Spaces:
Running
Running
updated Readme
Browse files
README.md
CHANGED
|
@@ -1,10 +1,52 @@
|
|
| 1 |
---
|
| 2 |
title: Master Thesis
|
| 3 |
-
emoji:
|
| 4 |
-
colorFrom:
|
| 5 |
colorTo: blue
|
| 6 |
sdk: static
|
| 7 |
-
pinned:
|
| 8 |
---
|
| 9 |
|
| 10 |
Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
---
|
| 2 |
title: Master Thesis
|
| 3 |
+
emoji: 📚
|
| 4 |
+
colorFrom: green
|
| 5 |
colorTo: blue
|
| 6 |
sdk: static
|
| 7 |
+
pinned: true
|
| 8 |
---
|
| 9 |
|
| 10 |
Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
|
| 11 |
+
|
| 12 |
+
|
| 13 |
+
## Overview
|
| 14 |
+
This is the web verison of my master thesis - the title of the master thesis is: Flow predictions using control-oriented cluster-based network modeling.
|
| 15 |
+
The web version of the master thesis, available at [https://jav-ed.github.io/master_Thesis/](https://jav-ed.github.io/master_Thesis/) and is aimed to offer an interactive reading experience.
|
| 16 |
+
|
| 17 |
+
<br/>
|
| 18 |
+
<br/>
|
| 19 |
+
<p align="center">
|
| 20 |
+
<img src="https://jav-ed.github.io/master_Thesis/Data/6_Html_Data/1_Logo_Img/1_Tornado.svg" />
|
| 21 |
+
</p>
|
| 22 |
+
<br/>
|
| 23 |
+
<br/>
|
| 24 |
+
|
| 25 |
+
type: Master thesis - TU Braunschweig (Germany)\newline
|
| 26 |
+
|
| 27 |
+
title: Flow predictions using control-oriented cluster-based network modeling\newline
|
| 28 |
+
|
| 29 |
+
access: https://jav-ed.github.io/master_Thesis/ 📚
|
| 30 |
+
|
| 31 |
+
|
| 32 |
+
The used license is: [](https://firstdonoharm.dev/version/3/0/bds-cl-eco-extr-media-mil-sv-xuar.html)
|
| 33 |
+
|
| 34 |
+
|
| 35 |
+
## Abstract
|
| 36 |
+
Note, to see the content without \gls{var}, please have a look at [https://jav-ed.github.io/master_Thesis/Data/1_Writing/0_Deco/2_1_Abstract.html](https://jav-ed.github.io/master_Thesis/Data/1_Writing/0_Deco/2_1_Abstract.html).
|
| 37 |
+
|
| 38 |
+
In this master thesis, a data-driven modeling technique is proposed.
|
| 39 |
+
It enables making predictions for general dynamic systems for unknown model parameter values or operating conditions.
|
| 40 |
+
The tool is denoted as \gls{cnmc}.
|
| 41 |
+
The most recent developed version delivered promising results for the chaotic Lorenz system [@lorenz1963deterministic].
|
| 42 |
+
Since, the earlier work was restricted to the application of only one dynamical system, with this contribution the first major improvement was to allow \gls{cnmc} to be utilized for any general dynamical system.
|
| 43 |
+
For this, \gls{cnmc} was written from scratch in a modular manner.
|
| 44 |
+
The limitation of the number of the dimension and the shape of the trajectory of the dynamical systems are removed.
|
| 45 |
+
Adding a new dynamic system was designed such that it should be as straightforward as possible.
|
| 46 |
+
To affirm this point, 10 dynamic systems, most of which are chaotic systems, are included by default.
|
| 47 |
+
To be able to run \gls{cnmc} on arbitrary dynamic systems in an automated way, a parameter study for the modal decomposition method \gls{nmf} was implemented.
|
| 48 |
+
However, since a single \gls{nmf} solution took up to hours, a second option was added, i.e., \gls{svd}.
|
| 49 |
+
With \gls{svd} the most time-consuming task could be brought to a level of seconds.
|
| 50 |
+
The improvements introduced, allow \gls{cnmc} to be executed on a general dynamic system on a normal computer in a reasonable time.
|
| 51 |
+
Furthermore, \gls{cnmc} comes with its integrated post-processor in form of HTML files to inspect the generated plots in detail.
|
| 52 |
+
All the parameters used in \gls{cnmc} some additional beneficial features can be controlled via one settings file.
|