PARALLEL MACHINE SCHEDULING WITH MONTE CARLO TREE SEARCH

نویسندگان

چکیده

In this article, a specific production scheduling problem (PSP), the Parallel Machine Scheduling Problem (PMSP) with Job and Sequence Setup Times, Due Dates Maintenance Times is presented. article after introduction literature review mathematical model of Machines After that Monte Carlo Tree Search Simulated Annealing are detailed. Our representation technique its evaluation also introduced. that, efficiency algorithms tested benchmark data, which result, suitable for solving problems. review, The solved (MCTS) algorithm, uses neighbourhood search method (2-opt). we present our Iterative (IMCTS) algorithm on randomly generated datasets.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Parallel Monte-Carlo Tree Search

Monte-Carlo Tree Search (MCTS) is a new best-first search method that started a revolution in the field of Computer Go. Parallelizing MCTS is an important way to increase the strength of any Go program. In this article, we discuss three parallelization methods for MCTS: leaf parallelization, root parallelization, and tree parallelization. To be effective tree parallelization requires two techni...

متن کامل

Massively Parallel Monte Carlo Tree Search

Monte Carlo Tree Search is a method of finding near-optimal solutions for large state-space problems. Currently, is it very important to develop algorithms being able to take advantage of great number of processors in such areas. In this paper MCTS parallel implementations for thousand of cores are presented and discussed. The MCTS parallelization method used is the root parallelization. Implem...

متن کامل

Parallel Monte Carlo Tree Search Scalability Discussion

In this paper we are discussing which factors affect the scalability of the parallel Monte Carlo Tree Search algorithm. We have run the algorithm on CPUs and GPUs in Reversi game and SameGame puzzle on the TSUBAME supercomputer. We are showing that the most likely cause of the scaling bottleneck is the problem size. Therefore we are showing that the MCTS is a weak-scaling algorithm. We are not ...

متن کامل

A Parallel Monte-Carlo Tree Search Algorithm

Monte-Carlo tree search is a powerful paradigm for the game of Go. We present a parallel Master-Slave algorithm for Monte-Carlo tree search. We experimented the algorithm on a network of computers using various configurations: from 12,500 to 100,000 playouts, from 1 to 64 slaves, and from 1 to 16 computers. On our architecture we obtain a speedup of 14 for 16 slaves. With a single slave and fiv...

متن کامل

Parallel Monte Carlo Tree Search on GPU

Monte Carlo Tree Search (MCTS) is a method for making optimal decisions in artificial intelligence (AI) problems, typically move planning in combinatorial games. It combines the generality of random simulation with the precision of tree search. It can theoretically be applied to any domain that can be described in terms of state, action pairs and simulation used to forecast outcomes such as dec...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Acta Polytechnica

سال: 2021

ISSN: ['1210-2709', '1805-2363']

DOI: https://doi.org/10.14311/ap.2021.61.0307