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Adds Feb 16 presentation draft

Caleb Fangmeier лет назад: 7
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34 измененных файлов с 2770 добавлено и 0 удалено
  1. BIN
      docs/presentations/2018_02_16/16x9_seal03.jpg
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      docs/presentations/2018_02_16/CMSlogo.png
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      docs/presentations/2018_02_16/beamerthemebjeldbak.sty
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      docs/presentations/2018_02_16/diagrams/Gsf_Seeding1.png
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      docs/presentations/2018_02_16/diagrams/Gsf_Seeding2.png
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      docs/presentations/2018_02_16/diagrams/Gsf_Seeding3.png
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      docs/presentations/2018_02_16/diagrams/TrackingNtuple.png
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      docs/presentations/2018_02_16/diagrams/TrackingNtuple_traversal.png
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      docs/presentations/2018_02_16/diagrams/dphi_v_ladder_dylan.png
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      docs/presentations/2018_02_16/diagrams/phase2_tracker.jpg
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      docs/presentations/2018_02_16/diagrams/seeding_base.png
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      docs/presentations/2018_02_16/diagrams/seeding_base.svg
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      docs/presentations/2018_02_16/diagrams/seeding_step1.png
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      docs/presentations/2018_02_16/diagrams/seeding_step1.svg
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      docs/presentations/2018_02_16/diagrams/seeding_step2.png
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      docs/presentations/2018_02_16/diagrams/seeding_step4.png
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      docs/presentations/2018_02_16/diagrams/seeding_step4.svg
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      docs/presentations/2018_02_16/diagrams/vertex_z.png
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      docs/presentations/2018_02_16/diagrams/vertex_z.svg
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      docs/presentations/2018_02_16/diagrams/window1.png
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      docs/presentations/2018_02_16/diagrams/window2.png
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      docs/presentations/2018_02_16/figures/dphi1_max.png
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      docs/presentations/2018_02_16/figures/dphi_B1_H1.png
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      docs/presentations/2018_02_16/figures/dphi_hit1.png
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      docs/presentations/2018_02_16/figures/dphi_hit2.png
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      docs/presentations/2018_02_16/figures/linear_scaling_tracking_roc.png
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      docs/presentations/2018_02_16/figures/linear_scaling_tracking_roc_w_nwp.png
  31. 1 0
      docs/presentations/2018_02_16/figures/live
  32. BIN
      docs/presentations/2018_02_16/main.pdf
  33. 331 0
      docs/presentations/2018_02_16/main.tex
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      docs/presentations/2018_02_16/nebraska-n.png

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docs/presentations/2018_02_16/16x9_seal03.jpg


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docs/presentations/2018_02_16/CMSlogo.png


+ 63 - 0
docs/presentations/2018_02_16/beamerthemebjeldbak.sty

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+% Insipired by Cameron Bracken's theme originally posted
+% here: http://cameron.bracken.bz/beamer-template
+% January 2009
+
+% Modifications done by Martin Bjeldbak Madsen
+% June 2014
+\mode<presentation>
+
+\RequirePackage{tgpagella}
+
+% \DeclareOptionBeamer{titlepage}{\PassOptionsToPackage{titlepage=#1}{beamertheme-Inner}}
+% \ProcessOptionsBeamer
+
+\useoutertheme[subsection=false,shadow]{miniframes}
+\useinnertheme{default}
+\usefonttheme{serif}
+
+\setbeamertemplate{footline} % show slide number on all slides but the first
+{%
+  \ifnum\c@framenumber=1
+  \else
+    \begin{beamercolorbox}[wd=0.95\paperwidth,right,dp=2ex]{page number}
+      \insertframenumber/\inserttotalframenumber%
+    \end{beamercolorbox}
+  \fi%
+  \begin{beamercolorbox}[colsep=1.25pt]{lower separation line foot}
+  \end{beamercolorbox}
+}
+
+% \ifnum\c@framenumber=1
+\usebackgroundtemplate{\includegraphics[width=1.3\paperwidth]{16x9_seal03.jpg}}
+% \else
+% \fi%
+
+% Display a slide before the current section with overview inf
+% \AtBeginSection[]
+% {%
+%    \begin{frame}
+%        \frametitle{Overview}
+%        \tableofcontents[currentsection,hideothersubsections]
+%    \end{frame}
+% }
+
+\setbeamerfont{title like}{shape=\scshape}
+\setbeamerfont{frametitle}{shape=\scshape}
+\setbeamerfont{section in head/foot}{shape=\scshape,size=\tiny}
+
+\setbeamertemplate{navigation symbols}{} % hide bottom nav buttons
+\setbeamercovered{transparent} % don't hide strip-teased bullet points
+
+% \definecolor{barcolor}{HTML}{77C4D3} % teal
+\definecolor{barcolor}{HTML}{DD0000} % teal
+\setbeamercolor{lower separation line head}{bg=barcolor}
+\setbeamercolor{lower separation line foot}{bg=barcolor}
+\setbeamercolor{normal text}{fg=black,bg=white}
+\setbeamercolor{alerted text}{fg=red}
+\setbeamercolor{example text}{fg=black}
+\setbeamercolor{structure}{fg=black}
+
+\setbeamercolor{palette tertiary}{fg=black,bg=black!10}
+\setbeamercolor{palette quaternary}{fg=black,bg=black!10}
+
+\mode<all>

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docs/presentations/2018_02_16/diagrams/Gsf_Seeding1.png


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docs/presentations/2018_02_16/diagrams/Gsf_Seeding2.png


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docs/presentations/2018_02_16/diagrams/Gsf_Seeding3.png


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docs/presentations/2018_02_16/diagrams/TrackingNtuple.png


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docs/presentations/2018_02_16/diagrams/TrackingNtuple_traversal.png


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docs/presentations/2018_02_16/diagrams/dphi_v_ladder_dylan.png


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docs/presentations/2018_02_16/diagrams/phase2_tracker.jpg


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docs/presentations/2018_02_16/diagrams/seeding_base.png


+ 327 - 0
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+
+% rubber: module pdftex
+
+\documentclass[english,aspectratio=43,8pt]{beamer}
+\usepackage{graphicx}
+\usepackage{amssymb}
+\usepackage{booktabs}
+\usepackage{siunitx}
+\usepackage{subcaption}
+\usepackage{marvosym}
+\usepackage{verbatim}
+\usepackage[normalem]{ulem}  % Needed for /sout
+
+\newcommand{\pb}{\si{\pico\barn}}%
+\newcommand{\fb}{\si{\femto\barn}}%
+\newcommand{\invfb}{\si{\per\femto\barn}}
+\newcommand{\GeV}{\si{\giga\electronvolt}}
+
+\hypersetup{colorlinks=true,urlcolor=blue}
+
+\usetheme[]{bjeldbak}
+
+\begin{document}
+
+\title[$e$ Seeding Validation]{Off-line Electron Seeding Validation \-- Update}
+\author[C. Fangmeier]{\textbf{Caleb Fangmeier} \\ Ilya Kravchenko,  Greg Snow}
+\institute[UNL]{University of Nebraska \-- Lincoln}
+\date{EGamma Reco/Comm/HLT Meeting | February 16, 2018}
+
+\titlegraphic{%
+\begin{figure}
+  \includegraphics[width=1in]{CMSlogo.png}\hspace{0.75in}\includegraphics[width=1in]{nebraska-n.png}
+\end{figure}
+}
+
+\begin{frame}[plain]
+  \titlepage%
+\end{frame}
+
+\begin{frame}{Introduction}
+  \begin{itemize}
+    \item Our goal is to study \textbf{seeding} for the \textbf{off-line} GSF tracking with the \textbf{new pixel detector}.
+    \item Specifically, we want to optimize the new pixel-matching scheme from HLT for use in off-line reconstruction.
+    \item This Talk:
+      \begin{itemize}
+        \item Show the effect of linearly scaling matching windows up and down
+        \item Show first set of \textbf{optimized} windows
+        \item Next steps
+      \end{itemize}
+    \item Full set of results are available here \url{https://eg.fangmeier.tech/seeding\_studies\_2018\_02\_15\_12/output/}
+  \end{itemize}
+\end{frame}
+
+\begin{frame}{$\delta \phi$ Residuals}
+  \begin{columns}
+    \begin{column}{0.3\textwidth}
+      \begin{itemize}
+        \item Distribution of $\delta \phi$ residuals for first matched hits in truth-matched seeds where the hit was in BPIX-L1
+        \item Differential in $E_T$ of the matched super-cluster
+        \item Red line shows the default (aka HLT) window.
+      \end{itemize}
+    \end{column}
+    \begin{column}{0.7\textwidth}
+      \begin{figure}
+        \includegraphics[width=\textwidth]{figures/dphi_B1_H1.png}
+      \end{figure}
+    \end{column}
+  \end{columns}
+  \vspace{-0.3in}
+  \begin{center}
+    Cut windows are specified as functions of $E_T$ for $\delta \phi$, and $\delta R/z$ for the first, second, and third matched hits.
+  \end{center}
+\end{frame}
+
+\begin{frame}{Linear Scaling of Windows}
+  \begin{columns}
+    \begin{column}{0.32\textwidth}
+      \begin{itemize}
+        \item Modified windows with uniform scaling
+          \begin{itemize}
+            \item x0.5(\texttt{extra-narrow})
+            \item x1.0(\texttt{narrow})
+            \item x2.0(\texttt{wide})
+            \item x3.0(\texttt{extra-wide})
+          \end{itemize}
+        \item Uniform scaling draws out a clear curve in efficiency v. purity.
+        \item But can we do better? Find windows with points above the curve?
+      \end{itemize}
+    \end{column}
+    \begin{column}{0.7\textwidth}
+      \begin{figure}
+        \includegraphics[width=\textwidth]{figures/linear_scaling_tracking_roc.png}
+      \end{figure}
+    \end{column}
+  \end{columns}
+\end{frame}
+
+\begin{frame}{Finding more optimal windows}
+  \begin{columns}
+    \begin{column}{0.32\textwidth}
+      \begin{itemize}
+        \item Figure: first-hit $\delta \phi$ 99\% contours for all relevant\footnotemark pixel regions.
+        \item Procedure: Select a cut that tends to reasonably follow the 99\% contours in the \texttt{extra-wide} windows.
+        \item Repeat this for each of the six windows.
+        \item In this case, the \texttt{narrow} window seemed appropriate so this particular window was unchanged.
+      \end{itemize}
+    \end{column}
+    \begin{column}{0.7\textwidth}
+      \begin{figure}
+        \includegraphics[width=\textwidth]{figures/dphi_hit1.png}
+      \end{figure}
+    \end{column}
+  \end{columns}
+  \footnotetext[1]{meaning the subdetectors that have a substantial portion of first hits}
+\end{frame}
+
+\begin{frame}{Finding more optimal windows \-- 2}
+  \begin{columns}
+    \begin{column}{0.32\textwidth}
+      \begin{itemize}
+        \item Figure: second-hit $\delta \phi$ 99\% contours for all relevant pixel regions.
+        \item Quite low statistics in some regions + looking at tails of distribution results in high variability
+        \item Despite this, estimate an appropriate cut to be 0.005
+      \end{itemize}
+    \end{column}
+    \begin{column}{0.7\textwidth}
+      \begin{figure}
+        \includegraphics[width=\textwidth]{figures/dphi_hit2.png}
+      \end{figure}
+    \end{column}
+  \end{columns}
+\end{frame}
+
+\begin{frame}{Proposed New Working Point Performance}
+  \begin{columns}
+    \begin{column}{0.32\textwidth}
+      \begin{itemize}
+        \item New working point sets slightly above the linear-scaling curve
+        \item Hints that better performance is achievable, but it's not obvious how to achieve
+        \item Many ways to vary parameters...
+      \end{itemize}
+    \end{column}
+    \begin{column}{0.7\textwidth}
+      \begin{figure}
+        \includegraphics[width=\textwidth]{figures/linear_scaling_tracking_roc_w_nwp.png}
+      \end{figure}
+    \end{column}
+  \end{columns}
+\end{frame}
+
+\begin{frame}{Outlook}
+  \begin{itemize}
+    \item Next steps
+    \begin{itemize}
+      \item Testing with an complementary dataset (currently looking at $Z\rightarrow ee$ only)
+      \item Possibly breaking down windows sizes in $\eta$ (code supports this, but is currently unused).
+    \end{itemize}
+  \item Other Thoughts
+    \begin{itemize}
+      \item What is an appropriate working point, and what performance can be deemed adequate?
+      \item Are there different figures-of-merit that must be balanced (cpu performance, specific background rejections.)?
+    \end{itemize}
+  \end{itemize}
+  \vspace{1.5in}
+\end{frame}
+
+\begin{frame}
+  \begin{center}
+    {\Huge BACKUP}
+  \end{center}
+\end{frame}
+
+\begin{frame}
+  \begin{itemize}
+    \item \textbf{Sim-Track \--} A track from a simulated electron originating from the luminous region of CMS (beam-spot +- 5$\sigma$)
+    \item \textbf{ECAL-Driven Seed \--} A seed created via a matching procedure between Super-Clusters and General Tracking Seeds (Either from \texttt{ElectronSeedProducer} or \texttt{ElectronNHitSeedProducer})
+    \item \textbf{GSF Track \--} A track from GSF-Tracking resulting from an \textbf{ECAL-Driven Seed}
+    \item \textbf{Seeding Efficiency \--} The fraction of \textbf{Sim-Tracks} that have a matching \textbf{ECAL-Driven Seed} (based on simhit-rechit linkage)
+    \item \textbf{GSF Tracking Efficiency \--} The fraction of \textbf{Sim-Tracks} that have a matching \textbf{GSF Track} (again, based on simhit-rechit linkage)
+    \item \textbf{ECAL-Driven Seed Purity \--} The fraction of \textbf{ECAL-Driven Seeds} that have a matching \textbf{Sim-Track}
+    \item \textbf{GSF Tracking Purity \--} The fraction of \textbf{GSF Tracks} that have a matching \textbf{Sim-Track}
+  \end{itemize}
+\end{frame}
+
+\begin{frame}{Triplet Electron Seeding \-- Setup}
+  \begin{columns}
+  \begin{column}{0.45\textwidth}
+    \begin{itemize}
+      \item Begin with ECAL super cluster and beam spot
+    \end{itemize}
+  \end{column}
+  \begin{column}{0.55\textwidth}
+    \begin{figure}
+      \includegraphics[width=\textwidth]{diagrams/seeding_base.png}
+    \end{figure}
+  \end{column}
+  \end{columns}
+\end{frame}
+
+\begin{frame}{Triplet Electron Seeding - Introduce Seed}
+  \begin{columns}
+  \begin{column}{0.45\textwidth}
+    \begin{itemize}
+      \item Now, examine, one-by-one seeds from general tracking*
+      \item Note that we do not look at all hits in an event, but rather rely on general tracking to identify seeds.
+    \end{itemize}
+    \vspace{0.1in}
+    \midrule
+    \vspace{0.1in}
+    {\footnotesize *initialStepSeeds, highPtTripletStepSeeds, mixedTripletStepSeeds, pixelLessStepSeeds, tripletElectronSeeds, pixelPairElectronSeeds, stripPairElectronSeeds}
+  \end{column}
+  \begin{column}{0.55\textwidth}
+    \begin{figure}
+      \includegraphics[width=\textwidth]{diagrams/seeding_step1.png}
+    \end{figure}
+  \end{column}
+  \end{columns}
+\end{frame}
+
+\begin{frame}{Triplet Electron Seeding - Match First Hit}
+  \begin{columns}
+  \begin{column}{0.5\textwidth}
+    \begin{itemize}
+      \item Using the beam spot, the SC position, and SC energy, propagate a path through the pixels.
+      \item Next, require the first hit to be within a $\delta\phi$ and $\delta z$ window. ($\delta\phi$ and $\delta R$ for FPIX)
+      \item $\delta z$ window for first hit is huge as SC and beam spot positions give very little information about $z$.
+    \end{itemize}
+  \end{column}
+  \begin{column}{0.5\textwidth}
+    \begin{figure}
+      \includegraphics[width=\textwidth]{diagrams/seeding_step2.png}
+    \end{figure}
+  \end{column}
+  \end{columns}
+\end{frame}
+
+\begin{frame}{Triplet Electron Seeding - Extrapolate Vertex}
+  \begin{columns}
+  \begin{column}{0.45\textwidth}
+    \begin{itemize}
+      \item Once we have a matched hit, use it with the SC position, to find the vertex z.
+      \item Vertex x and y are still the beam spot's.
+      \item Just a simple linear extrapolation.
+    \end{itemize}
+  \end{column}
+  \begin{column}{0.55\textwidth}
+    \begin{figure}
+      \includegraphics[width=\textwidth]{diagrams/vertex_z.png}
+    \end{figure}
+  \end{column}
+  \end{columns}
+\end{frame}
+
+\begin{frame}{Triplet Electron Seeding - Match Other Hits}
+  \begin{columns}
+  \begin{column}{0.45\textwidth}
+    \begin{itemize}
+      \item Now forget the SC position, and propagate a new track based on the vertex and first hit positions, and the SC energy.
+      \item Progress one-by-one through the remaining hits in the seed and require each one fit within a specified window around the track.
+      \item Quit when all hits are matched, or a hit falls outside the window. No skipping is allowed.
+      \item However, \emph{layer} skipping is not ruled out if the original seed is missing a hit in a layer
+    \end{itemize}
+  \end{column}
+  \begin{column}{0.55\textwidth}
+    \begin{figure}
+      \includegraphics[width=\textwidth]{diagrams/seeding_step3.png}
+    \end{figure}
+  \end{column}
+  \end{columns}
+\end{frame}
+
+\begin{frame}{Triplet Electron Seeding - Window Sizes}
+  \begin{columns}
+  \begin{column}{0.55\textwidth}
+    \begin{itemize}
+      \item The $\delta\phi$ and $\delta R/z$ windows for each hit are defined using three parameters.
+        \begin{itemize}
+          \item \texttt{highEt}
+          \item \texttt{highEtThreshold}
+          \item \texttt{lowEtGradient}
+        \end{itemize}
+      \item From these, the window size is calculated as \\
+        $\texttt{highEt} + \min(0,\texttt{Et}-\texttt{highEtThreshold})*\texttt{lowEtGradient}$.
+      \item For the first hit, these parameters for the $\delta \phi$ window are,
+        \begin{itemize}
+          \item $\texttt{highEt}=0.05$
+          \item $\texttt{highEtThreshold}=20$
+          \item $\texttt{lowEtGradient}=-0.002$
+        \end{itemize}
+    \end{itemize}
+  \end{column}
+  \begin{column}{0.45\textwidth}
+    \begin{figure}
+      \includegraphics[width=\textwidth]{figures/dphi1_max.png}
+    \end{figure}
+  \end{column}
+  \end{columns}
+  \vspace{0.1in} \hrule \vspace{0.1in}
+  These parameters can be specified for each successive hit, and in bins of $\eta$, so optimization is a challenge!
+\end{frame}
+
+\begin{frame}{Triplet Electron Seeding - Handle Missing Hits}
+  \begin{columns}
+  \begin{column}{0.45\textwidth}
+    \begin{itemize}
+      \item Finally, calculate the expected number of hits based on the number of working pixel modules the track passes through.
+      \item Require exact$^1$ number of matched hits depending on the expected number of hits.
+        \begin{itemize}
+          \item If $N_{\textrm{exp}}=4$, require $N_{\textrm{match}}=3$
+          \item If $N_{\textrm{exp}}<4$, require $N_{\textrm{match}}=2$
+        \end{itemize}
+      \item If the seed passes all requirements, all information, including
+        \begin{itemize}
+          \item Super cluster
+          \item Original Seed
+          \item Residuals (For both charge hypotheses)
+        \end{itemize}
+        are wrapped up and sent downstream to GSF tracking
+    \end{itemize}
+  \end{column}
+  \begin{column}{0.55\textwidth}
+    \begin{figure}
+      \includegraphics[width=\textwidth]{diagrams/seeding_step4.png}
+    \end{figure}
+  \end{column}
+  \end{columns}
+  \vspace{0.1in} \hrule \vspace{0.1in}
+  {\footnotesize $^1$Exact, rather than minimum to deal with duplicate seeds in input collection. Could switch to minimum with offline cross-cleaned seeds.}
+\end{frame}
+
+\end{document}

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