Szczegóły publikacji

Opis bibliograficzny

Agent-based modeling of social phenomena for high performance distributed simulations / Mateusz PACIOREK, Wojciech TUREK // W: Computational Science – ICCS 2021 : 21st international conference : Krakow, Poland, June 16–18, 2021 : proceedings, Pt. 2 / eds. Maciej Paszyński, [et al.]. — Cham : Springer Nature Switzerland, cop. 2021. — (Lecture Notes in Computer Science ; ISSN 0302-9743 ; LNCS 12743. Theoretical Computer Science and General Issues ; ISSN 0302-9743). — ISBN: 978-3-030-77963-4; e-ISBN: 978-3-030-77964-1. — S. 412–425. — Bibliogr., Abstr. — Publikacja dostępna online od: 2021-06-09

Autorzy (2)

Słowa kluczowe

HPCscalabilitysocial modelsagent based modelling

Dane bibliometryczne

ID BaDAP134724
Data dodania do BaDAP2021-06-23
DOI10.1007/978-3-030-77964-1_32
Rok publikacji2021
Typ publikacjimateriały konferencyjne (aut.)
Otwarty dostęptak
WydawcaSpringer
KonferencjaInternational Conference on Computational Science 2021
Czasopisma/serieLecture Notes in Computer Science, Theoretical Computer Science and General Issues

Abstract

Detailed models of numerous groups of social beings, which find applications in broad range of applications, require efficient methods of parallel simulation. Detailed features of particular models strongly influence the complexity of the parallelization problem. In this paper we identify and analyze existing classes of models and possible approaches to their simulation parallelization. We propose a new method for efficient scalability of the most challenging class of models: stochastic, with beings mobility and mutual exclusion of actions. The method is based on a concept of two-stage application of plans, which ensures equivalence of parallel and sequential execution. The method is analyzed in terms of distribution transparency and scalability at HPC-grade hardware. Both weak and strong scalability tests show speedup close to linear with more than 3000 parallel workers.

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