Literature DB >> 27547508

Real-Time Agent-Based Modeling Simulation with in-situ Visualization of Complex Biological Systems: A Case Study on Vocal Fold Inflammation and Healing.

Nuttiiya Seekhao1, Caroline Shung2, Joseph JaJa1, Luc Mongeau2, Nicole Y K Li-Jessen3.   

Abstract

We present an efficient and scalable scheme for implementing agent-based modeling (ABM) simulation with In Situ visualization of large complex systems on heterogeneous computing platforms. The scheme is designed to make optimal use of the resources available on a heterogeneous platform consisting of a multicore CPU and a GPU, resulting in minimal to no resource idle time. Furthermore, the scheme was implemented under a client-server paradigm that enables remote users to visualize and analyze simulation data as it is being generated at each time step of the model. Performance of a simulation case study of vocal fold inflammation and wound healing with 3.8 million agents shows 35× and 7× speedup in execution time over single-core and multi-core CPU respectively. Each iteration of the model took less than 200 ms to simulate, visualize and send the results to the client. This enables users to monitor the simulation in real-time and modify its course as needed.

Entities:  

Keywords:  ABMs; HPC; Heterogeneous Platform; In Situ Visualization; Systems Biology; component

Year:  2016        PMID: 27547508      PMCID: PMC4988409          DOI: 10.1109/IPDPSW.2016.20

Source DB:  PubMed          Journal:  IEEE Int Symp Parallel Distrib Process Workshops Phd Forum        ISSN: 2164-7062


  13 in total

1.  Biosimulation of inflammation and healing in surgically injured vocal folds.

Authors:  Nicole Y K Li; Yoram Vodovotz; Patricia A Hebda; Katherine Verdolini Abbott
Journal:  Ann Otol Rhinol Laryngol       Date:  2010-06       Impact factor: 1.547

Review 2.  Wound healing and the role of fibroblasts.

Authors:  P Bainbridge
Journal:  J Wound Care       Date:  2013-08       Impact factor: 2.072

3.  Technical report: Cell thickness measurements by confocal fluorescence microscopy on C3H10T1/2 and V79 cells.

Authors:  D Bettega; P Calzolari; S M Doglia; B Dulio; L Tallone; A M Villa
Journal:  Int J Radiat Biol       Date:  1998-09       Impact factor: 2.694

4.  High performance cellular level agent-based simulation with FLAME for the GPU.

Authors:  Paul Richmond; Dawn Walker; Simon Coakley; Daniela Romano
Journal:  Brief Bioinform       Date:  2010-02-01       Impact factor: 11.622

5.  Analysis of cellular location and concentration in vocal fold lamina propria.

Authors:  M Catten; S D Gray; T H Hammond; R Zhou; E Hammond
Journal:  Otolaryngol Head Neck Surg       Date:  1998-05       Impact factor: 3.497

6.  Midmembranous vocal fold lamina propria proteoglycans across selected species.

Authors:  Mariah S Hahn; James B Kobler; Steven M Zeitels; Robert Langer
Journal:  Ann Otol Rhinol Laryngol       Date:  2005-06       Impact factor: 1.547

7.  Quantitative and comparative studies of the vocal fold extracellular matrix. I: Elastic fibers and hyaluronic acid.

Authors:  Mariah S Hahn; James B Kobler; Barry C Starcher; Steven M Zeitels; Robert Langer
Journal:  Ann Otol Rhinol Laryngol       Date:  2006-02       Impact factor: 1.547

8.  Vocal exercise may attenuate acute vocal fold inflammation.

Authors:  Katherine Verdolini Abbott; Nicole Y K Li; Ryan C Branski; Clark A Rosen; Elizabeth Grillo; Kimberly Steinhauer; Patricia A Hebda
Journal:  J Voice       Date:  2012-11       Impact factor: 2.009

9.  Lamina propria cellularity and collagen composition: an integrated assessment of structure in humans.

Authors:  Dany Muñoz-Pinto; Peter Whittaker; Mariah S Hahn
Journal:  Ann Otol Rhinol Laryngol       Date:  2009-04       Impact factor: 1.547

10.  A patient-specific in silico model of inflammation and healing tested in acute vocal fold injury.

Authors:  Nicole Y K Li; Katherine Verdolini; Gilles Clermont; Qi Mi; Elaine N Rubinstein; Patricia A Hebda; Yoram Vodovotz
Journal:  PLoS One       Date:  2008-07-30       Impact factor: 3.240

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  3 in total

1.  In Situ Visualization for 3D Agent-Based Vocal Fold Inflammation and Repair Simulation.

Authors:  Nuttiiya Seekhao; Joseph JaJa; Luc Mongeau; Nicole Y K Li-Jessen
Journal:  Supercomput Front Innov       Date:  2017 Jul-Sep

2.  High-Performance Host-Device Scheduling and Data-Transfer Minimization Techniques for Visualization of 3D Agent-Based Wound Healing Applications.

Authors:  N Seekhao; G Yu; S Yuen; J JaJa; L Mongeau; N Y K Li-Jessen
Journal:  PDPTA 19 (2019)       Date:  2019 Jul-Aug

3.  High-Performance Agent-Based Modeling Applied to Vocal Fold Inflammation and Repair.

Authors:  Nuttiiya Seekhao; Caroline Shung; Joseph JaJa; Luc Mongeau; Nicole Y K Li-Jessen
Journal:  Front Physiol       Date:  2018-04-12       Impact factor: 4.566

  3 in total

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