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The chapter concludes with an application problem that challenges the reader to implement the methods discussed.
A command and control (C2) network of unmanned aerial vehicles performing a surveillance mission is used as an application problem.
Given an application problem (e.g. from computer vision, robotics, etc), decide if it should be formulated as a RL problem; if yes be able to define it formally (in terms of the state space, action space, dynamics and reward model), state what algorithm (from class) is best suited for addressing it and justify your answer (as assessed by the project and the exam).
It is argued that this definition is reasonable and useful both from a theoretical and from a practical perspective; if two languages are equivalent, then theoretical results carry over and, more practically, we can model an application problem in one language and then easily use a planner for the other language.
Furthermore, it is an application problem that an analytic expression of such (p^) is needed, especially in designing some algorithms for (l_{2,p} -minimization.
An application problem of cracking in a cylindrical structure is used to illustrate the proposed methods.
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A typical application problem involves two acoustic domains separated by a thin elastic panel.
So management can be thought of as ultimately a people application problem.
Another direction will be to investigate the possibility of combining multiple platforms to solve a particular application problem.
The software is described first in general, then we illustrate its exploration possibilities in terms of a model problem and a more typical application problem of crash simulation.
Despite the use of such a heuristic, the application problem, being computationally intensive, suffers from long execution times due to sequential computation.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com