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\documentclass{beamer} | ||
\setbeamertemplate{navigation symbols}{} | ||
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\usepackage{datetime2} | ||
\usepackage{booktabs} | ||
\usepackage{graphicx} | ||
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\graphicspath{{../code/data/}{../code/model/}{../code/work/}{../images/}} | ||
\DeclareGraphicsExtensions{.pdf,.eps,.png} | ||
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\begin{document} | ||
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\begin{frame}[fragile] | ||
\vspace{0.3\textheight} | ||
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\begin{center} | ||
\large | ||
On-demand public transport \\ | ||
\small | ||
{\color{gray} is making us mobile } | ||
\end{center} | ||
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\vspace{\stretch{100}} | ||
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\tiny | ||
R.~Andreev \verb|<[email protected]>|, \today | ||
\hfill | ||
\tiny\color{lightgray}\hfill{\DTMnow} | ||
\end{frame} | ||
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\begin{frame} | ||
NYC TLC taxi data, May 2016: | ||
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{\ } | ||
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\resizebox{\textwidth}{!}{\input{../code/data/20210610-NYCTLC/e_explore/trip_table/green_tripdata_2016-05.tex}} | ||
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\vspace{2\baselineskip} | ||
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How many minibuses could meet the same demand? | ||
\end{frame} | ||
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\begin{frame}[t] | ||
From trip endpoints and travel time | ||
we infer traffic conditions: | ||
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\begin{center} | ||
\includegraphics[width=0.40\textwidth]{20210613-GraphWithLag/b_train/v1/lag/H=18/UTC-20210615-132827/train/velocity_i=9.png} | ||
\end{center} | ||
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Use this for quickest routes. | ||
\end{frame} | ||
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\begin{frame}[t] | ||
Case study: | ||
\begin{itemize} | ||
\item | ||
100 requests during 18:00--18:17 | ||
within 1km of Times Square | ||
\item | ||
Allow -2min/+5min pickup and +10min dropoff windows | ||
\item | ||
Assume good traffic conditions | ||
\end{itemize} | ||
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{\ } | ||
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Excess travel times (wrt quickest route) computed by optimizer: | ||
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\only<2>{% | ||
\begin{center} | ||
\small | ||
10 single-passenger taxis | ||
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\includegraphics[width=0.8\textwidth]{20210616-OPT1/c_grid_study0/UTC-20210619-074952/c_grid_visualize/8/excess_travel_time_hist} | ||
\end{center} | ||
}% | ||
\only<3>{% | ||
\begin{center} | ||
\small | ||
10 minibuses of capacity 8 | ||
\\ | ||
\includegraphics[width=0.8\textwidth]{20210616-OPT1/c_grid_study0/UTC-20210619-074952/c_grid_visualize/9/excess_travel_time_hist} | ||
\end{center} | ||
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Hence: | ||
20 taxis $\approx$ 10 minibuses, | ||
if allow detours. | ||
} | ||
\end{frame} | ||
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\begin{frame}[t] | ||
Assume | ||
\begin{itemize} | ||
\item A certain proportion of minibus takers. | ||
\item Excess travel times in dollars according to 2019 income census. | ||
\item Prefer minibus if income/min $<$ expected excess travel time. | ||
\end{itemize} | ||
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\only<2>{% | ||
\begin{center} | ||
\includegraphics[width=0.55\textwidth]{20210616-OPT1/c_grid_study1b/UTC-20210623-191629/e_evo_plots/evo__graph_h=6__graph_ttt_factor=3} | ||
\end{center} | ||
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\small | ||
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Assume bad traffic conditions (6pm traffic). | ||
\\ | ||
Minibuses can meet only half of the demand. | ||
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\color{gray} | ||
Faint: imposed fraction of bus takers. | ||
Solid: net the unserviced requests. | ||
\\ | ||
A = taxi price, B = minibus ride price | ||
}% | ||
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\only<3>{% | ||
\begin{center} | ||
\includegraphics[width=0.55\textwidth]{20210616-OPT1/c_grid_study1/UTC-20210621-232339/e_evo_plots/evo}% | ||
\end{center} | ||
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\small | ||
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Assume traffic improves (6pm $\leadsto$ 6am) | ||
as more people take the minibus. | ||
\\ | ||
Equilibrium at 50-90\% bus takers, depending on the price. | ||
} | ||
\end{frame} | ||
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\begin{frame} | ||
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\vspace{5\baselineskip} | ||
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The paradigm shift is feasible -- if it improves the traffic conditions. | ||
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\vspace{\stretch{100}} | ||
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\small | ||
Details: | ||
\url{http://bit.ly/optimum-2021} | ||
\end{frame} | ||
\end{document} | ||
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