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About Monte Carlo Tree Search For Priced Timed Automata
This document describes a project to develop a Monte Carlo Tree Search algorithm called UCT-PTA for solving cost-optimal reachability problems on Priced Timed Automata models. The algorithm is an extension of the UCT Monte Carlo Tree Search algorithm and aims to reduce computation time for model checking. The authors implemented UCT-PTA in the UPPAAL model checking tool and tested it on a job shop scheduling problem, comparing it to breadth-first and random depth-first search algorithms. The results showed that while UCT-PTA did not perform as well on small state spaces, it scaled better to large state spaces and had significantly better results than the other algorithms.
Detailed Information
| Author: | ['Far Arf'] |
|---|---|
| Publication Year: | 2021 |
| Pages: | 9 |
| Language: | English |
| Format: | |
| Price: | FREE |
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