vault backup: 2024-09-04 08:53:42
This commit is contained in:
parent
79bfa70ce4
commit
d2a9db1262
20
.obsidian/workspace.json
vendored
20
.obsidian/workspace.json
vendored
@ -14,7 +14,7 @@
|
||||
"state": {
|
||||
"type": "markdown",
|
||||
"state": {
|
||||
"file": "1. Daily Notes/2024/9. September/2024-09-04.md",
|
||||
"file": "4. Qualifying Exam/2. Writing/QE Abstract For Dan.md",
|
||||
"mode": "source",
|
||||
"source": false
|
||||
}
|
||||
@ -138,7 +138,7 @@
|
||||
"state": {
|
||||
"type": "backlink",
|
||||
"state": {
|
||||
"file": "1. Daily Notes/2024/9. September/2024-09-04.md",
|
||||
"file": "4. Qualifying Exam/2. Writing/QE Abstract For Dan.md",
|
||||
"collapseAll": true,
|
||||
"extraContext": false,
|
||||
"sortOrder": "alphabetical",
|
||||
@ -155,7 +155,7 @@
|
||||
"state": {
|
||||
"type": "outgoing-link",
|
||||
"state": {
|
||||
"file": "1. Daily Notes/2024/9. September/2024-09-04.md",
|
||||
"file": "4. Qualifying Exam/2. Writing/QE Abstract For Dan.md",
|
||||
"linksCollapsed": false,
|
||||
"unlinkedCollapsed": true
|
||||
}
|
||||
@ -178,7 +178,7 @@
|
||||
"state": {
|
||||
"type": "outline",
|
||||
"state": {
|
||||
"file": "1. Daily Notes/2024/9. September/2024-09-04.md"
|
||||
"file": "4. Qualifying Exam/2. Writing/QE Abstract For Dan.md"
|
||||
}
|
||||
}
|
||||
}
|
||||
@ -203,14 +203,18 @@
|
||||
},
|
||||
"active": "7220717c2848cdda",
|
||||
"lastOpenFiles": [
|
||||
"1. Daily Notes/2024/9. September/2024-09-03.md",
|
||||
"4. Qualifying Exam/2. Writing/QE Abstract For Dan.tex",
|
||||
"4. Qualifying Exam/2. Writing/QE Abstract.md",
|
||||
"4. Qualifying Exam/1. Managing Stuff/Things that need done.md",
|
||||
"4. Qualifying Exam/1. Managing Stuff/QE Tasks and Details.md",
|
||||
"4. Qualifying Exam/1. Managing Stuff/QE Management.md",
|
||||
"1. Daily Notes/2024/9. September/2024-09-04.md",
|
||||
"1. Daily Notes/2024/9. September/2024-09-03.md",
|
||||
"300s School/302. NUCE 2100 - Fundamentals of Nuclear Engineering/2024-09-03 Homework 1.pdf",
|
||||
"300s School/302. NUCE 2100 - Fundamentals of Nuclear Engineering/2024-08-27 Introduction.md",
|
||||
"300s School/302. NUCE 2100 - Fundamentals of Nuclear Engineering/2024-09-03 Homework 1.md",
|
||||
"3-99 Research/99. Getting Used to Obsidian/Markdown Cheat Sheet.md",
|
||||
"3-99 Research/6. Researching Techniques/Learning How to Use Github.md",
|
||||
"4. Qualifying Exam/1. Managing Stuff/Things that need done.md",
|
||||
"1. Daily Notes/2024",
|
||||
"1. Daily Notes/2024/9. September",
|
||||
"1. Daily Notes/2024/8. August/2024-08-30.md",
|
||||
@ -220,7 +224,6 @@
|
||||
"giter_done.sh",
|
||||
"conflict-files-obsidian-git.md",
|
||||
"4. Qualifying Exam/QE Abstract For Dan.pdf",
|
||||
"4. Qualifying Exam/2. Writing/QE Abstract.md",
|
||||
"2. Cole Group Meeting Notes/Weekly Note 2024-08-30.md",
|
||||
"1. Daily Notes/2024/8. August/2024-08-28.md",
|
||||
"1. Daily Notes/2024/8. August/2024-08-27.md",
|
||||
@ -232,9 +235,6 @@
|
||||
"1. Daily Notes/2024/8. August/2024-08-22.md",
|
||||
"1. Daily Notes/2024/8. August/2024-08-21.md",
|
||||
"Weekly Note 2024-09-04.md",
|
||||
"2. Cole Group Meeting Notes/Weekly Note 2024-08-14.md",
|
||||
"1. Daily Notes/2024/8. August/2024-08-20.md",
|
||||
"1. Daily Notes/2024/8. August/2024-08-19.md",
|
||||
"3-99 Research",
|
||||
"300s School",
|
||||
"4. Qualifying Exam/2. Writing",
|
||||
|
||||
90
4. Qualifying Exam/2. Writing/QE Abstract For Dan.tex
Normal file
90
4. Qualifying Exam/2. Writing/QE Abstract For Dan.tex
Normal file
@ -0,0 +1,90 @@
|
||||
% Options for packages loaded elsewhere
|
||||
\PassOptionsToPackage{unicode}{hyperref}
|
||||
\PassOptionsToPackage{hyphens}{url}
|
||||
%
|
||||
\documentclass[
|
||||
]{article}
|
||||
\usepackage{amsmath,amssymb}
|
||||
\usepackage{iftex}
|
||||
\ifPDFTeX
|
||||
\usepackage[T1]{fontenc}
|
||||
\usepackage[utf8]{inputenc}
|
||||
\usepackage{textcomp} % provide euro and other symbols
|
||||
\else % if luatex or xetex
|
||||
\usepackage{unicode-math} % this also loads fontspec
|
||||
\defaultfontfeatures{Scale=MatchLowercase}
|
||||
\defaultfontfeatures[\rmfamily]{Ligatures=TeX,Scale=1}
|
||||
\fi
|
||||
\usepackage{lmodern}
|
||||
\ifPDFTeX\else
|
||||
% xetex/luatex font selection
|
||||
\fi
|
||||
% Use upquote if available, for straight quotes in verbatim environments
|
||||
\IfFileExists{upquote.sty}{\usepackage{upquote}}{}
|
||||
\IfFileExists{microtype.sty}{% use microtype if available
|
||||
\usepackage[]{microtype}
|
||||
\UseMicrotypeSet[protrusion]{basicmath} % disable protrusion for tt fonts
|
||||
}{}
|
||||
\makeatletter
|
||||
\@ifundefined{KOMAClassName}{% if non-KOMA class
|
||||
\IfFileExists{parskip.sty}{%
|
||||
\usepackage{parskip}
|
||||
}{% else
|
||||
\setlength{\parindent}{0pt}
|
||||
\setlength{\parskip}{6pt plus 2pt minus 1pt}}
|
||||
}{% if KOMA class
|
||||
\KOMAoptions{parskip=half}}
|
||||
\makeatother
|
||||
\usepackage{xcolor}
|
||||
\setlength{\emergencystretch}{3em} % prevent overfull lines
|
||||
\providecommand{\tightlist}{%
|
||||
\setlength{\itemsep}{0pt}\setlength{\parskip}{0pt}}
|
||||
\setcounter{secnumdepth}{-\maxdimen} % remove section numbering
|
||||
\usepackage{bookmark}
|
||||
\IfFileExists{xurl.sty}{\usepackage{xurl}}{} % add URL line breaks if available
|
||||
\urlstyle{same}
|
||||
\hypersetup{
|
||||
pdftitle={QE Abstract For Dan},
|
||||
hidelinks,
|
||||
pdfcreator={LaTeX via pandoc}}
|
||||
|
||||
\title{QE Abstract For Dan}
|
||||
\author{}
|
||||
\date{}
|
||||
|
||||
\begin{document}
|
||||
\maketitle
|
||||
|
||||
\textbf{Diffusion Generative Models For Unstructured Uncertainty
|
||||
Perturbations}
|
||||
|
||||
Real world control systems operate on physical plants that can have
|
||||
different dynamics than a nominal model. This discrepancy is called a
|
||||
perturbation, and can affect controller performance. The field of robust
|
||||
control creates a way to establish a set of allowable perturbations for
|
||||
a given plant, controller, and design requirements. We can make
|
||||
guarantees that a controller meets performance or safety criterion when
|
||||
the real plant does not perfectly match the nominal model.
|
||||
|
||||
A model controller can be proven to control a set of plants, but a real
|
||||
controller can only control one plant at a time. Validating robustness
|
||||
for a real controller requires extracted elements of the perturbed set,
|
||||
which can be deceptively difficult to create. Perturbed plants are
|
||||
commonly generated by using a structured uncertainty, where an engineer
|
||||
creates distributed ranges for system parameters. These distributions
|
||||
are then sampled and used to create a perturbed plant. This is an
|
||||
knowledge intensive and time consuming process.
|
||||
|
||||
We suggest using generative artificial intelligence to efficiently
|
||||
create perturbed plants. The diffusion generative model has shown great
|
||||
promise in creating novel and realistic samples from training data. This
|
||||
model can be used to remove the laborious effort of creating perturbed
|
||||
plants. We suggest training a generative model to create Bode plots of
|
||||
transfer functions. This trained model will then be given a warm start
|
||||
with the nominal plant as an input, with which it will then be able to
|
||||
generate a limitless number of unique perturbed plants for controller
|
||||
validation.
|
||||
|
||||
\textbf{STATS: 249 / 250 words}
|
||||
|
||||
\end{document}
|
||||
Loading…
x
Reference in New Issue
Block a user