GPUPeP: Parallel Enzymatic Numerical P System simulator with a Python-based interface.

ENPS simulator Enzymatic Numerical P System GPUPeP Graphical Processing Unit (GPU) Membrane computing Python-based interface

Journal

Bio Systems
ISSN: 1872-8324
Titre abrégé: Biosystems
Pays: Ireland
ID NLM: 0430773

Informations de publication

Date de publication:
Oct 2020
Historique:
received: 31 10 2019
revised: 07 06 2020
accepted: 08 06 2020
pubmed: 15 6 2020
medline: 2 7 2021
entrez: 15 6 2020
Statut: ppublish

Résumé

Membrane computing is a computational paradigm inspired by the structure and behavior of a living cell. P Systems are the computing devices that are used to realize membrane computing models. Numerous theoretical studies on many variants of P Systems have shown them to be computationally universal. There is a wide range of applications of P Systems from modeling of biological processes to image processing. Among many variants of P Systems, one of the most important is Enzymatic Numerical P System (ENPS). ENPS is a class of P System in which membranes operate on numerical values. To realize the power of ENPS there are a few simulators developed. Each and every simulator has some advantages as well as some disadvantages. Here, a GPU based simulator using Python as a user interaction language is developed. This tool is a completely parallel variant, compatible with a Python based sequential simulator (PeP) which was the first Python based work for ENPS. The developed simulator uses CUDA to interact with GPU and gives the desired speed up, while processing the membranes. There are two important case studies which show the performance of the developed tool to be far better than the other serial simulators.

Identifiants

pubmed: 32535178
pii: S0303-2647(20)30082-4
doi: 10.1016/j.biosystems.2020.104186
pii:
doi:

Types de publication

Journal Article Review

Langues

eng

Sous-ensembles de citation

IM

Pagination

104186

Informations de copyright

Copyright © 2020 Elsevier B.V. All rights reserved.

Auteurs

S Raghavan (S)

National Institute of Technology Karnataka, Surathkal, India. Electronic address: raghavan.sm2005@gmail.com.

Shanthanu S Rai (SS)

National Institute of Technology Karnataka, Surathkal, India. Electronic address: shanthanu.s.rai9@gmail.com.

M P Rohit (MP)

National Institute of Technology Karnataka, Surathkal, India. Electronic address: rohitmp99@gmail.com.

K Chandrasekaran (K)

National Institute of Technology Karnataka, Surathkal, India. Electronic address: kch@nitk.ac.in.

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Classifications MeSH