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Free keywords:
Mathematics, Dynamical Systems, math.DS,Computer Science, Data Structures and Algorithms, cs.DS,Mathematics, Optimization and Control, math.OC
Abstract:
The directed Physarum dynamics is known to solve positive linear programs:
minimize $c^T x$ subject to $Ax = b$ and $x \ge 0$ for a positive cost vector
$c$. The directed Physarum dynamics evolves a positive vector $x$ according to
the dynamics $\dot{x} = q(x) - x$. Here $q(x)$ is the solution to $Af = b$ that
minimizes the "energy" $\sum_i c_i f_i^2/x_i$.
In this paper, we study the non-uniform directed dynamics $\dot{x} = D(q(x) -
x)$, where $D$ is a positive diagonal matrix. The non-uniform dynamics is more
complex than the uniform dynamics (with $D$ being the identity matrix), as it
allows each component of $x$ to react with different speed to the differences
between $q(x)$ and $x$. Our contribution is to show that the non-uniform
directed dynamics solves positive linear programs.
