with regard to 4 separate isolation and identification methods which are discussed under this study is as

Past and Future of in-vitro and in-vivo Animal Models for Diabetes: A Review

The Zucker diabetic fatty (ZDF) rats are more insulin resistant, less obese, and quickly development to diabetes due to lack of adequate insulin secretion.. The serum

Qualitative Analysis of the Components of Responsible Management Education in Training Based on the theme analysis approach

According to the obtained information, the highest frequency between the basic themes in the analyzed sources is related to the content of the code (P10) called

A Novel Analysis of Risk Sharing Effects on Income Inequality in Informal Insurances

The main contribution of this study is to decrease income inequality in risk sharing network such as informal insurance through an analytical method, this study

International inequality and polarization in living standards, 1870-2000 : evidence from the Western World

In the case of non-economic well- being indicators, the decline in aggregate inequality in life expectancy, education, and human development did not preclude that, by the dawn of