Particle-Based Modeling of Electron–Phonon InteractionsSource: Journal of Heat Transfer:;2020:;volume( 142 ):;issue: 001::page 012402-1DOI: 10.1115/1.4045137Publisher: The American Society of Mechanical Engineers (ASME)
Abstract: An important challenge in particle-based modeling of electron–phonon interactions is the large difference in the statistical weight of the particles in the two simulated populations. Each change in the state of a simulated phonon during scattering is statistically representative of an interaction with multiple simulated electrons, which results in a large numerical burden accurately represent both populations. We developed two stochastic approaches to mitigate this numerical problem. The first approach is based on Poisson modeling of the scattering processes coupled with a thinning algorithm, which works effectively at steady-state, but it is prone to statistical errors in the energy during the transient regime. The second approach is based on point process (PP) modeling of the scattering, allowing stochastical book-keeping, which corrects the energy error. Here, we present a mathematical description of the problem and the two stochastic approaches along with the numerical results we obtained for the synchronous transient simulation of the electron and phonon populations.
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| contributor author | Sabatti, Flavio F. M. | |
| contributor author | Goodnick, Stephen M. | |
| contributor author | Saraniti, Marco | |
| date accessioned | 2022-02-04T22:50:55Z | |
| date available | 2022-02-04T22:50:55Z | |
| date copyright | 1/1/2020 12:00:00 AM | |
| date issued | 2020 | |
| identifier issn | 0022-1481 | |
| identifier other | ht_142_01_012402.pdf | |
| identifier uri | http://yetl.yabesh.ir/yetl1/handle/yetl/4275562 | |
| description abstract | An important challenge in particle-based modeling of electron–phonon interactions is the large difference in the statistical weight of the particles in the two simulated populations. Each change in the state of a simulated phonon during scattering is statistically representative of an interaction with multiple simulated electrons, which results in a large numerical burden accurately represent both populations. We developed two stochastic approaches to mitigate this numerical problem. The first approach is based on Poisson modeling of the scattering processes coupled with a thinning algorithm, which works effectively at steady-state, but it is prone to statistical errors in the energy during the transient regime. The second approach is based on point process (PP) modeling of the scattering, allowing stochastical book-keeping, which corrects the energy error. Here, we present a mathematical description of the problem and the two stochastic approaches along with the numerical results we obtained for the synchronous transient simulation of the electron and phonon populations. | |
| publisher | The American Society of Mechanical Engineers (ASME) | |
| title | Particle-Based Modeling of Electron–Phonon Interactions | |
| type | Journal Paper | |
| journal volume | 142 | |
| journal issue | 1 | |
| journal title | Journal of Heat Transfer | |
| identifier doi | 10.1115/1.4045137 | |
| journal fristpage | 012402-1 | |
| journal lastpage | 012402-13 | |
| page | 13 | |
| tree | Journal of Heat Transfer:;2020:;volume( 142 ):;issue: 001 | |
| contenttype | Fulltext |