Parallel performance analysis of bacterial biofilm simulation models

Modelling and simulation of bacterial biofilms is a computationally expen-sive process necessitating use of parallel computing. Fluid dynamics and ad-vection-consumption models can be decoupled and solved to handle the flu-id-solute-bacterial interactions. Data exchange between the two processes add...

Full description

Saved in:
Bibliographic Details
Main Authors: Sheraton, Muniraj Vivek, Sloot, Peter M. A.
Other Authors: International Conference On Computational Science (ICCS 2018)
Format: Conference or Workshop Item
Language:English
Published: 2019
Subjects:
Online Access:https://hdl.handle.net/10356/88884
http://hdl.handle.net/10220/49205
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Nanyang Technological University
Language: English
id sg-ntu-dr.10356-88884
record_format dspace
spelling sg-ntu-dr.10356-888842020-11-01T04:43:21Z Parallel performance analysis of bacterial biofilm simulation models Sheraton, Muniraj Vivek Sloot, Peter M. A. International Conference On Computational Science (ICCS 2018) HealthTech NTU Complexity Institute DRNTU::Science::Chemistry Load Imbalance Communication Overhead Modelling and simulation of bacterial biofilms is a computationally expen-sive process necessitating use of parallel computing. Fluid dynamics and ad-vection-consumption models can be decoupled and solved to handle the flu-id-solute-bacterial interactions. Data exchange between the two processes add up to the communication overheads. The heterogenous distribution of bacteria within the simulation domain further leads to non-uniform load dis-tribution in the parallel system. We study the effect of load imbalance and communication overheads on the overall performance of simulation at dif-ferent stages of biofilm growth. We develop a model to optimize the parallel-ization procedure for computing the growth dynamics of bacterial biofilms. Accepted version 2019-07-09T05:30:12Z 2019-12-06T17:13:03Z 2019-07-09T05:30:12Z 2019-12-06T17:13:03Z 2018 Conference Paper Sheraton, M. V., & Sloot, P. M. A. (2018). Parallel performance analysis of bacterial biofilm simulation models. International Conference On Computational Science (ICCS 2018). doi:10.1007/978-3-319-93698-7_38 https://hdl.handle.net/10356/88884 http://hdl.handle.net/10220/49205 10.1007/978-3-319-93698-7_38 en © 2018 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. The published version is available at: https://doi.org/10.1007/978-3-319-93698-7_38 11 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Science::Chemistry
Load Imbalance
Communication Overhead
spellingShingle DRNTU::Science::Chemistry
Load Imbalance
Communication Overhead
Sheraton, Muniraj Vivek
Sloot, Peter M. A.
Parallel performance analysis of bacterial biofilm simulation models
description Modelling and simulation of bacterial biofilms is a computationally expen-sive process necessitating use of parallel computing. Fluid dynamics and ad-vection-consumption models can be decoupled and solved to handle the flu-id-solute-bacterial interactions. Data exchange between the two processes add up to the communication overheads. The heterogenous distribution of bacteria within the simulation domain further leads to non-uniform load dis-tribution in the parallel system. We study the effect of load imbalance and communication overheads on the overall performance of simulation at dif-ferent stages of biofilm growth. We develop a model to optimize the parallel-ization procedure for computing the growth dynamics of bacterial biofilms.
author2 International Conference On Computational Science (ICCS 2018)
author_facet International Conference On Computational Science (ICCS 2018)
Sheraton, Muniraj Vivek
Sloot, Peter M. A.
format Conference or Workshop Item
author Sheraton, Muniraj Vivek
Sloot, Peter M. A.
author_sort Sheraton, Muniraj Vivek
title Parallel performance analysis of bacterial biofilm simulation models
title_short Parallel performance analysis of bacterial biofilm simulation models
title_full Parallel performance analysis of bacterial biofilm simulation models
title_fullStr Parallel performance analysis of bacterial biofilm simulation models
title_full_unstemmed Parallel performance analysis of bacterial biofilm simulation models
title_sort parallel performance analysis of bacterial biofilm simulation models
publishDate 2019
url https://hdl.handle.net/10356/88884
http://hdl.handle.net/10220/49205
_version_ 1683493548288114688