Parallel Simulation for Parameter Estimation of Optical Tissue Properties.

Several important laser-based medical treatments rest on the crucial knowledge of the response of tissues to laser penetration. Optical properties are often localised and are measured using optically active fluorescent microspheres injected into the tissue. However, the measurement process combines...

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Main Authors: Duta, M, Thiyagalingam, J, Trefethen, A, Goyal, A, Grau, V, Smith, N
Other Authors: D'Ambra, P
Format: Conference item
Published: Springer 2010
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author Duta, M
Thiyagalingam, J
Trefethen, A
Goyal, A
Grau, V
Smith, N
author2 D'Ambra, P
author_facet D'Ambra, P
Duta, M
Thiyagalingam, J
Trefethen, A
Goyal, A
Grau, V
Smith, N
author_sort Duta, M
collection OXFORD
description Several important laser-based medical treatments rest on the crucial knowledge of the response of tissues to laser penetration. Optical properties are often localised and are measured using optically active fluorescent microspheres injected into the tissue. However, the measurement process combines the tissue properties with the optical characteristics of the measuring device which in turn requires numerically intensive mathematical simulations for extracting the tissue properties from the data. In this paper, we focus on exploiting the algorithmic parallelism in the biocomputational simulation, in order to achieve significant runtime reductions. The entire simulation accounts for over 30,000 spatial points and is too computationally demanding to run in a serial fashion. We discuss our strategies of parallelisation at different levels of granularity and we present our results on two different parallel platforms. We also emphasise the importance of retaining a high level of code abstraction in the application to benefit both agile coding and interdisciplinary collaboration between research groups. © 2010 Springer-Verlag.
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spelling oxford-uuid:165f9718-2ccf-43f0-b938-5c003f6435a62022-03-26T10:31:01ZParallel Simulation for Parameter Estimation of Optical Tissue Properties.Conference itemhttp://purl.org/coar/resource_type/c_5794uuid:165f9718-2ccf-43f0-b938-5c003f6435a6Symplectic Elements at OxfordSpringer2010Duta, MThiyagalingam, JTrefethen, AGoyal, AGrau, VSmith, ND'Ambra, PGuarracino, MRTalia, DSeveral important laser-based medical treatments rest on the crucial knowledge of the response of tissues to laser penetration. Optical properties are often localised and are measured using optically active fluorescent microspheres injected into the tissue. However, the measurement process combines the tissue properties with the optical characteristics of the measuring device which in turn requires numerically intensive mathematical simulations for extracting the tissue properties from the data. In this paper, we focus on exploiting the algorithmic parallelism in the biocomputational simulation, in order to achieve significant runtime reductions. The entire simulation accounts for over 30,000 spatial points and is too computationally demanding to run in a serial fashion. We discuss our strategies of parallelisation at different levels of granularity and we present our results on two different parallel platforms. We also emphasise the importance of retaining a high level of code abstraction in the application to benefit both agile coding and interdisciplinary collaboration between research groups. © 2010 Springer-Verlag.
spellingShingle Duta, M
Thiyagalingam, J
Trefethen, A
Goyal, A
Grau, V
Smith, N
Parallel Simulation for Parameter Estimation of Optical Tissue Properties.
title Parallel Simulation for Parameter Estimation of Optical Tissue Properties.
title_full Parallel Simulation for Parameter Estimation of Optical Tissue Properties.
title_fullStr Parallel Simulation for Parameter Estimation of Optical Tissue Properties.
title_full_unstemmed Parallel Simulation for Parameter Estimation of Optical Tissue Properties.
title_short Parallel Simulation for Parameter Estimation of Optical Tissue Properties.
title_sort parallel simulation for parameter estimation of optical tissue properties
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AT thiyagalingamj parallelsimulationforparameterestimationofopticaltissueproperties
AT trefethena parallelsimulationforparameterestimationofopticaltissueproperties
AT goyala parallelsimulationforparameterestimationofopticaltissueproperties
AT grauv parallelsimulationforparameterestimationofopticaltissueproperties
AT smithn parallelsimulationforparameterestimationofopticaltissueproperties