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42 lines
1.5 KiB
TeX
42 lines
1.5 KiB
TeX
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\documentclass{article}
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\usepackage[pdftex,active,tightpage]{preview}
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\setlength\PreviewBorder{2mm}
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\usepackage[utf8]{inputenc} % this is needed for umlauts
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\usepackage[ngerman]{babel} % this is needed for umlauts
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\usepackage[T1]{fontenc} % this is needed for correct output of umlauts in pdf
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\usepackage{amssymb,amsmath,amsfonts} % nice math rendering
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\usepackage{braket} % needed for \Set
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\usepackage[noend]{algorithm,algpseudocode}
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\begin{document}
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\begin{preview}
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\begin{algorithm}[H]
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\begin{algorithmic}
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\Require
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\Statex Sates $\mathcal{X} = \{1, \dots, n_x\}$
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\Statex Actions $\mathcal{A} = \{1, \dots, n_a\},\qquad A: \mathcal{X} \Rightarrow \mathcal{A}$
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% TODO: g? \alpha?
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% Q?
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% f_ij(a)
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\Procedure{ValueIteration}{$\mathcal{X}$, $A$}
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\State Initialize $J, J': \mathcal{X} \rightarrow \mathbb{R}_0^+$ arbitrarily
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\While{$J$ is not converged}
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\State $J' \gets J$
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\For{$x \in \mathcal{X}$}
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\For{$a \in A(x)$}
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\State $Q(x, a) \gets g(x, a) + \alpha \sum_{j=1}^{n_x} f_{xj}(a) \cdot J'(j)$
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\EndFor
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\EndFor
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\For{$x \in \mathcal{X}$}
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\State $J(x) \gets \min_a \{Q(x, a)\}$
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\EndFor
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\EndWhile
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\EndProcedure
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\end{algorithmic}
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\caption{Calculate value function}
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\label{alg:calculateLegendreSymbol}
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\end{algorithm}
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\end{preview}
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\end{document}
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