Adjoint-based deviational Monte Carlo methods for phonon transport calculations
In the field of linear transport, adjoint formulations exploit linearity to derive powerful reciprocity relations between a variety of quantities of interest. In this paper, we develop an adjoint formulation of the linearized Boltzmann transport equation for phonon transport. We use this formulation...
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Veröffentlicht in: | Physical review. B 2015-06, Vol.91 (23), Article 235321 |
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description | In the field of linear transport, adjoint formulations exploit linearity to derive powerful reciprocity relations between a variety of quantities of interest. In this paper, we develop an adjoint formulation of the linearized Boltzmann transport equation for phonon transport. We use this formulation for accelerating deviational Monte Carlo simulations of complex, multiscale problems. Benefits include significant computational savings via direct variance reduction, or by enabling formulations which allow more efficient use of computational resources, such as formulations which provide high resolution in a particular phase-space dimension (e.g., spectral). We show that the proposed adjoint-based methods are particularly well suited to problems involving a wide range of length scales (e.g., nanometers to hundreds of microns) and lead to computational methods that can calculate quantities of interest with a cost that is independent of the system characteristic length scale, thus removing the traditional stiffness of kinetic descriptions. Applications to problems of current interest, such as simulation of transient thermoreflectance experiments or spectrally resolved calculation of the effective thermal conductivity of nanostructured materials, are presented and discussed in detail. |
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In this paper, we develop an adjoint formulation of the linearized Boltzmann transport equation for phonon transport. We use this formulation for accelerating deviational Monte Carlo simulations of complex, multiscale problems. Benefits include significant computational savings via direct variance reduction, or by enabling formulations which allow more efficient use of computational resources, such as formulations which provide high resolution in a particular phase-space dimension (e.g., spectral). We show that the proposed adjoint-based methods are particularly well suited to problems involving a wide range of length scales (e.g., nanometers to hundreds of microns) and lead to computational methods that can calculate quantities of interest with a cost that is independent of the system characteristic length scale, thus removing the traditional stiffness of kinetic descriptions. 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We show that the proposed adjoint-based methods are particularly well suited to problems involving a wide range of length scales (e.g., nanometers to hundreds of microns) and lead to computational methods that can calculate quantities of interest with a cost that is independent of the system characteristic length scale, thus removing the traditional stiffness of kinetic descriptions. Applications to problems of current interest, such as simulation of transient thermoreflectance experiments or spectrally resolved calculation of the effective thermal conductivity of nanostructured materials, are presented and discussed in detail.</description><subject>Boltzmann transport equation</subject><subject>Computation</subject><subject>Computer simulation</subject><subject>Formulations</subject><subject>Mathematical analysis</subject><subject>Monte Carlo methods</subject><subject>Phonons</subject><subject>Transport</subject><issn>1098-0121</issn><issn>2469-9950</issn><issn>1550-235X</issn><issn>2469-9969</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2015</creationdate><recordtype>article</recordtype><recordid>eNo1kF1LwzAUhosoOKd_wKvglTedOUm6NJdz-AWTiSh4F9IkpR1dUpNssH9vZ_XqnAPPeXl5suwa8AwA07u35hDf7f5-JmBGaEEJnGQTKAqcD9fX6bBjUeYYCJxnFzFuMAYmGJlk64XZ-NalvFLRGmTsvlWp9U516NW7ZNFShc6jrU2NNxHVPqC-8c47lIJysfchIa06vet-3-JldlarLtqrvznNPh8fPpbP-Wr99LJcrHLNgKecaobB1KRiDJcVsLoSQhRDPcwMrWhdKcKLuuKqpEZYbmsyp0xwozQh3FpNp9nNmOtjamXUbbK60d45q5MEEGXBYYBuR6gP_ntnY5LbNmrbdcpZv4sSeDknuKDlESUjqoOPMdha9qHdqnCQgOVRsfxXLAXIUTH9AUp0cYY</recordid><startdate>20150630</startdate><enddate>20150630</enddate><creator>Péraud, Jean-Philippe M.</creator><creator>Hadjiconstantinou, Nicolas G.</creator><general>American Physical Society</general><scope>AAYXX</scope><scope>CITATION</scope><scope>7SR</scope><scope>7U5</scope><scope>8BQ</scope><scope>8FD</scope><scope>H8D</scope><scope>JG9</scope><scope>L7M</scope><scope>OTOTI</scope></search><sort><creationdate>20150630</creationdate><title>Adjoint-based deviational Monte Carlo methods for phonon transport calculations</title><author>Péraud, Jean-Philippe M. ; Hadjiconstantinou, Nicolas G.</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c417t-3c401df2b4408b14fb999512104d3b3fba275fb7a83d9e7ef263497dac227eec3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2015</creationdate><topic>Boltzmann transport equation</topic><topic>Computation</topic><topic>Computer simulation</topic><topic>Formulations</topic><topic>Mathematical analysis</topic><topic>Monte Carlo methods</topic><topic>Phonons</topic><topic>Transport</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Péraud, Jean-Philippe M.</creatorcontrib><creatorcontrib>Hadjiconstantinou, Nicolas G.</creatorcontrib><collection>CrossRef</collection><collection>Engineered Materials Abstracts</collection><collection>Solid State and Superconductivity Abstracts</collection><collection>METADEX</collection><collection>Technology Research Database</collection><collection>Aerospace Database</collection><collection>Materials Research Database</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>OSTI.GOV</collection><jtitle>Physical review. 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Benefits include significant computational savings via direct variance reduction, or by enabling formulations which allow more efficient use of computational resources, such as formulations which provide high resolution in a particular phase-space dimension (e.g., spectral). We show that the proposed adjoint-based methods are particularly well suited to problems involving a wide range of length scales (e.g., nanometers to hundreds of microns) and lead to computational methods that can calculate quantities of interest with a cost that is independent of the system characteristic length scale, thus removing the traditional stiffness of kinetic descriptions. 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subjects | Boltzmann transport equation Computation Computer simulation Formulations Mathematical analysis Monte Carlo methods Phonons Transport |
title | Adjoint-based deviational Monte Carlo methods for phonon transport calculations |
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