論文

本文へのリンクあり
2018年11月7日

CARAVAN: a framework for comprehensive simulations on massive parallel machines

Massively Multi-Agent Systems II
  • Yohsuke Murase
  • ,
  • Hiroyasu Matsushima
  • ,
  • Itsuki Noda
  • ,
  • Tomio Kamada

開始ページ
130
終了ページ
143
記述言語
掲載種別
論文集(書籍)内論文
DOI
10.1007/978-3-030-20937-7_9
出版者・発行元
Springer International Publishing

We present a software framework called CARAVAN, which was developed for
comprehensive simulations on massive parallel computers. The framework runs
user-developed simulators with various input parameters in parallel without
requiring the knowledge of parallel programming. The framework is useful for
exploring high-dimensional parameter spaces, for which sampling points must be
dynamically determined based on the previous results. Possible use cases
include optimization, data assimilation, and Markov-chain Monte Carlo sampling
in parameter spaces. As a demonstration, we applied CARAVAN to an evacuation
planning problem in an urban area. We formulated the problem as a
multi-objective optimization problem, and searched for solutions using
multi-agent simulations and a multi-objective evolutionary algorithm, which
were developed as modules of the framework.

リンク情報
DOI
https://doi.org/10.1007/978-3-030-20937-7_9
arXiv
http://arxiv.org/abs/arXiv:1811.08801
URL
http://arxiv.org/abs/1811.08801v2
URL
http://arxiv.org/pdf/1811.08801v2 本文へのリンクあり
ID情報
  • DOI : 10.1007/978-3-030-20937-7_9
  • ISSN : 0302-9743
  • eISSN : 1611-3349
  • arXiv ID : arXiv:1811.08801

エクスポート
BibTeX RIS